Journal of South China University of Technology(Natural Science) >
Modeling Method for Optimizing Dynamic Wireless Charging Lane of Electric Vehicles
Received date: 2023-04-10
Online published: 2023-06-30
Supported by
the Basic and Applied Research Foundation of Guangdong Province(2020A1515111024)
With the aggravation of energy crisis and environmental pressure, electric vehicles （EVs） are considered as an effective measure to reduce petrochemical resource dependence, combat climate change, maintain sustainable energy and environmental development and achieve the carbon peaking and carbon neutrality goals. The growing EV market, fueled by policy incentives, has led to increasing charging demands, posing challenges for charging infrastructure deployment and operation. “Range anxiety” caused by limited battery capacity and difficulties in finding available charging stations contribute to low accessibility and inconvenience for users. This issue has become the pain point of the EV industry, hindering the popularization of EVs. However, the maturation of dynamic wireless charging (DWC) technology has brought very promising solutions to the above problems.To provide a more comprehensive review perspective of the research field, this paper provided a comprehensive overview of DWC development and summarized the technical characteristics according to the advantages and their challenges. Then, from the dimensions of modeling method, decision variables, optimization objectives, constraints, model assumptions, solution algorithm and so on, this paper analyzed the optimal configuration model of dynamic wireless charging lanes (DWCLs) and enumerated the research results and test conditions at home and abroad. Finally, it summarized existing methods and technical issues in the dynamic wireless charging domain and offered insights into future prospects, including its impact on the power grid, charging load management, electricity market analysis, charging strategies, battery management systems, battery capacity prediction, battery equalization control, and interdisciplinary integration with autonomous driving technologies.
PEI Mingyang, ZHU Hongyu . Modeling Method for Optimizing Dynamic Wireless Charging Lane of Electric Vehicles[J]. Journal of South China University of Technology(Natural Science), 2023 , 51(10) : 135 -151 . DOI: 10.12141/j.issn.1000-565X.230261
| 1 | BOULANGER A G， CHU A C， MAXX S，et al ．Vehicle electrification：status and issues［J］．Proceedings of the IEEE，2011，99（6）：1116-1138. |
| 2 | 严军华，王舒笑，袁浩然，等 ．电动汽车能耗与气体排放分析及环境影响评价［J］．华南理工大学学报（自然科学版），2018，46（6）：137-144. |
| YAN Jun-hua， WANG Shu-xiao， YUAN Hao-ran，et al ．Life cycle assessment of energy consumption with emission and environmental impact of electric vehicle ［J］．Journal of South China University of Technology（Natural Science Edition），2018，46（6）：137-144. | |
| 3 | 中国政府网 ．国务院关于印发节能与新能源汽车产业发展规划（2012―2020年）的通知［EB/OL］．（2012-06-28）［2023-03-10］．. |
| 4 | 中国政府网 ．国务院办公厅关于印发新能源汽车产业发展规划（2021—2035年）的通知［EB/OL］．（2020-11-02）［2023-03-10］．. |
| 5 | IEA. Global Electric Vehicle Outlook 2022［EB/OL］．（2022-05-23）［2023-03-10］．. |
| 6 | 国家能源局 ．中国充电联盟联合能链智电发布《2022中国电动汽车用户充电行为白皮书》［EB/OL］．（2023-03-20）［2023-03-22］．. |
| 7 | 谢驰，白婷，王同根 ．里程焦虑下的电动汽车交通网络均衡［J］．中国科技论文，2017，12（19）：2161-2165. |
| XIE Chi， BAI Ting， WANG Tong-gen ．Traffic network equilibrium for electric vehicles with range anxiety［J］．China Sciencepaper，2017，12（19）：2161-2165. | |
