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  <front>
    <title abbrev="Sustainable Internet Architecture">Architectural Considerations for Environmentally Sustainable Internet Technology</title>
    <seriesInfo name="Internet-Draft" value="draft-various-eimpact-arch-considerations-01"/>
    <author fullname="Michael Welzl">
      <organization>University of Oslo</organization>
      <address>
        <email>michawe@ifi.uio.no</email>
      </address>
    </author>
    <author fullname="Emile Stephan">
      <organization>Orange</organization>
      <address>
        <email>emile.stephan@orange.com</email>
      </address>
    </author>
    <author fullname="Eve Schooler">
      <organization>University of Oxford</organization>
      <address>
        <email>eve.schooler@gmail.com</email>
      </address>
    </author>
    <author fullname="Sebastien Rumley">
      <organization>HES-SO</organization>
      <address>
        <email>sebastien.rumley@hes-so.ch</email>
      </address>
    </author>
    <author fullname="Ali Rezaki">
      <organization>Nokia</organization>
      <address>
        <email>ali.rezaki@nokia.com</email>
      </address>
    </author>
    <author fullname="Jukka Manner">
      <organization>Aalto University</organization>
      <address>
        <email>jukka.manner@aalto.fi</email>
      </address>
    </author>
    <author fullname="Carlos Pignataro">
      <organization>Blue Fern Consulting</organization>
      <address>
        <email>cpignata@gmail.com</email>
      </address>
    </author>
    <author fullname="Marisol Palmero">
      <organization>Cisco</organization>
      <address>
        <email>mpalmero@cisco.com</email>
      </address>
    </author>
    <author fullname="Jan Lindblad">
      <organization>All For Eco</organization>
      <address>
        <email>jan.lindblad+ietf@for.eco</email>
      </address>
    </author>
    <author fullname="Suresh Krishnan">
      <organization>Cisco</organization>
      <address>
        <email>sureshk@cisco.com</email>
      </address>
    </author>
    <author fullname="Ari Keränen">
      <organization>Ericsson</organization>
      <address>
        <email>ari.keranen@ericsson.com</email>
      </address>
    </author>
    <author fullname="Hesham ElBakoury">
      <organization/>
      <address>
        <email>helbakoury@gmail.com</email>
      </address>
    </author>
    <author fullname="Luis M. Contreras">
      <organization>Telefonica</organization>
      <address>
        <email>contreras.ietf@gmail.com</email>
      </address>
    </author>
    <author fullname="Alexander Clemm">
      <organization>Independent</organization>
      <address>
        <email>ludwig@clemm.org</email>
      </address>
    </author>
    <author fullname="Jari Arkko">
      <organization>Ericsson</organization>
      <address>
        <email>jari.arkko@gmail.com</email>
      </address>
    </author>
    <date year="2025" month="July" day="07"/>
    <keyword>next generation</keyword>
    <keyword>unicorn</keyword>
    <keyword>sparkling distributed ledger</keyword>
    <abstract>
      <?line 221?>

<t>This document discusses protocol and network architecture aspects that
may have an impact on the sustainability of network technology. The
focus is on providing guidelines that can be helpful for protocol
designers and network architects, where such guidelines can be given.</t>
    </abstract>
    <note removeInRFC="true">
      <name>About This Document</name>
      <t>
        The latest revision of this draft can be found at <eref target="https://jariarkko.github.io/draft-eimpact-arch-considerations/draft-eimpact-arch-considerations.html"/>.
        Status information for this document may be found at <eref target="https://datatracker.ietf.org/doc/draft-various-eimpact-arch-considerations/"/>.
      </t>
      <t>Source for this draft and an issue tracker can be found at
        <eref target="https://github.com/jariarkko/draft-eimpact-arch-considerations"/>.</t>
    </note>
  </front>
  <middle>
    <?line 228?>

<section anchor="introduction">
      <name>Introduction</name>
      <t>This document discusses protocol and network architecture aspects that can have an
impact on the environmental sustainability of network technology. For brevity,
we will use the term sustainability in this document to refer to environmental sustainability.
We do note that sustainability as a term is widely used to refer to different
notions of sustainability, and the most well-known larger definition of
sustainability can be seen from the United Nations Sustainable Development
Goals (UN SDG) <xref target="UNSDG"/>.</t>
      <t>Environmental sustainability is an important consideration in society, and in
networking, too. Networking technologies enable societies to operate in an
environmentally sustainable manner and thereby have a positive handprint,
yet networks themselves must be environmentally sustainable and attempt to minimise
their negative footprint.</t>
      <t>Fundamentally the question we try to address concerns the resource usage and the lifecycle of network
equipment. The less devices are built, and energy is used, the less emissions are
created. Networks are built with hardware and these in turn use electrical energy
to run. Eventually, the hardware is decommissioned and some amount of the materials
are recycled.</t>
      <t>We can divide the lifecycle into three major phases (omitting some intermittent steps like shipping of products):</t>
      <ol spacing="normal" type="1"><li>
          <t>Manufacturing (including the raw material extraction and usage, the embedded chips and electronics, casing, and energy needed for these operations, etc.),</t>
        </li>
        <li>
          <t>Use phase that is focused on the operational energy use and repairing equipment, and</t>
        </li>
        <li>
          <t>End of life that can include both direct recycling of some of the materials or finding a new life and usage for an old product that still functions, after which it is finally recycled.</t>
        </li>
      </ol>
      <t>Networks also require some amount of physical construction to realize, and this construction
work also creates emissions. This category of emissions is out of scope of this
document because the Internet community and network engineers have limited means
to impact construction work itself and the associated industry, but we can impact
how networks, protocols and hardware are designed, built and operated.</t>
      <t>All these phases create harmful emissions, into the ground and in the air, that
have a negative impact on our environment and people. As the type of such
emissions vary, they are often standardized as carbon dioxide equivalent (CO2e)
to allow comparing sources and amounts of emissions. When discussing (carbon)
emissions in this document, we generally refer to CO2e.</t>
      <t>The manufacturing of networking hardware, both for fixed and wireless networks,
is a significant source of emissions, and recycling of ICT equipment is still
limited to the casing and some other minor parts. Direct energy usage of networking
and the source of the energy have often been the primary concerns. There are many
reports and scientific papers discussing carbon emissions of the energy used by
ICT. As of today, and the foreseeable future, the difference in emissions of the
electric grid between countries and regions can vary significantly. e.g. In the EU, there
are 10-fold differences between countries, and similar differences exist between
US states. On a global level, the differences can be over 50-fold. Yet, as the
world moves towards greener energy production, the relative negative impacts
related to manufacturing becomes more prominent and the importance of equipment
longevity grows.</t>
      <t>When good design and architecture can improve the sustainability of
networks, they should certainly be applied to designing new protocols
and building networks. Intuitively, protocol and network architecture choices can have an impact on sustainability.  At the very least the right design and architecture
can make it possible to have a positive impact, but of course the
architecture alone is not enough.  The possibilities offered by the
architecture need to be realized by implementations and practical
deployments.</t>
      <t>To give an example of an architectural aspect that potentially has a
sustainability impact, enabling the collection of information (e.g.,
energy consumption) and then using that information to make smarter
decisions is one.  For instance, understanding power consumption of
individual nodes can be valuable input to future purchasing decisions
or development efforts to reduce the power consumption.  Yet, as
data collection is often rather easy, it is easy to overdo it in such
a way that it leads to accumulation of dark data (i.e. data that is collected and stored but never used).  All data collection consumes processing power,
network resources and storage space, and this can in turn increase the emissions
from the network.</t>
      <t>Other architectural examples include making it possible to scale
resources or resource selection processes performed in a
sustainability-aware fashion. The use of communication primitives that
maximize utility in a given problem (e.g., using multicast) or the use of
technologies that reduce the number or size of messages needed for a
given task (e.g., binary encoding instead of textual) are some further
examples.</t>
      <t>Of course, some of these aspects may have a major impact on
sustainability, where others may only have a minor effect.  There are
also tradeoffs, such as side-effects of architectural choices, e.g.,
dynamic scaling of a router network potentially impacts jitter;
putting cellular base stations to sleep and activating them as capacity needs grow potentially introduces a delay in matching the needs of the data flows.</t>
      <t>The document is intended to help engineering efforts in the IETF,
provide operational guidance in the operator community, as well as to point to potential research directions in the IRTF.</t>
      <t>The scope of the document is advice on Internet and protocol
architecture, such as what architecture or capabilities new protocol
designs or features should have, what kind of operational network
architectures should be deployed, and how all of these can be designed
to best address sustainability concerns.</t>
      <t>The focus of this document is to provide actionable design advice to protocol designers. This document therefore
addresses one aspect in the architecture question and does not claim
to cover the topic exhaustively.</t>
      <t>This document is not focused on general issues around environmental sustainability,
except those that pertain to architecture or significant protocol
features.</t>
      <t>It is to be noted that networks themselves are a service, a tool, for all the
applications and services on the Internet. Networks connect data,
people and services. The increase in networking and size of the
Internet is driven by these applications and the usage. Therefore, the
emissions from networking are tied to the applications and the data
they consume; with less applications or data, the Internet would have less
hardware and less energy usage. The goals of this document are not to
instruct application and service developers to choose what
applications are worthwhile or how much content is sent. There are
many forums and parties whose mission is to help these developers to
implement more sustainable services, such as, the Green Software
Foundation, the Green Web Foundation, Greening of Streaming, to name a
few.</t>
      <t>The next two sections present architectural and protocol design aspects that can have an impact on the sustainability of networking. 
