<?xml version="1.0" encoding="UTF-8"?><?xml-stylesheet type="text/xsl" href="static/style.xsl"?><OAI-PMH xmlns="http://www.openarchives.org/OAI/2.0/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/ http://www.openarchives.org/OAI/2.0/OAI-PMH.xsd"><responseDate>2026-09-20T14:12:26Z</responseDate><request verb="GetRecord" identifier="oai:dspace.mit.edu:1721.1/122159" metadataPrefix="dim">https://dspace.mit.edu/server/oai/request</request><GetRecord><record><header><identifier>oai:dspace.mit.edu:1721.1/122159</identifier><datestamp>2022-01-31T19:00:11Z</datestamp><setSpec>com_1721.1_7582</setSpec><setSpec>com_1721.1_7581</setSpec><setSpec>col_1721.1_131023</setSpec></header><metadata><dim:dim xmlns:dim="http://www.dspace.org/xmlns/dspace/dim" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:doc="http://www.lyncode.com/xoai" xsi:schemaLocation="http://www.dspace.org/xmlns/dspace/dim http://www.dspace.org/schema/dim.xsd">
   <dim:field mdschema="dc" element="contributor" qualifier="advisor" lang="en_US">Francis O'Sullivan.</dim:field>
   <dim:field mdschema="dc" element="contributor" qualifier="author" lang="en_US">Brocks, Annette Josie.</dim:field>
   <dim:field mdschema="dc" element="contributor" qualifier="other" lang="en_US">Massachusetts Institute of Technology. Institute for Data, Systems, and Society.</dim:field>
   <dim:field mdschema="dc" element="contributor" qualifier="other" lang="en_US">Technology and Policy Program.</dim:field>
   <dim:field mdschema="dc" element="contributor" qualifier="department" lang="en_US">Massachusetts Institute of Technology. Institute for Data, Systems, and Society</dim:field>
   <dim:field mdschema="dc" element="contributor" qualifier="department" lang="en_US">Technology and Policy Program</dim:field>
   <dim:field mdschema="dc" element="contributor" qualifier="department">Massachusetts Institute of Technology. Engineering Systems Division</dim:field>
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   <dim:field mdschema="dc" element="date" qualifier="accessioned">2019-09-16T21:17:49Z</dim:field>
   <dim:field mdschema="dc" element="date" qualifier="available">2019-09-16T21:17:49Z</dim:field>
   <dim:field mdschema="dc" element="date" qualifier="copyright" lang="en_US">2019</dim:field>
   <dim:field mdschema="dc" element="date" qualifier="issued" lang="en_US">2019</dim:field>
   <dim:field mdschema="dc" element="identifier" qualifier="uri">https://hdl.handle.net/1721.1/122159</dim:field>
   <dim:field mdschema="dc" element="identifier" qualifier="oclc" lang="en_US">1117774404</dim:field>
   <dim:field mdschema="dc" element="description" lang="en_US">Thesis: S.M. in Technology and Policy, Massachusetts Institute of Technology, School of Engineering, Institute for Data, Systems, and Society, 2019</dim:field>
   <dim:field mdschema="dc" element="description" lang="en_US">Cataloged from PDF version of thesis.</dim:field>
   <dim:field mdschema="dc" element="description" lang="en_US">Includes bibliographical references (pages 168-184).</dim:field>
   <dim:field mdschema="dc" element="description" qualifier="abstract" lang="en_US">We simulate the revenue generated by transmission-connected, small scale energy storage in the energy and capacity markets using historic prices across 10,000 U.S. locations from 2014 to 2017. On average, including capacity market revenue doubles total revenue, such that five-times more systems breakeven. Furthermore, participating in the capacity market shifts the whereabouts of top-earning systems eastwards, and allows top-earning nodes to remain top-earning for longer. That being said, revenue generation still varies greatly across years for a given location. In order to reflect the contribution of storage to grid reliability during times of stress, we treat capacity market revenue as a function of output during given hours throughout the year; changing the identification of these hours - whether taken as some percent of top demand hours, or as determined by market regulators- can increase revenue up to ten-times that of energy market participation alone. Durations shorter than 8-hours are found to more significantly contribute to reliability than predicted via simplistic analysis of the durations of high risk hours. Considering that participation in the capacity market, as modeled, will always increase total revenue, and that storage units will change dispatch behavior even to earn comparatively small increases in total revenue, designing markets that appropriately incentivize system reliability is a critical task of regulators.</dim:field>