| 8 | 田梦瑶，汤波，杨秀，等 ．综合考虑充电需求和配电网接纳能力的电动汽车充电站规划［J］．电网技术，2021，45（2）：498-509. |
| TIAN Meng-yao， TANG Bo， YANG Xiu，et al ．Planning of electric vehicle charging stations considering charging demands and acceptance capacity of distribution network［J］．Power System Technology，2021，45（2）：498-509. | |
| 9 | LU F， ZHANG H， HOFMANN H，et al ．A dynamic charging system with reduced output power pulsation for electric vehicles［J］．IEEE Transactions on Industrial Electronics，2016，63（10）：6580-6590. |
| 10 | 马涛，裴耀文，陈丰，等 ．感应充电路面技术研究现状与展望［J］．中国公路学报，2022，35（7）：36-54. |
| MA Tao， PEI Yao-wen， CHEN Feng，et al ．A state-of-the-art review on IPT-based electrified road technology［J］．China Journal of Highway and Transport，2022，35（7）：36-54. | |
| 11 | 胡泽春，宋永华，徐智威，等 ．电动汽车接入电网的影响与利用［J］．中国电机工程学报，2012，32（4）：1-10. |
| HU Ze-chun， SONG Yong-hua， XU Zhi-wei，et al ．Impacts and utilization of electric vehicles integration into power systems［J］．Proceedings of the CSEE，2012，32（4）：1-10. | |
| 12 | MOHAMED A A S， SHAIER A A， METWALLY H，et al ．An overview of dynamic inductive charging for electric vehicles［J］．Energies，2022，15（15）：5613. |
| 13 | 范兴明，莫小勇，张鑫 ．无线电能传输技术的研究现状与应用［J］．中国电机工程学报，2015，35（10）：2584-2600. |
| FAN Xing-ming， MO Xiao-yong， ZHANG Xin ．Research status and application of wireless power transmission technology［J］．Proceedings of the CSEE，2015，35（10）：2584-2600. | |
| 14 | TAN Z， LIU F， CHAN H K，et al ．Transportation systems management considering dynamic wireless charging electric vehicles：review and prospects［J］．Transportation Research Part E：Logistics and Transportation Review，2022，163：102761. |
| 15 | JEONG S， JANG Y J，KUM D. Economic analysis of the dynamic charging electric vehicle［J］．IEEE Trans Power Electron，2015，30（11）：6368-6377. |
| 16 | BOLGER J G， KIRSTEN F A， NG L S ．Inductive power coupling for an electric highway system［C］∥Proceedings of the 28th IEEE Vehicular Technology Conference．Denver：IEEE，1978：137-144. |
| 17 | COVIC G A， BOYS J T ．Modern Trends in inductive power transfer for transportation applications［J］．IEEE Journal of Emerging and Selected Topics in Power Electronics，2013，1（1）：28-41. |
| 18 | CHEN L， NAGENDRA G R， BOYS J T，et al ．Double-coupled systems for IPT roadway applications ［J］．IEEE Journal of Emerging and Selected Topics in Power Electronics，2015，3（1）：37-49. |
| 19 | CHEN F， TAYLOR N， KRINGOS N ．Electrification of roads：opportunities and challenges［J］．Applied Energy，2015，150：109-119. |
| 20 | ONAR O C， MILLER J M， CAMPBELL S L，et al ．A novel wireless power transfer for in-motion EV/PHEV charging［C］∥Proceedings of the 28th Annual IEEE Applied Power Electronics Conference and Exposition （APEC）．CA：IEEE，2013：3073-3080. |
| 21 | KO Y D， JANG Y J ．The optimal system design of the online electric vehicle utilizing wireless power transmission technology［J］．IEEE Transactions on Intelligent Transportation Systems，2013，14（3）：1255-1265. |
| 22 | AMDITIS A， THEODOROPOULOS T， BRUSAGLINO G，et al ．Energy management optimization within the electric mobility system［C］∥Proceedings of the 6th International Conference on Clean Electrical Power （ICCEP）．Santa Margherita Ligure：IEEE，2017：110-116. |
| 23 | BRECHER A， ARTHUR D ．Review and evaluation of wireless power transfer （WPT） for electric transit applications［J］．Human Factors the Journal of the Human Factors & Ergonomics Society，2014，49（5）：832-841. |