<xref target="understanding"/> discusses those foundations that
are required to prepare for sustainability improvements, and
<xref target="actions"/> discusses actions that can be taken to make the actual improvements.
For each topic in these sections, we provide an overview, the motivation for why it would be important to consider for more sustainable networking, an analysis and recommendations for future networking professionals.</t>
      <t>Recommendations for protocol designers are discussed throughout the
document and summarized in <xref target="recsdesigners"/>. Finally,
<xref target="recsfurtherwork"/> discusses further work that is needed to make
further concrete recommendations for the designers.</t>
    </section>
    <section anchor="understanding">
      <name>Understanding</name>
      <t>It is essential to understand the current state of affairs before any improvements can be made. 
Thus, some level of measurement is necessary for starting to improve sustainability. 
In many cases measurements are also complemented by modeling. In some cases modeling needs to be used since direct measurements may not always be available. Modeling is also used to combine measurements in ways that make it more effective in aiding the understanding of the effects of the potential actions. e.g. Modeling could be used to play out multiple what-if scenarios based on the actions recommended in <xref target="actions"/>.</t>
      <section anchor="mm">
        <name>Measurement and Modeling</name>
        <t>The key goals of measuring and modeling are to identify potential areas of improvement, and to establish a baseline to benchmark any improvements that are effected by the performed actions. This not only helps defining an objective data-driven approach to improvement, but also can illustrate what actions can cause a bigger impact. This could help prioritize what actions can be taken and when. This draft assumes that the specific semantics of sustainability-related measurements (e.g., carbon factors, device-specific formulas) are defined elsewhere and focuses instead on enabling architectures to support measurement, collection, and use.</t>
        <section anchor="motivation">
          <name>Motivation</name>
          <t>Without
measurements of any kind, it is impossible to assess if the networks
are functioning correctly. It is impossible to know if the system is
efficient by comparing it against a baseline model. It is also
impossible to check that changes aiming at optimizing something are
indeed valuable.</t>
          <t>This is
particularly the case when looking at the systems as a whole in
post-analysis. As discussed earlier, some level of measurements is
useful input for further actions, such as deciding what parts of the
network need to be targeted for further improvement.</t>
          <t>But measurements may also be useful for some dynamic situations
where power-saving decisions, for instance, depend on knowing the
relative power consumption of different activities, such as when a
power-off decision involves understanding the relative savings during
the shutdown period vs. the power cost of shutdown and startup procedures,
or the possible need to reconfigure other nodes in the network due
to the shutdown.</t>
          <t>At the same time, it is not possible (or even desirable) to measure
everything. Excessive measurement collection without clear objectives can have a negative impact by itself and some considerations in this regard can be found in <xref target="bydesign"/>
Furthermore, any measurement must be validated. Relevance
of measurements must be periodically assessed, e.g., with comparisons between measurements within a network and the aggregate numbers from the electricity provider.</t>
          <t>Finally, measurements made in the field must be collected and structured to allow
later retrieval. And measurements are counterproductive if they are endlessly
accumulated without being consulted.</t>
        </section>
        <section anchor="analysis">
          <name>Analysis</name>
          <t>This section discusses how measurements relate to the fabrication and
usage phases and how efficiency can be measured.</t>
          <t>While power consumption is the most commonly used sustainability metric, this document does
not attempt to define energy metrics or modeling standards. Those topics are in
scope for the GREEN WG (focused on operational energy) and the SUSTAIN RG (which
addresses broader life-cycle impacts and carbon modeling). This section focuses
on the architectural implications of enabling measurement, not metric definitions.</t>
          <section anchor="measuring-impacts-of-fabrication-phase">
            <name>Measuring impacts of fabrication phase</name>
            <t>Network infrastructure generates negative impacts principally during fabrication
and usage phases. Measuring negative impacts related to fabrication falls
in the activity of lifecycle analysis (LCA). LCAs are typically performed
per device, either by the equipment vendor itself, or by third-party analysts. LCA
involves modeling (see <xref target="modeling"/>). The analysis
can be done in terms of climate change (CC) but can be extended to other criteria as
abiotic resource depletion (ARD), ecotoxicity (ET) or water usage (WU).
LCA also involves
information systems keeping an inventory of the devices uses.
For many classes of devices, the embedded carbon aspects or
use of raw materials are significant sustainability issues.
As these measurements
and inventories are external to the network architecture, they are considered out
of this document scope.</t>
          </section>
          <section anchor="measuring-impacts-of-usage-phase">
            <name>Measuring impacts of usage phase</name>
            <t>Measuring negative impacts related to the usage phase falls in the scope of
monitoring. In this phase, the most obvious sustainability-related measurement is
power monitoring to measure the energy consumption and estimate the related negative
impacts.</t>
            <t>Power (in Watts, that is, in Joule/s) or energy (in Joules) measurements alone are of meager use if the
cause of the consumption is not measured as well. Any power/energy
measurement should occur alongside other measurements that can be used to
determine energy efficiency. Hence a sound measurement
architecture implies the existence of an energy efficiency
framework of some kind.</t>
          </section>
          <section anchor="measuring-efficiency">
            <name>Measuring efficiency</name>
            <t>In the context of carbon accounting,
emission accountants are generally looking for a metric of the
delivered value per unit of carbon. In networking, the most obvious delivered value
is number of bits sent or received (traffic), or to the communication capacity made
available during unit of time. In both cases, the unit is the bit, but the two metrics
have very different meanings. In one case, one spends a Joule to send a bit. In the
other case, one spends a Joule to offer a bandwidth capacity of 1 bit/s during
a second.  The latter is important, as
often communication networks have requirements to be able to send
messages when there's a need for it, e.g., for emergency communications, 
even when those messages may not always be sent.</t>
            <t>The measurement of efficiency is not restricted to energy. Traffic or offered
bandwidth can be related to the carbon emitted by the device traversed by this
traffic. This carbon should include the part associated with electricity, but
also the part associated with fabricating the device (pro rata temporis) <xref target="LCAandUsage"/>.
Sustainable efficiency can also be expressed in water used per traffic, for example.</t>
          </section>
        </section>
        <section anchor="measurementrecs">
          <name>Recommendation</name>
          <t>The GREEN WG is chartered to define energy consumption metrics and associated frameworks.
The GREEN
framework provides a foundational building blocks for monitoring and optimizing energy consumption
across networked devices and components.</t>
          <t>The SUSTAIN RG addresses broader measurement questions such as embedded emissions, raw
materials, and life-cycle modeling. This document assumes these efforts will define
and validate the metrics themselves. Our focus is on ensuring that Internet architecture
enables effective collection, transport, and use of such metrics for operational decisions
and reduction of environmental impacts.</t>
          <t>Aligning these efforts will support the development of composite metrics that connect operational
energy use along with manufacturing/end-of-life considerations in order to establish a coherent basis for
sustainable digital infrastructure management.</t>
          <t>In order to meet the needs discussed above, the following architectural design principles are proposed.</t>
          <section anchor="future-proof-metrics">
            <name>Future Proof Metrics</name>
            <t>We recommend that any measurement framework or sustainability-related
information sharing mechanism be designed to share different types of
information and not limited to a single metric such as power consumption.
Requirements, units, granularity and collection method specifications are
sure to shift over time.</t>
          </section>
          <section anchor="plug-in-architecture-for-collection-and-control">
            <name>Plug-in Architecture for Collection and Control</name>
            <t>Since the need to deliver on the use cases described is urgent, the
industry has to accommodate the capabilities (and limitations) of existing
equipment in the field for collecting metrics. 
It is recommended to apply a plug-in architecture with modules that can
work with (read from and control) devices of any kind, including
traditional networking hardware devices, cooling systems, software
stacks, and occasionally static data sheets.</t>
          </section>
          <section anchor="data-with-content-declaration">
            <name>Data with Content Declaration</name>
            <t>To make sense of the collected data, it must be possible to see exactly
where all data is coming from, what it means, its precision and how it
has been processed.  The metadata itself must also have a formal description.
