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	<title>Vichi Chandra &#8211; Open Energy</title>
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	<title>Vichi Chandra &#8211; Open Energy</title>
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		<title>Project NIMBUS priority use case: Using granular meteorological data to model degradation of energy network assets</title>
		<link>https://energy.icebreakerone.org/2022/04/04/project-nimbus-priority-use-case-using-granular-meteorological-data-to-model-degradation-of-energy-network-assets/</link>
		
		<dc:creator><![CDATA[Vichi Chandra]]></dc:creator>
		<pubDate>Mon, 04 Apr 2022 11:55:00 +0000</pubDate>
				<category><![CDATA[News]]></category>
		<category><![CDATA[Updates]]></category>
		<guid isPermaLink="false">https://energy.icebreakerone.org/?p=1689</guid>

					<description><![CDATA[Icebreaker One, working in partnership with power company SSEN Transmission, has won UK Government funding for a project to help energy networks use meteorological data to prepare for extreme weather and improve the resilience of the UK’s energy network. Project NIMBUS will revolutionise the way detailed meteorological data and models are used in the design [&#8230;]]]></description>
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<p>Icebreaker One, working in partnership with power company SSEN Transmission, has won UK Government funding for a project to help energy networks use meteorological data to prepare for extreme weather and improve the resilience of the UK’s energy network.</p>



<p><a href="https://energy.icebreakerone.org/2022/03/10/ssen-transmission-and-icebreaker-one-launch-new-project-to-help-energy-networks-cope-with-extreme-weather/">Project NIMBUS</a> will revolutionise the way detailed meteorological data and models are used in the design and decision-making of electricity assets, through innovative uses of the data and predictive modelling techniques.</p>



<p>In the 8-week long Discovery Phase, NIMBUS will develop business-driven use cases for the application of detailed meteorological data as a proof-of-concept and allow for a clear cost-benefit analysis to be taken into the Alpha phase of Ofgem’s Strategic Innovation Fund. To develop this use case, Icebreaker One conducted research and held a workshop with SSEN Transmission, SSEN Distribution, and the Met Office. The three finalist use case ideas that came out of the workshop are:</p>



<ol><li>Historical accident data to identify &#8220;high risk/high incident&#8221; parts of the system that need investment.</li><li>Model weather-related degradation to Probability of Failure (PoF) for assets connecting large volumes of generation to the grid</li><li>Predictive hazard identification for extreme weather events using remote monitoring</li></ol>



<p>Through further research and stakeholder engagement, use case 2, <strong>model granular weather-related degradation to Probability of Failure (PoF) for assets connecting large volumes of generation to the grid</strong> has been chosen as the Project NIMBUS Use Case.</p>



<p><strong>Use Case Development Process</strong></p>



<p>As part of the use case development process, Icebreaker One research team compiled a long list of use cases that use meteorological data to build asset resilience such as using weather data in the design and decision-making process for an energy Systems Operator. This was developed through desk research, and interviews with key SSE stakeholders including asset risk and data scientist experts, as well as meteorological academics.&nbsp;&nbsp;&nbsp;</p>



<p>Icebreaker One held a workshop to narrow down from nearly 40 to the top three impactful use cases to be taken forward in the Discovery phase of this project.&nbsp; The workshop was attended by a range of participants from across SSE and the Met Office. These included members from the Asset Risk and Asset Management teams from SSE Transmission, data scientists and system managers from SSE Network Distribution, as well as asset policy, strategy and innovation specialists.&nbsp;</p>



<p>The Met Office domain experts were invited to participate in the discussion by providing important context and meteorological acumen. They did not participate in any voting to ensure the use cases were driven by the needs of the network operators.</p>



<p><strong>The Use Case Prioritisation Workshop</strong></p>



<p>The aim of the session was to narrow down the focus of NIMBUS in a clear, transparent and methodological way. It presented a chance for various members of the team to collaboratively agree on what to consider while choosing which use cases to focus on for the current project phase.&nbsp;</p>



<p>Participants were presented with the long list of use cases that were put together by the Icebreaker One team.&nbsp;</p>



