Data-driven planning of distributed energy resources amidst socio-technical complexities
被引:73
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作者:
Jain, Rishee K.
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机构:
Dept Civil & Environm Engn, Jerry Yang & Akiko Yamazaki Environm & Energy Bld, Stanford, CA 94305 USADept Civil & Environm Engn, Jerry Yang & Akiko Yamazaki Environm & Energy Bld, Stanford, CA 94305 USA
Jain, Rishee K.
[1
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Qin, Junjie
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机构:
Inst Computat & Math Engn, Jerry Yang & Akiko Yamazaki Environm & Energy Bld, Stanford, CA 94305 USADept Civil & Environm Engn, Jerry Yang & Akiko Yamazaki Environm & Energy Bld, Stanford, CA 94305 USA
Qin, Junjie
[2
]
Rajagopal, Ram
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机构:
Dept Elect Engn, Dept Civil & Environm Engn, Jerry Yang & Akiko Yamazaki Environm & Energy Bld, Stanford, CA 94305 USADept Civil & Environm Engn, Jerry Yang & Akiko Yamazaki Environm & Energy Bld, Stanford, CA 94305 USA
Rajagopal, Ram
[3
]
机构:
[1] Dept Civil & Environm Engn, Jerry Yang & Akiko Yamazaki Environm & Energy Bld, Stanford, CA 94305 USA
[2] Inst Computat & Math Engn, Jerry Yang & Akiko Yamazaki Environm & Energy Bld, Stanford, CA 94305 USA
[3] Dept Elect Engn, Dept Civil & Environm Engn, Jerry Yang & Akiko Yamazaki Environm & Energy Bld, Stanford, CA 94305 USA
New distributed energy resources (DER) are rapidly replacing centralized power generation due to their environmental, economic and resiliency benefits. Previous analyses of DER systems have been limited in their ability to account for sociotechnical complexities, such as intermittent supply, heterogeneous demand and balance-of-system cost dynamics. Here we develop ReMatch, an interdisciplinary modelling framework, spanning engineering, consumer behaviour and data science, and apply it to 10,000 consumers in California, USA. Our results show that deploying DER would yield nearly a 50% reduction in the levelized cost of electricity (LCOE) over the status quo even after accounting for socio-technical complexities. We abstract a detailed matching of consumers to DER infrastructure from our results and discuss how this matching can facilitate the development of smart and targeted renewable energy policies, programmes and incentives. Our findings point to the large-scale economic and technical feasibility of DER and underscore the pertinent role DER can play in achieving sustainable energy goals.
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Cao, Yang
Wei, Wei
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机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Wei, Wei
Wang, Jianhui
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机构:
Southern Methodist Univ, Dept Elect Engn, Dallas, TX 75205 USATsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Wang, Jianhui
Mei, Shengwei
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机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Mei, Shengwei
Shafie-khah, Miadreza
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机构:
INESC TEC, P-4200465 Porto, PortugalTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Shafie-khah, Miadreza
Catalao, Joao P. S.
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机构:
INESC TEC, P-4200465 Porto, Portugal
Univ Porto, Fac Engn, P-4200465 Porto, Portugal
Univ Beira Interior, C MAST, P-6201001 Covilha, Portugal
Univ Lisbon, Inst Super Tecn, INESC ID, P-1049001 Lisbon, PortugalTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
机构:
UIUC, 104 S Wright St, Urbana, IL 61820 USA
UIUC, Sociotech Risk Anal SoTeRiA, IAP, Urbana, IL USA
UIUC, Beckman Inst Adv Sci & Technol, Urbana, IL USA
UIUC, Illinois Informat Inst, Urbana, IL USAUIUC, 104 S Wright St, Urbana, IL 61820 USA
Pence, Justin
Sakurahara, Tatsuya
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机构:
UIUC, 104 S Wright St, Urbana, IL 61820 USA
UIUC, Sociotech Risk Anal SoTeRiA, IAP, Urbana, IL USA
UIUC, Beckman Inst Adv Sci & Technol, Urbana, IL USA
UIUC, Dept Nucl Plasma & Radiol Engn, Urbana, IL USAUIUC, 104 S Wright St, Urbana, IL 61820 USA
Sakurahara, Tatsuya
Zhu, Xuefeng
论文数: 0引用数: 0
h-index: 0
机构:
UIUC, 104 S Wright St, Urbana, IL 61820 USA
UIUC, Dept Comp Sci, Urbana, IL USAUIUC, 104 S Wright St, Urbana, IL 61820 USA
Zhu, Xuefeng
Mohaghegh, Zahra
论文数: 0引用数: 0
h-index: 0
机构:
UIUC, 104 S Wright St, Urbana, IL 61820 USA
UIUC, Sociotech Risk Anal SoTeRiA, IAP, Urbana, IL USA
UIUC, Beckman Inst Adv Sci & Technol, Urbana, IL USA
UIUC, Dept Nucl Plasma & Radiol Engn, Urbana, IL USA
UIUC, Illinois Informat Inst, Urbana, IL USAUIUC, 104 S Wright St, Urbana, IL 61820 USA
Mohaghegh, Zahra
Ertem, Mehmet
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机构:
UIUC, 104 S Wright St, Urbana, IL 61820 USA
Eskisehir Osmangazi Univ, TR-26480 Eskisehir, TurkeyUIUC, 104 S Wright St, Urbana, IL 61820 USA
Ertem, Mehmet
Ostroff, Cheri
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机构:
Univ South Australia, Business Sch, Adelaide, SA, AustraliaUIUC, 104 S Wright St, Urbana, IL 61820 USA
Ostroff, Cheri
Kee, Ernie
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机构:
UIUC, 104 S Wright St, Urbana, IL 61820 USA
UIUC, Sociotech Risk Anal SoTeRiA, IAP, Urbana, IL USA
UIUC, Dept Nucl Plasma & Radiol Engn, Urbana, IL USAUIUC, 104 S Wright St, Urbana, IL 61820 USA