YANG might be suitable for modeling the metadata schema.  Keep the metadata
attached to the dataflow it describes, so that the relation is clear even when
components are added by other organizations at a later point in time.</t>
          </section>
          <section anchor="processing-flexibility-and-audit-trails">
            <name>Processing Flexibility and Audit Trails</name>
            <t>The collected data passes through a pipeline from collection to
decisions. By processing we mean steps to reshape the data to
match further aggregation and processing steps, such as unit
conversions, sample frequency alignment, filtering, etc.</t>
            <t>Separate these pipeline stages into separate modules and use
configuration to construct the pipeline.  This gives flexibility,
reuse and enables a full audit trail.  It is essential that every
data processing step can be reviewed in an audit situation without
looking at code.</t>
          </section>
          <section anchor="aligned-with-reporting-frameworks">
            <name>Aligned with Reporting Frameworks</name>
            <t>Ensure that the system output is aligned with the measurement
requirements set forth by relevant legal frameworks, e.g. ESRS
(Europe), TCFD and IFRS (US, Japan), BRSR (India), etc. The
responsible corporate bodies producing the corporate reports are
unlikely to use any technical collection system that isn't well
aligned.</t>
          </section>
          <section anchor="modeling">
            <name>Modeling</name>
            <t>Where power optimization choices are made, accurate information is required to decide the right choice.</t>
            <t>The paucity of up-to-date information on equipment and system
parameters, especially power consumption and maximum throughput, makes
estimating the power consumption and energy efficiency of these
systems extremely challenging. In addition, the rapid evolution of
technology and products in ICT makes the estimation quickly outdated
and possibly inaccurate. In some cases, physical measurements have to
be replaced by partial measurements and mathematical modeling.</t>
            <section anchor="power-modeling">
              <name>Power modeling</name>
              <t>To date, two approaches to network power modeling are accepted as
providing a realistic estimate of network power consumption. These
approaches are referred to as "bottom-up" and "top-down".  The paper
<xref target="Unifying"/> surveys both approaches and provide a new approach which
unifies both of them. The unified approach is used to estimate the
power consumption of access, aggregation and core networks.</t>
              <t>Modeling can also help address attribution aspects, such as those
involved in an effort of an organization to calculate its Scope 3
emissions. Modeling can also be used to assist in establishing a
baseline energy consumption, and enable later comparisons to that
baseline.</t>
              <t>Additional discussion of modeling can be found in <xref target="ModelingAppendix"/>.</t>
            </section>
          </section>
        </section>
      </section>
    </section>
    <section anchor="actions">
      <name>Actions</name>
      <section anchor="dynscale">
        <name>Dynamic Scaling</name>
        <t>Dynamic scaling is the ability to adjust resources according to demand and possibly turn some of
them off during periods of low usage. Examples include the set of
servers needed for a service, how many duplicate links are needed to
carry high-volume traffic, whether one needs all base stations with
overlapping coverage areas to be on, etc.</t>
        <t>Networks and communications are also critical functions of the modern
digital society. The reliability of individual networking links or
devices cannot always be guaranteed. As a result, various levels and forms of
resiliency are often needed, for instance through redundancy. Yet,
there is a question on how much redundancy is needed and how quickly a
backup or resource increase can be activated due to increased demand.</t>
        <t>Scaling can be pulled up and down by data consumption variations and more rarely by power shortage. In such situation dynamic scaling is the ability to adjust demand resources according to resources. When operating on limited backup energy sources such as batteries or generators, the architecture must support graceful adaptation before power runs out. In such situations, networks must minimize consumption to extend operational time.</t>
        <section anchor="motivation-1">
          <name>Motivation</name>
          <t>Outside of implementation improvements, dynamic scaling is potentially the
most promising method for reducing power consumption related
environmental impacts. Scaling can happen on a device-level (increasing performance as traffic levels grow) or a network segment level (increasing the number of active links or cellular base stations).</t>
          <t>Considering current fixed networking hardware, dynamic scaling might not have an impact in
situations where there's only a single router or server
serving a particular route, area, or function. Current routers and switches exhibit limited potential dynamic scaling because the focus is on high performance and a stable connectivity. There have been some recent improvements on this front as well. e.g. Energy-Efficient Ethernet (EEE) is a good example of a networking-level specification to lower energy consumption in idle mode. EEE has limited impact on a network that has continuous traffic.</t>
          <t>Resiliency can be implemented within a single router as well, e.g. as a backup power supply, between routers and switches as multiple links between the same nodes, having different links between two end points, overlapping cellular coverage, etc. All these necessarily add more hardware to provide the same exact service. Some of that hardware can be fully operational at all times and used to serve the traffic, while other links may be in hot or cold standby depending on the use case.</t>
          <t>Cellular networks are typically built with
significant overlap in coverage areas of multiple base stations. Demand and business reasons dictate
the design of the coverage, and regulations might dictate how reliable
the cellular service should be. There is extensive work world-wide to
optimize the operation of this overlapping coverage, e.g. by turning down
some sites at night time when traffic volumes are low. A cellular
base station site can consume anything from a few kWh to ten or more
kWh per provider. Modern cellular base stations do implement numerous
features to scale the energy consumption. In general, cellular base
stations have a base energy consumption and traffic-dependent
consumption, a somewhat similar behavior to what we can observe in modern CPUs.</t>
          <t>On the network level, most large systems have significant amount of redundancy and spare
capacity. Where such capacity can be turned on or off to match the
actual need at a given time, significant reductions in power consumption
can be achieved.</t>
          <t>Whereas scaling down under normal conditions seeks to reduce consumption while maintaining full capabilities, power-constrained operations accept degraded performance or functionality. Operating in power backup mode introduces a shift in network behavior as it differs from network-driven auto scaling:</t>
          <ul spacing="normal">
            <li>
              <t>Network, devices and components must reduce power usage, possibly sacrificing performance, feature sets, or redundancy.</t>
            </li>
            <li>
              <t>Each network domain (RAN, edge, and core network segments) faces its own constraints and policies in power-limited operation.</t>
            </li>
          </ul>
        </section>
        <section anchor="analysis-1">
          <name>Analysis</name>
          <t>Dynamic scaling could be seen as either an alternative or complementary to load stabilization, e.g., via "peak shaving". Perhaps the most realistic view is that both are likely needed.</t>
          <t>The most rudimentary approach to dynamic scaling is just turning some resources off. However this may not be sufficient, and a more graceful/engineered approach potentially yields better results.</t>
          <t>Network architects need to understand the impacts of scaling changes on users and traffic. These may include the fate of ongoing sessions, latency/jitter, packets in flight, or running processes, attempts to contact resources that are no longer present, and the time it takes for the network to converge to its new state.</t>
          <t>Dynamic scaling requires an understanding of load levels for the
network, so information collection is required. It also requires
understanding the power, time and other costs of making changes. (See
<xref target="I-D.pignataro-enviro-sustainability-architecture"/> for discussion of
tradeoffs and multi-objective optimization.)</t>
          <t>Understanding the resiliency requirements for a network or a piece
  of equipment is also important for the optimal control of
  resiliency, e.g., as an input to decisions on how many instances of
  replicated services need to be run and where.</t>
          <t>Some of the strategies that are useful in implementing effective dynamic scaling include:</t>
          <ul spacing="normal">
            <li>
              <t>Matching the currently used resources to the actual need, be it
about traffic demand or resiliency. One way to do this is to use 
power-proportional underlying technologies, such as chipsets or
transmission technologies. And where this is not sufficient, the
ability to turn components/systems on and off is an alternative
strategy.</t>
            </li>
            <li>
              <t>Using load adaptive techniques allows the capacity of the nodes to
be dynamically adjusted according to the demand. Examples include
Adaptive Link Rate (ALR), which dynamically adapts the link rate to
suit traffic demand or power off links in Link Aggregation based on
traffic demand which is empirically estimated based on traffic
arrival. LACP (Link Aggregation Control Protocol) defined in IEEE
802.1AX <xref target="LinkAggregation"/> can be modified to power off links in an
aggregation if they are not needed.</t>
            </li>
            <li>
              <t>Ability to enter "no new work" mode for equipment, to enable some resources to be eventually released/turned off.</t>
            </li>
            <li>
              <t>Ability to move ongoing tasks off to other equipment, to prevent disruption of already started tasks.</t>
            </li>
            <li>
              <t>Ability to schedule changes in advance rather than making them abruptly, with
associated signaling exchanges and possible transient routing and
other failures. See for instance the time-variant routing work in
the IETF <xref target="RFC9657"/> <xref target="I-D.ietf-tvr-requirements"/>
                <xref target="I-D.ietf-tvr-schedule-yang"/> <xref target="I-D.ietf-tvr-alto-exposure"/>.</t>
            </li>
            <li>
              <t>Efficient propagation of changes of new routes, new set of servers, etc. in order to reduce the amount of time where state is not synchronized across the network. The needs for the propagation solution needs to be driven by dynamic scaling and sustainability as well as other aspects, such as recovery from failures.</t>
            </li>
            <li>
              <t>Build mechanisms to deal with dynamic changes: Plan for dynamic set of resources and not expect to work with a fixed set of resources.</t>
            </li>
            <li>
              <t>Dynamic scaling requires automation in most cases, e.g., to turn on
new service instances. See again <xref target="I-D.pignataro-enviro-sustainability-architecture"/> for a discussion of automation.</t>
            </li>
            <li>
              <t>Interaction with the energy grid can enable dynamic load
shifting. For instance, a demand-response technique can be used
where the system temporarily reduces its energy usage in response to
pricing signals from a smart grid. The proposed demand-response
technique involves deferring the load from elastic requests to later
time periods in order to reduce the server demand and the current
energy usage, and hence, energy costs <xref target="LoadShifting"/>.</t>
            </li>
            <li>
              <t>Energy-aware routing. This generally aims at aggregating traffic
flows over a subset of the network devices and links, allowing other
links and interconnection devices to be switched off. These
solutions shall preserve connectivity and QoS, for instance by
limiting the maximum utilization over any link or ensuring a
minimum level of path diversity. There are also algorithms for Green
Traffic engineering. For instance, <xref target="Segment"/> employs segment
routing. Experimental analysis results <xref target="Experiment"/> show that the
resource usage for SRv6 could be more than 70% lower than that of
the SPF-based forwarding, depending on the network topology.</t>
            </li>
          </ul>
        </section>
        <section anchor="recsdynscaling">
          <name>Recommendation</name>
          <t>The guidelines above need to be considered specifically for each
protocol and system design. Further work in detailing this guidance
would also be useful.</t>
          <t>It is likely that there is increased attention to resiliency in the
future, given for instance the increased importance of the tasks
supported by networks or the potentially increasing frequency of
natural disasters as a result of global warming.</t>
          <t>Scaling steps during power shortage differ from network dynamic scaling and depend on the network domain and the events: grid outages, deployment in remote or mobile environments, extreme weather events, or any sort of enforced reductions in power usage like monthly battery testing. Nevertheless, there is a gain to have a common dynamic scaling approach that includes network-driven scaling and power-shortage scaling.</t>
        </section>
      </section>
      <section anchor="transport">
        <name>Transport</name>
        <t>Transport protocols make it possible for
communication flows to adjust themselves to the
dynamic conditions that exist in the network at any given time:
available bandwidth, delays, congestion, the ability of a peer to send
or receive traffic, and so on. Depending on the conditions, an
individual flow may carry traffic at widely different rates, may pause
for some time, etc.</t>
        <t>This behavior has an effect on sustainability, e.g., in
what periods the endpoint and network systems are active or when they
could be in reduced activity or sleep states.