<div class="wp-block-image"><figure class="alignright size-large is-resized"><img loading="lazy" src="https://energy.icebreakerone.org/wp-content/uploads/2022/03/Historical-data-Screenshot-2022-03-31-at-12.08.17-1-1024x427.png" alt="" class="wp-image-1693" width="472" height="196" srcset="https://energy.icebreakerone.org/wp-content/uploads/2022/03/Historical-data-Screenshot-2022-03-31-at-12.08.17-1-1024x427.png 1024w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Historical-data-Screenshot-2022-03-31-at-12.08.17-1-300x125.png 300w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Historical-data-Screenshot-2022-03-31-at-12.08.17-1-768x321.png 768w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Historical-data-Screenshot-2022-03-31-at-12.08.17-1-830x346.png 830w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Historical-data-Screenshot-2022-03-31-at-12.08.17-1-230x96.png 230w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Historical-data-Screenshot-2022-03-31-at-12.08.17-1-350x146.png 350w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Historical-data-Screenshot-2022-03-31-at-12.08.17-1-480x200.png 480w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Historical-data-Screenshot-2022-03-31-at-12.08.17-1.png 1102w" sizes="(max-width: 472px) 100vw, 472px" /></figure></div>



<p>The long list spanned a vast number of ideas, which were roughly broken down into three types:</p>



<ul><li>Historical or event-based</li><li>Real-time or near-term close predictions</li><li>Longer-term predictions and planning</li></ul>



<div class="wp-block-image"><figure class="alignleft size-large is-resized"><img loading="lazy" src="https://energy.icebreakerone.org/wp-content/uploads/2022/03/Real-time-and-near-real-time-Screenshot-2022-03-31-at-12.08.53-1-1024x562.png" alt="" class="wp-image-1694" width="440" height="241" srcset="https://energy.icebreakerone.org/wp-content/uploads/2022/03/Real-time-and-near-real-time-Screenshot-2022-03-31-at-12.08.53-1-1024x562.png 1024w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Real-time-and-near-real-time-Screenshot-2022-03-31-at-12.08.53-1-300x165.png 300w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Real-time-and-near-real-time-Screenshot-2022-03-31-at-12.08.53-1-768x422.png 768w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Real-time-and-near-real-time-Screenshot-2022-03-31-at-12.08.53-1-830x456.png 830w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Real-time-and-near-real-time-Screenshot-2022-03-31-at-12.08.53-1-230x126.png 230w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Real-time-and-near-real-time-Screenshot-2022-03-31-at-12.08.53-1-350x192.png 350w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Real-time-and-near-real-time-Screenshot-2022-03-31-at-12.08.53-1-480x263.png 480w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Real-time-and-near-real-time-Screenshot-2022-03-31-at-12.08.53-1.png 1104w" sizes="(max-width: 440px) 100vw, 440px" /></figure></div>



<p>While meteorologists prefer to categorise the ideas in terms of hazards (such as flooding, heatwaves, windstorms or wildfires), the initial exercise focused on simple elimination through a Google form. This allowed for discussion, merging to remove duplicates, indicating overlapping projects, and adding new thoughts. Each SSE member was given a maximum number of votes per use case type. All use cases scoring 2 or less thus did not make it through to the shortlist.&nbsp;</p>



<div class="wp-block-image"><figure class="alignright size-large is-resized"><img loading="lazy" src="https://energy.icebreakerone.org/wp-content/uploads/2022/03/Longer-term-prediction-Screenshot-2022-03-31-at-12.09.17-1024x430.png" alt="" class="wp-image-1695" width="485" height="204" srcset="https://energy.icebreakerone.org/wp-content/uploads/2022/03/Longer-term-prediction-Screenshot-2022-03-31-at-12.09.17-1024x430.png 1024w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Longer-term-prediction-Screenshot-2022-03-31-at-12.09.17-300x126.png 300w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Longer-term-prediction-Screenshot-2022-03-31-at-12.09.17-768x322.png 768w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Longer-term-prediction-Screenshot-2022-03-31-at-12.09.17-830x348.png 830w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Longer-term-prediction-Screenshot-2022-03-31-at-12.09.17-230x97.png 230w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Longer-term-prediction-Screenshot-2022-03-31-at-12.09.17-350x147.png 350w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Longer-term-prediction-Screenshot-2022-03-31-at-12.09.17-480x201.png 480w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Longer-term-prediction-Screenshot-2022-03-31-at-12.09.17.png 1096w" sizes="(max-width: 485px) 100vw, 485px" /></figure></div>