   <dim:field mdschema="dc" element="description" qualifier="statementofresponsibility" lang="en_US">by Annette Josie Brocks.</dim:field>
   <dim:field mdschema="dc" element="description" qualifier="degree" lang="en_US">S.M. in Technology and Policy</dim:field>
   <dim:field mdschema="dc" element="description" qualifier="collection" lang="en_US">S.M.inTechnologyandPolicy Massachusetts Institute of Technology, School of Engineering, Institute for Data, Systems, and Society</dim:field>
   <dim:field mdschema="dc" element="format" qualifier="extent" lang="en_US">186 pages</dim:field>
   <dim:field mdschema="dc" element="language" qualifier="iso" lang="en_US">eng</dim:field>
   <dim:field mdschema="dc" element="publisher" lang="en_US">Massachusetts Institute of Technology</dim:field>
   <dim:field mdschema="dc" element="rights" lang="en_US">MIT theses are protected by copyright. They may be viewed, downloaded, or printed from this source but further reproduction or distribution in any format is prohibited without written permission.</dim:field>
   <dim:field mdschema="dc" element="rights" qualifier="uri" lang="en_US">http://dspace.mit.edu/handle/1721.1/7582</dim:field>
   <dim:field mdschema="dc" element="subject" lang="en_US">Institute for Data, Systems, and Society.</dim:field>
   <dim:field mdschema="dc" element="subject" lang="en_US">Technology and Policy Program.</dim:field>
   <dim:field mdschema="dc" element="title" lang="en_US">The Past as prologue : the value creation of batteries on the U.S. electric grid as a function of time and location</dim:field>
   <dim:field mdschema="dc" element="title" qualifier="alternative" lang="en_US">Value creation of batteries on the U.S. electric grid as a function of time and location</dim:field>
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   	&lt;Title>The Past as prologue : the value creation of batteries on the U.S. electric grid as a function of time and location&lt;/Title>
   	&lt;Subtitle>Value creation of batteries on the U.S. electric grid as a function of time and location&lt;/Subtitle>
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   	&lt;PublicationDate>2019&lt;/PublicationDate>
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    &lt;Keyword>Institute for Data, Systems, and Society.&lt;/Keyword>
    &lt;Keyword>Technology and Policy Program.&lt;/Keyword>
   	&lt;Abstract>We simulate the revenue generated by transmission-connected, small scale energy storage in the energy and capacity markets using historic prices across 10,000 U.S. locations from 2014 to 2017. On average, including capacity market revenue doubles total revenue, such that five-times more systems breakeven. Furthermore, participating in the capacity market shifts the whereabouts of top-earning systems eastwards, and allows top-earning nodes to remain top-earning for longer. That being said, revenue generation still varies greatly across years for a given location. In order to reflect the contribution of storage to grid reliability during times of stress, we treat capacity market revenue as a function of output during given hours throughout the year; changing the identification of these hours - whether taken as some percent of top demand hours, or as determined by market regulators- can increase revenue up to ten-times that of energy market participation alone. Durations shorter than 8-hours are found to more significantly contribute to reliability than predicted via simplistic analysis of the durations of high risk hours. Considering that participation in the capacity market, as modeled, will always increase total revenue, and that storage units will change dispatch behavior even to earn comparatively small increases in total revenue, designing markets that appropriately incentivize system reliability is a critical task of regulators.&lt;/Abstract>
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