Cellular networks and mobile links can scale their energy usage based on load and enter a low-power state when a traffic flow ends. Thus, in theory, the faster the data is transferred, the faster the device transmission/reception functions can enter a low-power state.</t>
        <section anchor="motivation-2">
          <name>Motivation</name>
          <t>Transport behavior would have a possibility of impacting how much
downtime or sleep can be had in the communication system, either on
the end systems or routers or other equipment in between. The savings
can be significant, at least in wireless systems.</t>
          <t>Improvements through transport behavior are only useful if the
involved systems have power proportionality.</t>
        </section>
        <section anchor="analysis-2">
          <name>Analysis</name>
          <t>Various higher-level transport solutions may also
cache or pre-fetch information. For instance, <xref target="I-D.irtf-nmrg-green-ps"/> 
lifts CDNs as one example of technology that has reduced energy consumption, by
moving the needed endpoints closer to each other.</t>
          <t>On a given set of endpoints, application behavior can impact environmental costs.
For instance, <xref target="I-D.pignataro-enviro-sustainability-consid"/> observes the effect of protocol
chattiness. Does the protocol rely on periodic updates or heartbeat messages? Could such message 
patterns result in preventing links or nodes from going to sleep (absent other communications), 
and in such a case, would an alternative pattern be feasible?</t>
          <t>Transport layer protocol behavior also has an impact.
A critical issue is the tradeoff involved in sending traffic. As
argued in <xref target="NotTradeOff"/>, reducing
the amount of time the endpoints and the network are active can
sometimes help save energy. As a result, in general, delivering information as rapidly as possible would appear to be desirable.</t>
          <t>On the other hand, would such as rapid transmission impact peak
traffic, and as such, contribute to a need to dimension
networks for higher traffic volumes? And in this case the need
could be only a perceived one as a less rapid transmission would
not have impacted, for instance, a user's ability to view a video
if the transmission was merely for the buffering of the rest of
the video.</t>
          <t>Furthermore, bandwidth-intensive applications can influence
other applications or users by presenting a significant load on the
network, and consequently reducing capacity available for others, or
increasing buffering (and with it, latency) across the network
path. For an application with intermittent data transfers, such as
streaming video, this would seem to speak in favor of sustained but
lower-rate delivery instead of transmitting short high-rate bursts <xref target="Sammy"/>. However, this
is in contradiction with the energy-saving approach above. Thus, the
tradeoff is: should data be sent in a way that is "friendly" to others
(avoiding bad interference), or should it save energy by sending fast,
increasing the chance for equipment to enter a "sleep" state?</t>
          <t>At the time of writing, the common choice for video is to opt for higher
rate delivery, potentially saving energy, and possibly at the expense
of other traffic. For non-urgent data transfers, the IETF-recommended
default approach is the opposite: the LEDBAT congestion control
mechanism <xref target="RFC6817"/>, which is designed for such use, will always
"step out of the way" of other traffic, giving it a low rate when it
competes with any other traffic. Alternatively, if the goal is to
reduce energy, such traffic could be sent at a high rate, at a
strategically good moment within a longer time interval; this would
give network equipment an opportunity to enter a sleep state in the
remaining time period within the interval.</t>
          <t>A hypothesis could be made that transport protocols should
take energy into account in addition to the many other inputs they decide upon. For example, it is possible that a non-urgent data transfer would send as much as possible as soon as possible when
at least one of the links along the path is known to be power proportional (e.g., a cellular link), while tracking buffer
growth from transmission delays to scale back if delay should occur.</t>
          <t>Such ideas remain to be confirmed with experiments, however.</t>
          <t>Similarly, caching and pre-fetching designs need to consider
not only the likelihood of having acquired the right content in memory,
but also the sustainability cost of possibly fetching too much or the
timing of those fetching operations.</t>
          <t>In general, information about the impacts of loading or not loading
the network with additional traffic, and whether a certain sending
pattern enables power savings through sleep modes, would be beneficial
for the communicating endpoints. Mechanisms for making such
information available to the endpoints would be useful.</t>
        </section>
        <section anchor="recstransport">
          <name>Recommendation</name>
          <t>As can be seen from the above, there are a number of complex tradeoffs merely for transport
protocol behavior on a given connection.</t>
          <t>This prompts us to give two types of advice. The first type of advice is for protocol designers: 
simple models are unlikely to guarantee optimal results, but as long as 
normal precautions such as congestion control, monitoring queue build-up, and avoiding
unnecessary messages are employed, systems will operate reasonably well.</t>
          <t>The second type of advice is for further work in the research community to better understand
what strategies would actually provide the best end-user and energy performance, and whether the choice of strategy
depends on other factors, such as whether sleep modes are implemented in network nodes.
There is a clear need for
simulations and experiments to understand this better. This may be work
that fits within the IRTF SUSTAIN research group. Also, new standards
may be needed if information
sharing about the sustainability and sleep mode characteristics of
network systems is needed for applications to make the best transport decisions.</t>
        </section>
      </section>
      <section anchor="longevity">
        <name>Equipment Longevity</name>
        <t>This section discusses the ability to extend the useful life of protocols and/or network equipment in order to amortize the embedded energy costs over a longer period, even though it may mean that the protocols/equipment may not be fully optimized for the present use. This includes devising tools to inform network administrators and their users of the potential benefits of network equipment upgrades, so that they can make better choices on what upgrades are necessary and when.</t>
        <t>It should be noted that from an environmental sustainability perspective, it may not always be the best choice to upgrade network equipment whenever slightly less power-hungry and "greener" alternatives become available. The environmental cost of amortizing the carbon embedded inside equipment over its lifetime, including the carbon associated with the manufacturing of the equipment that is to be replaced, should be taken into consideration as well.</t>
        <section anchor="motivation-3">
          <name>Motivation</name>
          <t>Embedded carbon and raw materials can be a significant part of the
overall environmental impact of systems. If this can be improved for
devices that are manufactured in large quantities, the improvements
can be significant.</t>
          <t>The more the world moves toward low-carbon energy sources, the more the manufacturing matters in the holistic view. Today there can be an order of magnitude difference in average emissions for a kWh of electricity between two countries. Thus, any estimates that seek to compare the manufacturing and use phase emissions of a network equipment would have to be calculated per country or region, and there is no universal standard for the whole planet.</t>
          <t>Long equipment lifetimes are only useful if the longer lifetimes can
be achieved without compromising other aspects of sustainability, such
as when using a high-end and power-hungry router in place of small
routers. The exact moment when a hardware change is warranted for sustainability differs between countries and regions.</t>
        </section>
        <section anchor="analysis-3">
          <name>Analysis</name>
          <t>When we engineer protocols and network equipment, we are inclined to
design them in a highly optimized manner for a very specific set of
requirements, use cases and context. While this is necessary in
certain cases (e.g. constrained nodes with limits on processing
capacity or long-lived battery powered devices), there are certainly
cases where such optimized equipment is not absolutely required. Most infrastructure network nodes on the Internet utilize
only a fraction of their design capacity most of the time.</t>
          <t>Designing the equipment with an eye on longevity comes with a set of
advantages:</t>
          <ul spacing="normal">
            <li>
              <t>It allows the same equipment and protocols be reused in a different context in the future. e.g. A core router of today can become an edge router in a near future and an access router in the further future if the protocol implementations are adaptable.</t>
            </li>
            <li>
              <t>It can reduce complexity in implementations as well as in network management that are usually inherent in highly optimized systems</t>
            </li>
            <li>
              <t>It can let network equipment operate for a longer period and can reduce the frequency of hardware upgrades, in turn reducing the environmental impact associated with manufacturing, transporting, and disposing of the old/new hardware.</t>
            </li>
            <li>
              <t>One key disadvantage may be that not optimizing may result in the need for premature upgrades for capacity and this needs to be considered.</t>
            </li>
          </ul>
          <t>Hence, it is very likely that extending the life of protocols and equipment with higher flexibility could provide a better environmental benefit than tightly optimizing only for today’s uses.</t>
          <t>Another aspect that can play an important role in extending the longevity of equipment concerns software-defined networking, in the sense of designing networking equipment in such a way that new equipment capabilities and features can be introduced via software upgrades as opposed to requiring hardware replacement. This requires system architectures that incorporate the necessary infrastructure to support such upgrades in a secure manner that does not compromise equipment integrity.</t>
          <t>On the other hand, it is very much possible that there could be new equipment available that is significantly more sustainable in its operation. The longevity of the existing equipment and the amortization of its embedded sustainability costs, needs to be balanced against the potential operational savings to be realized by upgrading to newer equipment over the intended lifecycle of the newer equipment.</t>
        </section>
        <section anchor="recslongevity">
          <name>Recommendation</name>
          <t>The guidelines above should be considered for any new system
design. If some aspect of protocol or network equipment design choice
could be made more generic and flexible without a significant
performance and sustainability impact, it needs to be studied in
further detail. Specifically, the potential additional sustainability
costs due to forgoing optimization need to be weighed against the
potential savings in embedded carbon and raw material costs brought
about by premature upgrades.</t>
          <t>There are also cases where equipment upgrades are done to provide better peak performance characteristics (e.g. higher advertised speeds towards consumers) and these need to be viewed as well with the same tradeoffs in mind. Also, when newer more sustainable equipment is available there needs to be a cost benefit analysis made to decide whether to keep current equipment running for longer or upgrade to realize the benefits of newer equipment even though it incurs new embedded costs.</t>
          <t>Finally, when designing networks, it is recommended to consider whether it is possible to reuse retiring equipment in a different location or for a different function (e.g. move it to lower traffic geographies, core routers become edge/access routers etc.)</t>
        </section>
      </section>
      <section anchor="encoding">
        <name>Encoding</name>
        <t>This is about considering the effects encoding methods on sustainability, such as the use of binary encodings instead of text.</t>
        <section anchor="motivation-4">
          <name>Motivation</name>
          <t>Better encoding can obviously reduce the length of messages sent or
reduce the amount of computing required for the encoding and decoding operations. It
remains a question mark how big overall impact this is, however. It
should only be performed if it gives a measurable overall impact.</t>
        </section>
        <section anchor="analysis-4">
          <name>Analysis</name>
          <t>Better encoding methods are clearly beneficial for improving the detailed-level effectiveness
of communications.</t>
          <t>The main questions are, however:</t>
          <ul spacing="normal">
            <li>
              <t>How large are the potential remaining savings in this area, and how do they compare
to other things? Particularly considering
that much of the traffic on the Internet is video, 
which is already highly optimized and constantly updated with
better encoding methods.