<p>After a quick break, the 10 ideas with the highest number of votes from vote one were gathered into a separate spreadsheet for vote two.<br><br></p>



<div style="height:3px" aria-hidden="true" class="wp-block-spacer"></div>



<p><strong>Voting on the Project NIMBUS Alpha Use Case&nbsp;</strong></p>



<p>Vote two consisted of five rounds to deprioritise use case ideas to arrive at three shortlist “finalists”. The team were asked to consider the following criteria while deciding which use cases to progress:&nbsp;</p>



<figure class="wp-block-table"><table><tbody><tr><td><strong>Specific</strong>: single primary role with a specific goal for using the data</td></tr><tr><td><strong>Different</strong>: is it different to the other use cases</td></tr><tr><td><strong>Impactful</strong>: Increasing resilience; improving opportunities; reducing cost</td></tr><tr><td><strong>Feasible</strong>: data available and skills/technology required on-hand</td></tr></tbody></table></figure>



<div style="height:6px" aria-hidden="true" class="wp-block-spacer"></div>



<p>The strategy used included picking from use cases that received less votes to survive the current voting round, with the opportunity for individuals to discuss and support their choices with the rest of the team during each stage of elimination. An example of how this method works is shown below using fruit:</p>



<figure class="wp-block-image size-large"><img loading="lazy" width="811" height="489" src="https://energy.icebreakerone.org/wp-content/uploads/2022/03/Workshop_-Nimbus-prioritisation-to-3-use-cases-SHARED-Example-1.png" alt="" class="wp-image-1701" srcset="https://energy.icebreakerone.org/wp-content/uploads/2022/03/Workshop_-Nimbus-prioritisation-to-3-use-cases-SHARED-Example-1.png 811w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Workshop_-Nimbus-prioritisation-to-3-use-cases-SHARED-Example-1-300x181.png 300w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Workshop_-Nimbus-prioritisation-to-3-use-cases-SHARED-Example-1-768x463.png 768w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Workshop_-Nimbus-prioritisation-to-3-use-cases-SHARED-Example-1-230x139.png 230w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Workshop_-Nimbus-prioritisation-to-3-use-cases-SHARED-Example-1-350x211.png 350w, https://energy.icebreakerone.org/wp-content/uploads/2022/03/Workshop_-Nimbus-prioritisation-to-3-use-cases-SHARED-Example-1-480x289.png 480w" sizes="(max-width: 811px) 100vw, 811px" /></figure>



<p>As pairs and then individual use cases survived the consecutive polling rounds, all popular use cases were eventually compared to arrive at a final three.&nbsp;</p>



<p>&nbsp;The three finalist use case ideas that came out of the workshop are as follows:</p>



<ol start="4"><li><strong>Ref: NIM 4</strong>&nbsp;Historical accident data to identify &#8220;high risk/high incident&#8221; parts of the system that need investment</li><li><strong>Ref: NIM 30</strong> Model weather-related degradation to Probability of Failure (PoF) for assets connecting large volumes of generation to the grid</li><li><strong>Ref: NIM 31</strong> Predictive hazard identification for extreme weather events using remote monitoring</li></ol>



<p>The next steps will be using the Icebreaker One use case framework to further flesh out these use cases through desk research and targeted stakeholder engagement for the then for the NIMBUS team to perform a cost/benefit analysis on the Project NIMBUS Alpha Use Case.&nbsp;</p>



<h5>[if you would like to speak to us about your work and how it relates to Project NIMBUS, please get in touch with <a href="mailto:vichi@icebreakerone.org">vichi@icebreakerone.org</a>]</h5>
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			</item>
		<item>
		<title>Open Energy Pilot: Use Cases</title>
		<link>https://energy.icebreakerone.org/2021/12/01/open-energy-pilot-use-cases/</link>
		
