Renewable energy;
Energy system optimization;
Zero Energy Building;
Electric vehicle;
EnergyPlus;
PASSIVE DESIGN STRATEGIES;
COST;
METHODOLOGY;
PERFORMANCE;
GENERATION;
EMISSIONS;
STORAGE;
DEMAND;
IMPACT;
D O I:
10.1016/j.apenergy.2022.120504
中图分类号:
TE [石油、天然气工业];
TK [能源与动力工程];
学科分类号:
0807 ;
0820 ;
摘要:
With increasing concerns over carbon dioxide emissions, the concept of Zero Energy Building (ZEB) has emerged. Electric Vehicles (EVs) are also considered environmentally friendly since they reduce greenhouse gas emissions, with a rapidly growing market. With these global trends of increasing EV amount and infrastructure, building energy systems should incorporate the ZEB concept and the increasing electricity requirements for EV charging. However, it is unclear how EV charging demand can affect building energy system design while aligning with ZEB requirements. Therefore, this paper develops a new framework to find the optimal energy system design that meets EV charging demand and ZEB requirements. The charging demand for EVs is predicted by the machine learning model, which combines the building energy demand from EnergyPlus. Ultimately, the Genetic Algo-rithm and PROBID method are applied to optimize the Total Annual Cost (TAC) and Self-Energy Sufficiency Ratio. EV charging demand has been found to affect energy system design, especially in small-size buildings. Using the proposed method, the building owner can determine the optimal capacity of an energy system based on economic and ZEB conditions, contributing to the future net ZEB and transportation systems.
机构:
Southwest Petr Univ, Sch Civil Engn & Geomat, Chengdu 610500, Sichuan, Peoples R China
Southwest Petr Univ, Coll Engn, Nanchong 637000, Sichuan, Peoples R ChinaSouthwest Petr Univ, Sch Civil Engn & Geomat, Chengdu 610500, Sichuan, Peoples R China
Wu, Xiaonan
Liao, Borui
论文数: 0引用数: 0
h-index: 0
机构:
Southwest Petr Univ, Sch Civil Engn & Geomat, Chengdu 610500, Sichuan, Peoples R ChinaSouthwest Petr Univ, Sch Civil Engn & Geomat, Chengdu 610500, Sichuan, Peoples R China
Liao, Borui
Su, Yaogang
论文数: 0引用数: 0
h-index: 0
机构:
Southwest Petr Univ, Sch Civil Engn & Geomat, Chengdu 610500, Sichuan, Peoples R ChinaSouthwest Petr Univ, Sch Civil Engn & Geomat, Chengdu 610500, Sichuan, Peoples R China
Su, Yaogang
Li, Shuang
论文数: 0引用数: 0
h-index: 0
机构:
Southwest Petr Univ, Sch Civil Engn & Geomat, Chengdu 610500, Sichuan, Peoples R ChinaSouthwest Petr Univ, Sch Civil Engn & Geomat, Chengdu 610500, Sichuan, Peoples R China
机构:
Indiana Univ Purdue Univ, Dept Mech & Energy Engn, Indianapolis, IN 46202 USA
Middle East Tech Univ, Sustainable Environm & Energy Syst, Northern Cyprus Campus,Mersin 10, TR-99738 Kalkanli, Guzelyurt, TurkiyeIndiana Univ Purdue Univ, Dept Mech & Energy Engn, Indianapolis, IN 46202 USA
Rasool, Muhammad Haseeb
Taylan, Onur
论文数: 0引用数: 0
h-index: 0
机构:
Middle East Tech Univ, Dept Mech Engn, TR-06800 Ankara, Turkiye
Middle East Tech Univ, Ctr Solar Energy Res & Applicat ODTU GUNAM, Turkiye, TR-06800 Ankara, TurkiyeIndiana Univ Purdue Univ, Dept Mech & Energy Engn, Indianapolis, IN 46202 USA
Taylan, Onur
Perwez, Usama
论文数: 0引用数: 0
h-index: 0
机构:
Osaka Univ, Grad Sch Engn, Div Sustainable Energy & Environm Engn, 2-1 Yamada Oka, Suita, Osaka 5650871, JapanIndiana Univ Purdue Univ, Dept Mech & Energy Engn, Indianapolis, IN 46202 USA
Perwez, Usama
Batunlu, Canras
论文数: 0引用数: 0
h-index: 0
机构:
Middle East Tech Univ, Elect & Elect Engn Dept, Northern Cyprus Campus,Mersin 10, TR- 99738 Kalkanli, Guzelyurt, TurkiyeIndiana Univ Purdue Univ, Dept Mech & Energy Engn, Indianapolis, IN 46202 USA
机构:
School of Information and Control Engineering, China University of Mining and Technology, XuzhouSchool of Information and Control Engineering, China University of Mining and Technology, Xuzhou
Zhang Y.
Liang X.
论文数: 0引用数: 0
h-index: 0
机构:
School of Information and Control Engineering, China University of Mining and Technology, XuzhouSchool of Information and Control Engineering, China University of Mining and Technology, Xuzhou
Liang X.
Yuan L.
论文数: 0引用数: 0
h-index: 0
机构:
School of Information and Control Engineering, China University of Mining and Technology, XuzhouSchool of Information and Control Engineering, China University of Mining and Technology, Xuzhou
Yuan L.
Huazhong Keji Daxue Xuebao (Ziran Kexue Ban)/Journal of Huazhong University of Science and Technology (Natural Science Edition),
2021,
49
(07):
: 107
-
112
机构:
Univ Tehran, Coll Engn, Sch Ind Engn, North Kargar St, Tehran 1439955961, IranUniv Tehran, Coll Engn, Sch Ind Engn, North Kargar St, Tehran 1439955961, Iran
机构:
Northeastern Univ, Software Coll, Shengyang City, Liaoning, Peoples R ChinaNortheastern Univ, Software Coll, Shengyang City, Liaoning, Peoples R China
Gao, Peng
Deng, Zhuofu
论文数: 0引用数: 0
h-index: 0
机构:
Northeastern Univ, Software Coll, Shengyang City, Liaoning, Peoples R ChinaNortheastern Univ, Software Coll, Shengyang City, Liaoning, Peoples R China
Deng, Zhuofu
Qi, Xianglong
论文数: 0引用数: 0
h-index: 0
机构:
Liaoning Ruizhi Juhe Technol Co Ltd, Bldg 186-4,Zhihui 3rd St, Shenyang, Liaoning, Peoples R ChinaNortheastern Univ, Software Coll, Shengyang City, Liaoning, Peoples R China
Qi, Xianglong
Yao, Guofeng
论文数: 0引用数: 0
h-index: 0
机构:
China Elect Power Res Inst, 15 Qinghexiaoying East Rd, Beijing, Peoples R ChinaNortheastern Univ, Software Coll, Shengyang City, Liaoning, Peoples R China
Yao, Guofeng
Wang, Xin
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Chongqing Elect Power Supply Co, Chongqing, Peoples R ChinaNortheastern Univ, Software Coll, Shengyang City, Liaoning, Peoples R China
Wang, Xin
Gao, Yang
论文数: 0引用数: 0
h-index: 0
机构:
Liaoning Ruizhi Juhe Technol Co Ltd, Bldg 186-4,Zhihui 3rd St, Shenyang, Liaoning, Peoples R ChinaNortheastern Univ, Software Coll, Shengyang City, Liaoning, Peoples R China