Moran et al. argued in their 2022 paper <xref target="CBORGreener"/> <xref target="RFC9547"/> that that for a weather data example from <xref target="RFC8428"/> <xref target="RFC9193"/> there are significant savings. However, this needs more research in terms of the overall impact across different examples and the general make up of Internet traffic.</t>
            </li>
            <li>
              <t>At what layer is the compactness achieved? Are link, IP, or
transport layer mechanisms that can compact some of the verbose
messaging useful, or should each protocol have optimal
compacting?</t>
            </li>
            <li>
              <t>Tradeoffs related to compute required to do encoding and decoding operations. These can be relatively heavy operations, particularly if compression is performed, particularly if AI-based
computationally expensive methods are used.</t>
            </li>
          </ul>
        </section>
        <section anchor="recsencoding">
          <name>Recommendation</name>
          <t>More research is needed to quantify the likely sources of measurable
impacts.</t>
          <t>Of course, new protocols can generally be designed to work with
compact encoding, unless there is a significant reason not to. But
efforts to modify existing protocols for the sake of encoding
efficiency should be further investigated by the above-mentioned quantification results.</t>
          <t>One particular area of interest is the impact of AI-based compression methods and their computational and energy costs vs. achieved savings in communication efficiencies.</t>
        </section>
      </section>
      <section anchor="bydesign">
        <name>Sustainable by Design: Data Governance Perspective</name>
        <t>Incorporating sustainability into the design phase of network
architecture is critical for ensuring long-term environmental and
operational benefits. From a Data Governance point of view,
"Sustainable by Design" involves embedding sustainability principles
and practices into the data management frameworks and processes from
the outset.</t>
        <section anchor="motivation-5">
          <name>Motivation</name>
          <t>Data governance plays a pivotal role in shaping how data is collected,
stored, processed, and used. By integrating sustainability into these
processes, organizations can ensure that their data practices
contribute to environmental goals, such as reducing carbon footprints,
optimizing resource usage, and minimizing waste.</t>
        </section>
        <section anchor="analysisdatagov">
          <name>Analysis</name>
          <t>Key elements of Sustainable by Design in data governance include:</t>
          <ul spacing="normal">
            <li>
              <t>Data Minimization: Collecting only the data that is necessary and
useful, reducing storage and processing requirements, which in turn
lowers energy consumption.</t>
            </li>
            <li>
              <t>Efficient Data Storage Solutions: Implementing energy-efficient data
storage technologies and practices that prioritize reduced power
usage and cooling needs.</t>
            </li>
            <li>
              <t>Lifecycle Management: Ensuring that data is managed throughout its
lifecycle in a way that minimizes environmental impact, including
secure and sustainable data disposal practices.</t>
            </li>
            <li>
              <t>Transparency and Accountability: Establishing clear data governance
policies that promote transparency in data usage and accountability
for sustainability objectives.</t>
            </li>
          </ul>
        </section>
        <section anchor="recsdatagov">
          <name>Recommendation</name>
          <t>Organizations should adopt data governance frameworks that incorporate
sustainability as a core principle. This includes setting clear
sustainability goals, measuring progress towards these goals, and
continuously improving data management practices to enhance
sustainability. By doing so, organizations can ensure that their data
operations are not only effective but also environmentally
responsible.</t>
          <t>There is a protocol designer angle in this as well. Protocol designers
should consider at least the data minimization aspects from
<xref target="analysisdatagov"/>, and may additionally consider providing
mechanisms for the lifecycle management and transparency aspects.</t>
        </section>
      </section>
    </section>
    <section anchor="recsdesigners">
      <name>Recommendations for Protocol Design</name>
      <t>The recommendations that can be applied by protocol designers and
architects have been listed in <xref target="understanding"/> and
<xref target="actions"/>. Specifically:</t>
      <ul spacing="normal">
        <li>
          <t>Measurement and modeling are a necessary foundation to understand
where environmental impacts are generated, and to quantify any
improvements.
The recommendations related to this topic were listed in
<xref target="measurementrecs"/>. These are primarily about ensuring that the
measurement frameworks are generic enough to support data collection
for an evolving set of metrics, and to prepare for the possibility
that
mathematical modeling may have to replace measurements in some cases.</t>
        </li>
        <li>
          <t>Dynamic scaling is the ability to respond to demand variations and
 resiliency requirements while optimizing energy consumption clearly
 has significant potential for savings. Recommendations related to
 this were listed in
<xref target="recsdynscaling"/>. These are about some basic techniques for being
able to scale systems up and down while avoiding negative effects
from these operations.</t>
        </li>
        <li>
          <t>Transport-related recommendations were listed in
<xref target="transport"/>. These are about tradeoffs associated with different
transport strategies.</t>
        </li>
        <li>
          <t>Longevity-related recommendations were listed in <xref target="recslongevity"/>.