		<dc:creator><![CDATA[Vichi Chandra]]></dc:creator>
		<pubDate>Wed, 01 Dec 2021 21:43:49 +0000</pubDate>
				<category><![CDATA[News]]></category>
		<category><![CDATA[Updates]]></category>
		<category><![CDATA[#energysector]]></category>
		<category><![CDATA[#energyusecases]]></category>
		<category><![CDATA[#openenergyusecase]]></category>
		<category><![CDATA[#usecases]]></category>
		<category><![CDATA[advisory groups]]></category>
		<category><![CDATA[open energy pilot]]></category>
		<guid isPermaLink="false">https://energy.icebreakerone.org/?p=1509</guid>

					<description><![CDATA[Use cases – Priorities Background As part of the Modernising Energy Data Access (MEDA) competition, a core use case was developed to demonstrate the benefits of an Open Energy Search and Access Control. This focused around a Local Authority looking to understand the impact of retrofitting Low Carbon Technologies and Electric Vehicle (EV) charging points [&#8230;]]]></description>
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<h1>Use cases – Priorities</h1>



<h2>Background</h2>



<p>As part of the Modernising Energy Data Access (MEDA) competition, a core <a href="https://energy.icebreakerone.org/phase-2-use-case/">use case</a> was developed to demonstrate the benefits of an Open Energy Search and Access Control. This focused around a Local Authority looking to understand the impact of retrofitting Low Carbon Technologies and Electric Vehicle (EV) charging points across a large estate.&nbsp;</p>



<p>As part of our user needs-based approach, two further use cases are being developed. These will further develop the value of better data access: making energy data more robust, shareable, and easily accessible, and outlining the benefits of the Open Energy approach to stakeholders across the market.</p>



<h2>Use case prioritisation process</h2>



<h3>Step 1</h3>



<p>Members of the <a href="https://energy.icebreakerone.org/2021/09/09/pilot-signup/">Open Energy Steering and Advisory Groups</a>, including representatives from government, regulators, consumer bodies, trade associations and industry, identified <a href="https://docs.google.com/spreadsheets/d/104fSg8MgLxrjgkhtqAMCwQ-4SuJtreJG8M5F9HAa7Eg/edit#gid=0">potential areas of focus for new use cases</a>.</p>



<p>Broad areas were considered during this process, including flexibility, electric vehicles (EVs), fuel poverty, heat pumps, smart meter adoption rates, and the transition away from gas boilers/heating.</p>



<figure class="wp-block-image size-large"><img loading="lazy" width="1024" height="1024" src="https://energy.icebreakerone.org/wp-content/uploads/2021/12/Comms-Open-Energy-Pilot-Use-Cases-Illustration-Blog-Graphics-Page1-1024x1024.png" alt="" class="wp-image-1526" srcset="https://energy.icebreakerone.org/wp-content/uploads/2021/12/Comms-Open-Energy-Pilot-Use-Cases-Illustration-Blog-Graphics-Page1-1024x1024.png 1024w, https://energy.icebreakerone.org/wp-content/uploads/2021/12/Comms-Open-Energy-Pilot-Use-Cases-Illustration-Blog-Graphics-Page1-300x300.png 300w, https://energy.icebreakerone.org/wp-content/uploads/2021/12/Comms-Open-Energy-Pilot-Use-Cases-Illustration-Blog-Graphics-Page1-150x150.png 150w, https://energy.icebreakerone.org/wp-content/uploads/2021/12/Comms-Open-Energy-Pilot-Use-Cases-Illustration-Blog-Graphics-Page1-768x768.png 768w, https://energy.icebreakerone.org/wp-content/uploads/2021/12/Comms-Open-Energy-Pilot-Use-Cases-Illustration-Blog-Graphics-Page1-830x830.png 830w, https://energy.icebreakerone.org/wp-content/uploads/2021/12/Comms-Open-Energy-Pilot-Use-Cases-Illustration-Blog-Graphics-Page1-230x230.png 230w, https://energy.icebreakerone.org/wp-content/uploads/2021/12/Comms-Open-Energy-Pilot-Use-Cases-Illustration-Blog-Graphics-Page1-350x350.png 350w, https://energy.icebreakerone.org/wp-content/uploads/2021/12/Comms-Open-Energy-Pilot-Use-Cases-Illustration-Blog-Graphics-Page1-480x480.png 480w, https://energy.icebreakerone.org/wp-content/uploads/2021/12/Comms-Open-Energy-Pilot-Use-Cases-Illustration-Blog-Graphics-Page1-45x45.png 45w, https://energy.icebreakerone.org/wp-content/uploads/2021/12/Comms-Open-Energy-Pilot-Use-Cases-Illustration-Blog-Graphics-Page1.png 1133w" sizes="(max-width: 1024px) 100vw, 1024px" /><figcaption><em>An illustration of the use cases discussed during the Open Energy <a href="https://energy.icebreakerone.org/forum/" data-type="URL" data-id="https://energy.icebreakerone.org/forum/">Forum</a>, through the lenses of the various stakeholders (users) within the <a href="https://icebreakerone.org/2020/07/13/the-uk-energy-data-ecosystem/" data-type="URL" data-id="https://icebreakerone.org/2020/07/13/the-uk-energy-data-ecosystem/">energy ecosystem</a>. </em></figcaption></figure>



