Identification and Validation of Virtual Battery Model for Heterogeneous Devices
The potential of distributed energy resources in providing grid services can be maximized with the recent advancements in demand side control. Effective utilization of this control strategy requires the knowledge of aggregate flexibility of the distributed energy resources (DERs). Recent works have...
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creator | Nandanoori, Sai Pushpak Chakraborty, Indrasis Ramachandran, Thiagarajan Kundu, Soumya |
description | The potential of distributed energy resources in providing grid services can
be maximized with the recent advancements in demand side control. Effective
utilization of this control strategy requires the knowledge of aggregate
flexibility of the distributed energy resources (DERs). Recent works have shown
that the aggregate flexibility of DERs can be modeled as a virtual battery (VB)
whose state evolution is governed by a first order system including
self-dissipation. The VB parameters (self-dissipation rate, energy capacity)
are obtained by solving an optimization problem which minimizes the tracking
performance of the ensemble and the proposed first-order model. For the
identified first order model, time-varying power limits are calculated using
binary search algorithms. Finally, this proposed framework is demonstrated for
different homogeneous and heterogeneous ensembles consisting of air
conditioners (ACs) and electric water heaters (EWHs). |
doi_str_mv | 10.48550/arxiv.1903.01370 |
format | Article |
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be maximized with the recent advancements in demand side control. Effective
utilization of this control strategy requires the knowledge of aggregate
flexibility of the distributed energy resources (DERs). Recent works have shown
that the aggregate flexibility of DERs can be modeled as a virtual battery (VB)
whose state evolution is governed by a first order system including
self-dissipation. The VB parameters (self-dissipation rate, energy capacity)
are obtained by solving an optimization problem which minimizes the tracking
performance of the ensemble and the proposed first-order model. For the
identified first order model, time-varying power limits are calculated using
binary search algorithms. Finally, this proposed framework is demonstrated for
different homogeneous and heterogeneous ensembles consisting of air
conditioners (ACs) and electric water heaters (EWHs).</description><identifier>DOI: 10.48550/arxiv.1903.01370</identifier><language>eng</language><subject>Computer Science - Systems and Control ; Mathematics - Optimization and Control</subject><creationdate>2019-03</creationdate><rights>http://arxiv.org/licenses/nonexclusive-distrib/1.0</rights><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>228,230,781,886</link.rule.ids><linktorsrc>$$Uhttps://arxiv.org/abs/1903.01370$$EView_record_in_Cornell_University$$FView_record_in_$$GCornell_University$$Hfree_for_read</linktorsrc><backlink>$$Uhttps://doi.org/10.48550/arXiv.1903.01370$$DView paper in arXiv$$Hfree_for_read</backlink></links><search><creatorcontrib>Nandanoori, Sai Pushpak</creatorcontrib><creatorcontrib>Chakraborty, Indrasis</creatorcontrib><creatorcontrib>Ramachandran, Thiagarajan</creatorcontrib><creatorcontrib>Kundu, Soumya</creatorcontrib><title>Identification and Validation of Virtual Battery Model for Heterogeneous Devices</title><description>The potential of distributed energy resources in providing grid services can
be maximized with the recent advancements in demand side control. Effective
utilization of this control strategy requires the knowledge of aggregate
flexibility of the distributed energy resources (DERs). Recent works have shown
that the aggregate flexibility of DERs can be modeled as a virtual battery (VB)
whose state evolution is governed by a first order system including
self-dissipation. The VB parameters (self-dissipation rate, energy capacity)
are obtained by solving an optimization problem which minimizes the tracking
performance of the ensemble and the proposed first-order model. For the
identified first order model, time-varying power limits are calculated using
binary search algorithms. Finally, this proposed framework is demonstrated for
different homogeneous and heterogeneous ensembles consisting of air
conditioners (ACs) and electric water heaters (EWHs).</description><subject>Computer Science - Systems and Control</subject><subject>Mathematics - Optimization and Control</subject><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><sourceid>GOX</sourceid><recordid>eNotz81OAyEUBWA2Lkz1AVzJC8x4KTDAUutPm9Tooul2cgsXQzIOhqGNfXu1dXVyzuIkH2M3AlpltYY7LN_p0AoHsgUhDVyy91WgsaaYPNaUR45j4FscUjjXHPk2lbrHgT9grVSO_DUHGnjMhS_pd8gfNFLeT_yRDsnTdMUuIg4TXf_njG2enzaLZbN-e1kt7tcNdgaaaMhi0FqpOQVvI2gHzmuc7wREITy4DlQwQSqyZBXtZJQmUued99YKL2fs9nx7IvVfJX1iOfZ_tP5Ekz-De0ot</recordid><startdate>20190304</startdate><enddate>20190304</enddate><creator>Nandanoori, Sai Pushpak</creator><creator>Chakraborty, Indrasis</creator><creator>Ramachandran, Thiagarajan</creator><creator>Kundu, Soumya</creator><scope>AKY</scope><scope>AKZ</scope><scope>GOX</scope></search><sort><creationdate>20190304</creationdate><title>Identification and Validation of Virtual Battery Model for Heterogeneous Devices</title><author>Nandanoori, Sai Pushpak ; Chakraborty, Indrasis ; Ramachandran, Thiagarajan ; Kundu, Soumya</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a670-f7e8ad55442edc8f05909c5a2b10f11c09604d7d34e8e84eb3f37fe6c9cc881c3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Computer Science - Systems and Control</topic><topic>Mathematics - Optimization and Control</topic><toplevel>online_resources</toplevel><creatorcontrib>Nandanoori, Sai Pushpak</creatorcontrib><creatorcontrib>Chakraborty, Indrasis</creatorcontrib><creatorcontrib>Ramachandran, Thiagarajan</creatorcontrib><creatorcontrib>Kundu, Soumya</creatorcontrib><collection>arXiv Computer Science</collection><collection>arXiv Mathematics</collection><collection>arXiv.org</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Nandanoori, Sai Pushpak</au><au>Chakraborty, Indrasis</au><au>Ramachandran, Thiagarajan</au><au>Kundu, Soumya</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Identification and Validation of Virtual Battery Model for Heterogeneous Devices</atitle><date>2019-03-04</date><risdate>2019</risdate><abstract>The potential of distributed energy resources in providing grid services can
be maximized with the recent advancements in demand side control. Effective
utilization of this control strategy requires the knowledge of aggregate
flexibility of the distributed energy resources (DERs). Recent works have shown
that the aggregate flexibility of DERs can be modeled as a virtual battery (VB)
whose state evolution is governed by a first order system including
self-dissipation. The VB parameters (self-dissipation rate, energy capacity)
are obtained by solving an optimization problem which minimizes the tracking
performance of the ensemble and the proposed first-order model. For the
identified first order model, time-varying power limits are calculated using
binary search algorithms. Finally, this proposed framework is demonstrated for
different homogeneous and heterogeneous ensembles consisting of air
conditioners (ACs) and electric water heaters (EWHs).</abstract><doi>10.48550/arxiv.1903.01370</doi><oa>free_for_read</oa></addata></record> |
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subjects | Computer Science - Systems and Control Mathematics - Optimization and Control |
title | Identification and Validation of Virtual Battery Model for Heterogeneous Devices |
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