 These are primarily about how equipment can fulfill evolving roles
 over its lifetime, and associated tradeoffs.</t>
        </li>
        <li>
          <t>Encoding-related recommendations were listed in
<xref target="recsencoding"/>. These are about the effects of encoding size in
protocols, and the associated compression computing impacts.</t>
        </li>
        <li>
          <t>Data governance-related recommendations were listed in
<xref target="recsdatagov"/>. These are primarily about ensuring the right amount
of data is collected, stored, and processed, in view of the effort
required to do so.</t>
        </li>
      </ul>
    </section>
    <section anchor="recsfurtherwork">
      <name>Recommendations for Further Work and Research</name>
      <t>There are several areas where concrete advice for protocol designers
could not be given, or additional advice would be useful, but we do not
understand the situation well enough to give practical advice.</t>
      <t>These include:</t>
      <ul spacing="normal">
        <li>
          <t>Past and ongoing work in
various systems and protocols has looked at dynamic scaling extensively, but we
believe work also remains. Any large-scale system likely benefits from
further analysis, unless already ongoing. Guidance in <xref target="dynscale"/>
simple, and further work in detailing this guidance would also be useful.</t>
        </li>
        <li>
          <t>Transport-related optimizations (see <xref target="transport"/>) that enable devices to consume less
power by sleeping more appear to have potential for significant
savings but confirming this requires further research. Such research
could be performed in the context of the recently chartered SUSTAIN
research group.</t>
        </li>
        <li>
          <t>More research is needed to quantify the likely sources of measurable
impacts when it comes to efficient protocol message encoding discussed
in <xref target="encoding"/>. Also, the tradeoffs involving the use AI-based
compression
methods deserve further study. Again, these are topics that the research group could take
on.</t>
        </li>
      </ul>
    </section>
    <section anchor="security-considerations">
      <name>Security Considerations</name>
      <t>It is possible that the introduction of features and architectural properties to facilitate environmentally sustainable Internet technology introduces new attack vectors or other security ramifications.</t>
      <t>For example, the introduction of measurements and metrics for the purpose of saving energy could be misused for the opposite effect when compromised.  For example, measurements might be tampered with in order to cause an operator to waste energy.  Energy measurements, when abused, might also result in compromised security, for example by allowing to infer usage profiles.  They could also be abused to implement a covert communications channel in which information is leaked via tampered measurement values that are being reported.</t>
      <t>Networking features and technology choices may have security implications regardless of why they are introduced, including for reasons of environmental sustainability.  The possibility of this needs to be taken into consideration, understood, and communicated to allow for their mitigation.</t>
    </section>
    <section anchor="iana-considerations">
      <name>IANA Considerations</name>
      <t>This document has no IANA actions.</t>
    </section>
  </middle>
  <back>
    <references anchor="sec-informative-references">
      <name>Informative References</name>
      <reference anchor="RFC6817">
        <front>
          <title>Low Extra Delay Background Transport (LEDBAT)</title>
          <author fullname="S. Shalunov" initials="S." surname="Shalunov"/>
          <author fullname="G. Hazel" initials="G." surname="Hazel"/>
          <author fullname="J. Iyengar" initials="J." surname="Iyengar"/>
          <author fullname="M. Kuehlewind" initials="M." surname="Kuehlewind"/>
          <date month="December" year="2012"/>
          <abstract>
            <t>Low Extra Delay Background Transport (LEDBAT) is an experimental delay-based congestion control algorithm that seeks to utilize the available bandwidth on an end-to-end path while limiting the consequent increase in queueing delay on that path. LEDBAT uses changes in one-way delay measurements to limit congestion that the flow itself induces in the network. LEDBAT is designed for use by background bulk-transfer applications to be no more aggressive than standard TCP congestion control (as specified in RFC 5681) and to yield in the presence of competing flows, thus limiting interference with the network performance of competing flows. This document defines an Experimental Protocol for the Internet community.</t>
          </abstract>
        </front>
        <seriesInfo name="RFC" value="6817"/>
        <seriesInfo name="DOI" value="10.17487/RFC6817"/>
      </reference>
      <reference anchor="RFC8428">
        <front>
          <title>Sensor Measurement Lists (SenML)</title>
          <author fullname="C. Jennings" initials="C." surname="Jennings"/>
          <author fullname="Z. Shelby" initials="Z." surname="Shelby"/>
          <author fullname="J. Arkko" initials="J." surname="Arkko"/>
          <author fullname="A. Keranen" initials="A." surname="Keranen"/>
          <author fullname="C. Bormann" initials="C." surname="Bormann"/>
          <date month="August" year="2018"/>
          <abstract>
            <t>This specification defines a format for representing simple sensor measurements and device parameters in Sensor Measurement Lists (SenML). Representations are defined in JavaScript Object Notation (JSON), Concise Binary Object Representation (CBOR), Extensible Markup Language (XML), and Efficient XML Interchange (EXI), which share the common SenML data model. A simple sensor, such as a temperature sensor, could use one of these media types in protocols such as HTTP or the Constrained Application Protocol (CoAP) to transport the measurements of the sensor or to be configured.</t>
          </abstract>
        </front>
        <seriesInfo name="RFC" value="8428"/>
        <seriesInfo name="DOI" value="10.17487/RFC8428"/>
      </reference>
      <reference anchor="RFC9193">
        <front>
          <title>Sensor Measurement Lists (SenML) Fields for Indicating Data Value Content-Format</title>
          <author fullname="A. Keränen" initials="A." surname="Keränen"/>
          <author fullname="C. Bormann" initials="C." surname="Bormann"/>
          <date month="June" year="2022"/>
          <abstract>
            <t>The Sensor Measurement Lists (SenML) media types support multiple types of values, from numbers to text strings and arbitrary binary Data Values. In order to facilitate processing of binary Data Values, this document specifies a pair of new SenML fields for indicating the content format of those binary Data Values, i.e., their Internet media type, including parameters as well as any content codings applied.</t>
          </abstract>
        </front>
        <seriesInfo name="RFC" value="9193"/>
        <seriesInfo name="DOI" value="10.17487/RFC9193"/>
      </reference>
      <reference anchor="RFC9547">
        <front>
          <title>Report from the IAB Workshop on Environmental Impact of Internet Applications and Systems, 2022</title>
          <author fullname="J. Arkko" initials="J." surname="Arkko"/>
          <author fullname="C. S. Perkins" initials="C. S." surname="Perkins"/>
          <author fullname="S. Krishnan" initials="S." surname="Krishnan"/>
          <date month="February" year="2024"/>
          <abstract>
            <t>Internet communications and applications have both environmental costs and benefits. The IAB ran an online workshop in December 2022 to explore and understand these impacts.</t>
            <t>The role of the workshop was to discuss the impacts and the evolving industry needs, and to identify areas for improvements and future work. A key goal of the workshop was to call further attention to the topic and bring together a diverse stakeholder community to discuss these issues.</t>
            <t>Note that this document is a report on the proceedings of the workshop. The views and positions documented in this report are those of the workshop participants and do not necessarily reflect IAB views and positions.</t>
          </abstract>
        </front>
        <seriesInfo name="RFC" value="9547"/>
        <seriesInfo name="DOI" value="10.17487/RFC9547"/>
      </reference>
      <reference anchor="RFC9657">
        <front>
          <title>Time-Variant Routing (TVR) Use Cases</title>
          <author fullname="E. Birrane, III" initials="E." surname="Birrane, III"/>
          <author fullname="N. Kuhn" initials="N." surname="Kuhn"/>
          <author fullname="Y. Qu" initials="Y." surname="Qu"/>
          <author fullname="R. Taylor" initials="R." surname="Taylor"/>
          <author fullname="L. Zhang" initials="L." surname="Zhang"/>
          <date month="October" year="2024"/>
          <abstract>
            <t>This document introduces use cases where Time-Variant Routing (TVR) computations (i.e., routing computations that take into consideration time-based or scheduled changes to a network) could improve routing protocol convergence and/or network performance.</t>
          </abstract>
        </front>
        <seriesInfo name="RFC" value="9657"/>
        <seriesInfo name="DOI" value="10.17487/RFC9657"/>
      </reference>
      <reference anchor="I-D.ietf-tvr-requirements">
        <front>
          <title>TVR (Time-Variant Routing) Requirements</title>
          <author fullname="Daniel King" initials="D." surname="King">
            <organization>Lancaster University</organization>
          </author>
          <author fullname="Luis M. Contreras" initials="L. M." surname="Contreras">
            <organization>Telefonica</organization>
          </author>
          <author fullname="Brian Sipos" initials="B." surname="Sipos">
            <organization>JHU/APL</organization>
          </author>
          <author fullname="Li Zhang" initials="L." surname="Zhang">
            <organization>Huawei</organization>
          </author>
          <date day="7" month="July" year="2025"/>
          <abstract>
            <t>   Time-Variant Routing (TVR) refers to calculating a path or subpath
   through a network where the time of message transmission (or receipt)
   is part of the overall route computation.  This means that, all
   things being equal, a TVR computation might produce different results
   depending on the time that the computation is performed without other
   detectable changes to the network topology or other cost functions
   associated with the route.

   This document introduces requirements where TVR computations could
   improve message exchange in a network.

            </t>
          </abstract>
        </front>
        <seriesInfo name="Internet-Draft" value="draft-ietf-tvr-requirements-06"/>
      </reference>
      <reference anchor="I-D.ietf-tvr-schedule-yang">
        <front>
          <title>YANG Data Model for Scheduled Attributes</title>
          <author fullname="Yingzhen Qu" initials="Y." surname="Qu">
            <organization>Futurewei Technologies</organization>
          </author>
          <author fullname="Acee Lindem" initials="A." surname="Lindem">
            <organization>Arrcus, Inc.</organization>
          </author>
          <author fullname="Eric Kinzie" initials="E." surname="Kinzie">
            <organization>LabN Consulting, L.L.C.</organization>
          </author>
          <author fullname="Don Fedyk" initials="D." surname="Fedyk">
            <organization>LabN Consulting, L.L.C.</organization>
          </author>
          <author fullname="Marc Blanchet" initials="M." surname="Blanchet">
            <organization>Viagenie</organization>
          </author>
          <date day="4" month="July" year="2025"/>
          <abstract>
            <t>   The YANG model in this document includes three modules, and can be
   used to manage network resources and topologies with scheduled
   attributes, such as predictable link loss and link connectivity as a
   function of time.  The intent is to have this information be utilized
   by Time-Variant Routing systems.

            </t>
          </abstract>
        </front>
        <seriesInfo name="Internet-Draft" value="draft-ietf-tvr-schedule-yang-05"/>
      </reference>
      <reference anchor="I-D.ietf-tvr-alto-exposure">
        <front>
          <title>Using off-path mechanisms for exposing Time-Variant Routing information</title>
          <author fullname="Luis M. Contreras" initials="L. M." surname="Contreras">
            <organization>Telefonica</organization>
          </author>
          <date day="5" month="July" year="2025"/>
          <abstract>
            <t>   Time-Variant Routing (TVR) involves predictable, scheduled changes to
   network topology elements such as nodes, links, and adjacencies that
   impact routing behavior over time.  All those changes can alter the
   connectivity in the network in a predictable manner, which is known
   as Time-Variant Routing (TVR).  This document proposes mechanisms for
   exposing TVR information to both internal and external applications,
   focusing on off-path solutions that decouple the advertisement of
   scheduled changes from the routing control plane signaling.