<h3>Step 2</h3>



<p>Following prioritisation discussions with the Steering and Advisory Groups, focus was narrowed to two candidates:&nbsp;</p>



<ul><li><strong>Electric Vehicles (EVs)</strong><br>The switch from conventionally-fuelled to emission-free vehicles forms a core part of the UK government’s Net Zero strategy, with the adoption of EVs expected to increase at an exponential rate over the next decade. To support this uptake, it is essential that a comprehensive charging infrastructure is in place. New legislation requiring all new building developments to have EV charging points will contribute to this.<br><br>However, as it stands, it’s felt that the grid lacks enough capacity and/or flexibility to support the anticipated increase in electricity demand as a result of the mass adoption of EVs. Better, and better access to, data will help ensure that an increase in the number of EVs – and EV charging points – does not place unsustainable demands on our energy resources. Our EV use case will explore this opportunity through the lens of a specific stakeholder, map the data value chain required and engage with actors within it.</li></ul>



<div class="wp-block-group"><div class="wp-block-group__inner-container"></div></div>



<ul><li><strong>Flexibility (‘flex’)</strong><br>The way the UK sources its energy is continuing to evolve away from the certainty of electricity supplied by a relatively small number of large power stations, to the distributed energy supply of multiple low-carbon technologies. The ability of these distributed resources to supply electricity at given times of day or year is more variable and less linear and the costs of managing this variability are high. In parallel,&nbsp; customer demand patterns are changing as the UK electrifies its heating, transport, and related areas. This will require a move to a far more flexible system – in both supply and demand. As with EVs, our flex use case will demonstrate how Energy Search and Access Control could support this flexibility, from the perspective of a particular stakeholder (for example, a flexible asset owner), map the data value chain required, and engage with actors within it.</li></ul>



<p></p>



<h3>Step 3</h3>



<p>Members of the Steering and Advisory Groups have put forward specific problem statements in each of these areas that improved access to energy data could help address. Over the period from December 2021 to February 2022, the Open Energy programme will work with stakeholders in each of these priority areas to detail the specific use cases for development, with a view to publication by the end of February 2022.&nbsp;</p>



<figure class="wp-block-pullquote"><blockquote><p>If you would like to contribute to the development of either or both of our use cases, please email us at <a href="mailto:openenergy@icebreakerone.org">openenergy@icebreakerone.org</a>. </p><p>To join our Open Energy community, sign up <a href="https://docs.google.com/forms/d/e/1FAIpQLSdH_uVjUKuorE6hAd_c0yp42mx3rjX4JS_KpyfMWYyAUhgEpQ/viewform" data-type="URL" data-id="https://docs.google.com/forms/d/e/1FAIpQLSdH_uVjUKuorE6hAd_c0yp42mx3rjX4JS_KpyfMWYyAUhgEpQ/viewform">here</a>.</p></blockquote></figure>



<p></p>
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