            </t>
          </abstract>
        </front>
        <seriesInfo name="Internet-Draft" value="draft-ietf-tvr-alto-exposure-02"/>
      </reference>
      <reference anchor="I-D.irtf-nmrg-green-ps">
        <front>
          <title>Challenges and Opportunities in Management for Green Networking</title>
          <author fullname="Alexander Clemm" initials="A." surname="Clemm">
            <organization>Independent</organization>
          </author>
          <author fullname="Carlos Pignataro" initials="C." surname="Pignataro">
            <organization>North Carolina State University</organization>
          </author>
          <author fullname="Cedric Westphal" initials="C." surname="Westphal">
         </author>
          <author fullname="Laurent Ciavaglia" initials="L." surname="Ciavaglia">
            <organization>Nokia</organization>
          </author>
          <author fullname="Jeff Tantsura" initials="J." surname="Tantsura">
            <organization>Nvidia</organization>
          </author>
          <author fullname="Marie-Paule Odini" initials="M." surname="Odini">
         </author>
          <date day="15" month="March" year="2025"/>
          <abstract>
            <t>   Reducing humankind's environmental footprint and making technology
   more environmentally sustainable are among the biggest challenges of
   our age.  Networks play an important part in this challenge.  On one
   hand, they enable applications that help to reduce this footprint.
   On the other hand, they contribute to this footprint themselves in no
   insignificant way.  Therefore, methods to make networking technology
   itself "greener" and to manage and operate networks in ways that
   reduce their environmental footprint without impacting their utility
   need to be explored.  This document outlines a corresponding set of
   opportunities, along with associated research challenges, for
   networking technology in general and management technology in
   particular to become "greener", i.e., more sustainable, with reduced
   greenhouse gas emissions and less negative impact on the environment.

   This document is a product of the Network Management Research Group
   (NMRG) of the Internet Research Task Force (IRTF).  This document
   reflects the consensus of the research group.  It is not a candidate
   for any level of Internet Standard and is published for informational
   purposes.

            </t>
          </abstract>
        </front>
        <seriesInfo name="Internet-Draft" value="draft-irtf-nmrg-green-ps-06"/>
      </reference>
      <reference anchor="I-D.pignataro-enviro-sustainability-architecture">
        <front>
          <title>Architectural Considerations for Environmental Sustainability</title>
          <author fullname="Carlos Pignataro" initials="C." surname="Pignataro">
            <organization>Blue Fern Consulting</organization>
          </author>
          <author fullname="Ali Rezaki" initials="A." surname="Rezaki">
            <organization>Nokia</organization>
          </author>
          <author fullname="Suresh Krishnan" initials="S." surname="Krishnan">
            <organization>Cisco Systems, Inc.</organization>
          </author>
          <author fullname="Jari Arkko" initials="J." surname="Arkko">
            <organization>Ericsson</organization>
          </author>
          <author fullname="Alexander Clemm" initials="A." surname="Clemm">
            <organization>Sympotech</organization>
          </author>
          <author fullname="Hesham ElBakoury" initials="H." surname="ElBakoury">
            <organization>Independent Consultant</organization>
          </author>
          <author fullname="Shailesh Prabhu" initials="S." surname="Prabhu">
            <organization>Nokia</organization>
          </author>
          <date day="12" month="May" year="2025"/>
          <abstract>
            <t>   This document describes several of the design tradeoffs involved in
   optimizing for sustainability along with the other common networking
   metrics such as performance and availability.

            </t>
          </abstract>
        </front>
        <seriesInfo name="Internet-Draft" value="draft-pignataro-enviro-sustainability-architecture-02"/>
      </reference>
      <reference anchor="I-D.pignataro-enviro-sustainability-consid">
        <front>
          <title>Sustainability Considerations for Networking Protocols and Applications</title>
          <author fullname="Carlos Pignataro" initials="C." surname="Pignataro">
            <organization>Blue Fern Consulting</organization>
          </author>
          <author fullname="Ali Rezaki" initials="A." surname="Rezaki">
            <organization>Nokia</organization>
          </author>
          <author fullname="Jari Arkko" initials="J." surname="Arkko">
            <organization>Ericsson</organization>
          </author>
          <author fullname="Alexander Clemm" initials="A." surname="Clemm">
            <organization>Futurewei</organization>
          </author>
          <author fullname="Hesham ElBakoury" initials="H." surname="ElBakoury">
            <organization>Independent Consultant</organization>
          </author>
          <author fullname="Shailesh Prabhu" initials="S." surname="Prabhu">
            <organization>Nokia</organization>
          </author>
          <date day="12" month="May" year="2025"/>
          <abstract>
            <t>   Embedding sustainability considerations at the design of new
   protocols and extensions is more effective than attempting to do so
   after-the-fact.  Consequently, this document also gives network,
   protocol, and application designers and implementers sustainability-
   related advice and guidance.

   This document recommends to authors and reviewers the inclusion of a
   Sustainability Considerations section in IETF Internet-Drafts and
   RFCs.

            </t>
          </abstract>
        </front>
        <seriesInfo name="Internet-Draft" value="draft-pignataro-enviro-sustainability-consid-02"/>
      </reference>
      <reference anchor="I-D.cparsk-eimpact-sustainability-considerations">
        <front>
          <title>Sustainability Considerations for Internetworking</title>
          <author fullname="Carlos Pignataro" initials="C." surname="Pignataro">
            <organization>North Carolina State University</organization>
          </author>
          <author fullname="Ali Rezaki" initials="A." surname="Rezaki">
            <organization>Nokia</organization>
          </author>
          <author fullname="Suresh Krishnan" initials="S." surname="Krishnan">
            <organization>Cisco Systems, Inc.</organization>
          </author>
          <author fullname="Hesham ElBakoury" initials="H." surname="ElBakoury">
            <organization>Independent Consultant</organization>
          </author>
          <author fullname="Alexander Clemm" initials="A." surname="Clemm">
            <organization>Futurewei</organization>
          </author>
          <date day="24" month="January" year="2024"/>
          <abstract>
            <t>   This document defines a set of sustainability-related terms to be
   used while describing and evaluating environmental impacts of
   Internet technologies.  It also describes several of the design
   tradeoffs for trying to optimize for sustainability along with the
   other common networking metrics such as performance and availability.

   Embedding sustainability considerations at the design of new
   protocols and extensions is more effective than attempting to do so
   after-the-fact.  Consequently, this document also gives network,
   protocol, and application designers and implementors sustainability-
   related advice and guideance.  This document recommends to authors
   and reviewers the inclusion of a Sustainability Considerations
   section in IETF Internet-Drafts and RFCs.

            </t>
          </abstract>
        </front>
        <seriesInfo name="Internet-Draft" value="draft-cparsk-eimpact-sustainability-considerations-07"/>
      </reference>
      <reference anchor="NotTradeOff">
        <front>
          <title>Not a Trade-Off: On the Wi-Fi Energy Efficiency of Effective Internet Congestion Control</title>
          <author initials="M." surname="Welzl">
            <organization/>
          </author>
          <date year="2022"/>
        </front>
        <seriesInfo name="17th Wireless On-Demand Network Systems and Services Conference (WONS), Oppdal, Norway, pp. 1-4, doi: 10.23919/WONS54113.2022.9764413" value=""/>
      </reference>
      <reference anchor="CBORGreener">
        <front>
          <title>CBOR is Greener than JSON</title>
          <author initials="B." surname="Moran">
            <organization/>
          </author>
          <author initials="H." surname="Birkholz">
            <organization/>
          </author>
          <author initials="C." surname="Bormann">
            <organization/>
          </author>
          <date year="2022" month="October"/>
        </front>
        <seriesInfo name="Position paper in the 2022 IAB Workshop Environmental Impact of Internet Applications and Systems" value=""/>
      </reference>
      <reference anchor="Sammy">
        <front>
          <title>Sammy: smoothing video traffic to be a friendly internet neighbor</title>
          <author initials="" surname="Bruce Spang">
            <organization/>
          </author>
          <author initials="" surname="Shravya Kunamalla">
            <organization/>
          </author>
          <author initials="" surname="Renata Teixeira">
            <organization/>
          </author>
          <author initials="" surname="Te-Yuan Huang">
            <organization/>
          </author>
          <author initials="" surname="Grenville Armitage">
            <organization/>
          </author>
          <author initials="" surname="Ramesh Johari">
            <organization/>
          </author>
          <author initials="" surname="Nick McKeown">
            <organization/>
          </author>
          <date year="2023"/>
        </front>
        <seriesInfo name="In Proceedings of the ACM SIGCOMM 2023 Conference (ACM SIGCOMM '23). Association for Computing Machinery, New York, NY, USA, 754–768. https://doi.org/10.1145/3603269.3604839" value=""/>
      </reference>
      <reference anchor="Unifying">
        <front>
          <title>Unifying Top-Down and Bottom-Up Approaches to Evaluate Network Energy Consumption</title>
          <author initials="K." surname="Ishii">
            <organization/>
          </author>
          <author initials="J." surname="Kurumida">
            <organization/>
          </author>
          <author initials="" surname="K.-i Sato">
            <organization/>
          </author>
          <author initials="T." surname="Kudoh">
            <organization/>
          </author>
          <author initials="S." surname="Namiki">
            <organization/>
          </author>
          <date year="2015" month="November"/>
        </front>
        <seriesInfo name="In Journal of Lightwave Technology, vol. 33, no. 21, pp. 4395-4405, doi: 10.1109/JLT.2015.2469145" value=""/>
      </reference>
      <reference anchor="Modeling">
        <front>
          <title>Modeling Data-Plane Power Consumption of Future Internet Architectures</title>
          <author initials="C." surname="Chen">
            <organization/>
          </author>
          <author initials="D." surname="Barrera">
            <organization/>
          </author>
          <author initials="A." surname="Perrig">
            <organization/>
          </author>
          <date year="2016"/>
        </front>
        <seriesInfo name="IEEE 2nd International Conference on Collaboration and Internet Computing (CIC), Pittsburgh, PA, USA, pp. 149-158, doi: 10.1109/CIC.2016.031" value=""/>
      </reference>
      <reference anchor="Segment">
        <front>
          <title>Exploiting Segment Routing and SDN Features for Green Traffic Engineering</title>
          <author initials="C." surname="Lung">
            <organization/>
          </author>
          <author initials="H." surname="ElBakoury">
            <organization/>
          </author>
          <date year="2022"/>
        </front>
        <seriesInfo name="IEEE 8th International Conference on Network Softwarization (NetSoft), Milan, Italy, pp. 49-54, doi: 10.1109/NetSoft54395.2022.9844091" value=""/>
      </reference>
      <reference anchor="Experiment">
        <front>
          <title>Green Network Traffic Engineering Using Segment Routing: An Experiment Report</title>
          <author initials="J." surname="Groningen">
            <organization/>
          </author>
          <author initials="C." surname="Lung">
            <organization/>
          </author>
          <date year="2024"/>
        </front>
        <seriesInfo name="2024 20th International Conference on Network and Service Management (CNSM)" value=""/>
      </reference>
      <reference anchor="LoadShifting">
        <front>
          <title>Reducing energy costs in Internet-scale distributed systems using load shifting</title>
          <author initials="V." surname="Mathew">
            <organization/>
          </author>
          <author initials="R. K." surname="Sitaraman">
            <organization/>
          </author>
          <author initials="P." surname="Shenoy">
            <organization/>
          </author>
          <date year="2014"/>
        </front>
        <seriesInfo name="Sixth International Conference on Communication Systems and Networks (COMSNETS), Bangalore, India, pp. 1-8, doi: 10.1109/COMSNETS.2014.6734894" value=""/>
      </reference>
      <reference anchor="LinkAggregation">
        <front>
          <title>IEEE Standard for Local and Metropolitan Area Networks--Link Aggregation</title>
          <author>
            <organization/>
          </author>
          <date year="2020" month="May"/>
        </front>
        <seriesInfo name="IEEE STD 802.1AX-2020 (Revision of IEEE STD 802.1AX-2014): 1–333. doi:10.1109/IEEESTD.2020.9105034. ISBN 978-1-5044-6428-4" value=""/>
      </reference>
      <reference anchor="Baseline">
        <front>
          <title>A New Proposed Energy Baseline Model for a Data Center as a Tool for Energy Efficiency Evaluation</title>
          <author initials="S." surname="Livieratos">
            <organization/>
          </author>
          <author initials="S." surname="Panetsos">
            <organization/>
          </author>
          <author initials="A." surname="Fotopoulos">
            <organization/>
          </author>
          <author initials="M." surname="Karagiorgas">
            <organization/>
          </author>
          <date year="2019" month="April"/>
        </front>
        <seriesInfo name="International Journal of Power and Energy Research, Vol. 3, No. 1" value=""/>
      </reference>
      <reference anchor="BenchmarkingFramework">
        <front>
          <title>A Power Benchmarking Framework for Network Devices</title>
          <author initials="P." surname="Mahadevan">
            <organization/>
          </author>
          <author initials="P." surname="Sharma">
            <organization/>
          </author>
          <author initials="S." surname="Banerjee">
            <organization/>
          </author>
          <author initials="P." surname="Ranganathan">
            <organization/>
          </author>
          <date year="2009"/>
        </front>
        <seriesInfo name="In L. Fratta et al. (Eds.): NETWORKING 2009, LNCS 5550, pp. 795–808" value=""/>
      </reference>
      <reference anchor="UNSDG">
        <front>
          <title>United Nations Sustainable Development Goals</title>
          <author>
            <organization/>
          </author>
          <date year="2017"/>
        </front>
        <seriesInfo name="https://unstats.un.org/sdgs" value=""/>
      </reference>
      <reference anchor="LCAandUsage">
        <front>
          <title>Carbon Topography Representation: Improving Impacts of Data Center Lifecycle</title>
          <author initials="O." surname="Weppe">
            <organization/>
          </author>
          <author initials="D." surname="Bekri">
            <organization/>
          </author>
          <author initials="L." surname="Guibert">
            <organization/>
          </author>
          <author initials="L." surname="Aubet">
            <organization/>
          </author>
          <author initials="J." surname="Prévotet">
            <organization/>
          </author>
          <author initials="M." surname="Pelcat">
            <organization/>
          </author>
          <author initials="S." surname="Rumley">
            <organization/>
          </author>
          <date year="2025"/>
        </front>
        <seriesInfo name="Proceedings of the 4th Workshop on Sustainable Computer Systems (HotCarbon'25)" value=""/>
      </reference>
    </references>
    <?line 1054?>

<section anchor="ModelingAppendix">
      <name>Modeling Approaches and Literature</name>
      <t>The paper <xref target="Modeling"/> provides a
model for IP Routers and the routers of other future Internet
architectures (FIA) such as SCION and NEBULA. They use a generic model
which captures the commonalities of IP router as well as the
peculiarities of FIA routers. They conduct a large-scale simulation
based on this router model to estimate the power consumption for
different network architectures.</t>
      <t>Since routers and other network devices and functions can be
virtualized, this article (1) provides comprehensive "graphical,
analytical survey of the literature, over the period 2010–2020, on the
measurement of power consumption and relevant power models of virtual
entities as they apply to the telco cloud." This paper A Methodology
and Testbed to Develop an Energy Model for 5G Virtualized RANs IEEE
Conference Publication IEEE Xplore got best paper award for GreenNet
2024, but I am not sure if we are interested to model 5G vRAN.</t>
      <t>There is a plethora of publications on modeling communication networks
and DC computing.</t>
      <section anchor="customer-attribution">
        <name>Customer Attribution</name>
        <t>When organizations assess their Scope 3 emissions, they need to sum up
their share of emissions from all their suppliers, one of which for
example, might be a cloud hosting service.  In order for the supplier
to provide an emission share value back to the customer, the provider
needs to develop a mechanism for attribution.</t>
        <t>A significant challenge in accurately assessing Scope 3 emissions is
avoiding Double Counting, where the same emission is reported by
multiple entities. According to the GHG Protocol best practices, it is
crucial to establish clear guidelines and agreements between suppliers
and customers to ensure that emissions are attributed correctly and
not counted multiple times. This requires transparent communication
and precise emission reporting standards to ensure that all parties
involved have a consistent understanding of which emissions belong to
which organization.</t>
        <t>By addressing the Double Counting issue, companies can achieve more
accurate and reliable Scope 3 emissions assessments, thereby
contributing to better overall sustainability reporting and
improvement efforts.</t>
      </section>
      <section anchor="baselining-and-benchmarking">
        <name>Baselining and Benchmarking</name>
        <t>Establishing a baseline is a fundamental step in the process of
improving energy efficiency and sustainability of network
technology. Baselining involves establishing a reference point of
typical energy usage, which is crucial for identifying inefficiencies
and measuring improvements over time. In this step, the controller
uses only the collected data from datasheets and other reliable
sources.</t>
        <t>By establishing a baseline and using benchmarking, organizations can
determine if their networking equipment is performing normally or if
it is deviating from expected performance. This is the first step in identifying and guiding necessary
improvements. Benchmarking involves collecting performance
measurements of networking equipment under controlled
conditions. This process helps establish standardized performance
metrics, allowing for comparison against baselines collected during
regular operational conditions.</t>
        <t>The initial measurement of networking equipment's energy efficiency
and performance, known as Baselining, should be coordinated with
vendor specifications and industry standards to understand what is
considered normal or optimal performance. For example, if the baseline
indicates that your switches operate at 5 Gbps per watt, while vendor
specifications suggest 8 Gbps per watt and the industry standard is 10
Gbps per watt, actions should be taken to implement energy-saving
measures and upgrades. Continuously tracking subsequent measurements can reveal if
efficiency improves towards the benchmark of 8-10 Gbps per watt.</t>
        <t>This practice ensures that any improvements can be quantifiably
tracked over time, providing a clear measure of the effectiveness of
the implemented changes and guiding further enhancements in network
sustainability.</t>
        <t>See also <xref target="Baseline"/> and <xref target="BenchmarkingFramework"/>.</t>
      </section>
    </section>
    <section numbered="false" anchor="acknowledgments">
      <name>Acknowledgments</name>
      <t>Everyone on the author section has contributed to the document in significant ways. The author list has been ordered in (reverse) alphabetical order.</t>
      <t>Parts of this document extensively leverage ideas and text from
<xref target="I-D.cparsk-eimpact-sustainability-considerations"/> and
<xref target="I-D.pignataro-enviro-sustainability-architecture"/> and associated discussions in the IETF, IRTF, and IAB groups. We acknowledge and appreciate the many contributors whose work has enhanced its
development.</t>
    </section>
  </back>
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