| 24 | KOBAYASHI D， IMURA T， HORI Y ．Real-time coupling coefficient estimation and maximum efficiency control on dynamic wireless power transfer for electric vehicles［C］∥Proceedings of the 2015 IEEE PELS Workshop on Emerging Technologies：Wireless Power．Daejeon：IEEE，2015：1-6. |
| 25 | KIM J H， LEE B S， LEE J H，et al ．Development of 1-MW inductive power transfer system for a high-speed train［J］．IEEE Transactions on Industrial Electronics，2015，62（10）：6242-6250. |
| 26 | FENG T， SUN Y， ZUO Z，et al ．Magnetic field analysis and excitation currents optimization for an omnidirectional WPT system based on three-phase tubular coils［J］．IEEE Transactions on Industry Applications，2022，58（1）：1268-1278. |
| 27 | 祝文姬，孙跃，高立克 ．电动汽车多导轨无线供电方法［J］．电力系统自动化，2016，40（18）：97-101. |
| ZHU Wen-ji， SUN Yue， GAO Li-ke ．Wireless power supply method for multi-rail-based electric vehicles ［J］．Automation of Electric Power Systems，2016，40（18）：97-101. | |
| 28 | 中国电力报 ．电动汽车福音丨国内首条百米级移动无线充电实验路段投运．［EB/OL］．（2018-08-10）［2023-3-10］．. |
| 29 | 国网江苏省电力有限公司，东南大学 ．“三合一”电子公路技术及应用［M］．南京：东南大学出版社，2020. |
| 30 | 赵争鸣，刘方，陈凯楠 ．电动汽车无线充电技术研究综述［J］．电工技术学报，2016，31（20）：30-40. |
| ZHAO Zheng-ming， LIU Fang， CHEN Kai-nan ．New progress of wireless charging technology for electric vehicles［J］．Transactions of China Electrotechnical Society，2016，31（20）：30-40. | |
| 31 | 林宁，姚缨英 ．恒压输出的无线电能传输系统设计［J］．电力电子技术，2011，45（2）：66-68. |
| LIN Ning， YAO Ying-ying ．Design of a wireless energy transfer system with constant ouput［J］．Power Electronics，2011，45（2）：66-68. | |
| 32 | 李冲，周坤卓，石章海 ．一种双拾取动态无线电能传输系统控制方法研究［J］．电力系统保护与控制，2020，48（21）：149-156. |
| LI Chong， ZHOU Kun-zhuo， SHI Zhang-hai ．Research on a control method based on double pick-up in a DWPT system［J］．Power System Protection and Control，2020，48（21）：149-156. | |
| 33 | 傅文珍，张波，丘东元，等 ．自谐振线圈耦合式电能无线传输的最大效率分析与设计［J］．中国电机工程学报，2009，29（18）：21-26. |
| FU Wen-zhen， ZHANG Bo， QIU Dong-yuan，et al ．Maximum efficiency analysis and design of self-resonance coupling coils for wireless power transmission system［J］．Proceedings of the CSEE，2009，29（18）：21-26. | |
| 34 | 苑朝阳，张献，杨庆新，等 ．无线供电高铁列车非对称耦合机构［J］．电工技术学报，2017，32（18）：18-25. |
| YUAN Zhao-yang， ZHANG Xian， YANG Qing-xin，et al ．Asymmetric coupling mechanism of wireless power transmission system for high-speed train［J］．Transactions of China Electrotechnical Society，2017，32（18）：18-25. | |
| 35 | 朱庆伟，陈德清，王丽芳，等 ．电动汽车无线充电系统磁场仿真与屏蔽技术研究［J］．电工技术学报，2015，30（S1）：143-147. |
| ZHU Qing-wei， CHEN De-qing， WANG Li-fang，et al ．Study on the magnetic field and shielding technique for an electric vehicle oriented wireless charging system［J］．Transactions of China Electrotechnical Society，2015，30（S1）：143-147. | |
| 36 | 刘建荣，郝小妮 ．考虑出行者异质性的绿色出行行为研究［J］．华南理工大学学报（自然科学版），2019，47（7）：99-104. |
| LIU Jianrong， HAO Xiaoni ．Incorporation the heterogeneity into travelers' green tranveling choice model ［J］．Journal of South China University of Technology（Natural Science Edition），2019，47（7）：99-104. | |
| 37 | YILMAZ M， KREIN P T ．Review of battery charger topologies，charging power levels，and infrastructure for plug-in electric and hybrid vehicles［J］．IEEE Transactions on Power Electronics，2013，28（5）：2151-2169. |
| 38 | 于东民，杨超，蒋林洳，等 ．电动汽车充电安全防护研究综述［J］．中国电机工程学报，2022，42（6）：2145-2164. |
| YU Dong-min， YANG Chao， JIANG Lin-ru，et al ．Review on safety protection of electric vehicle charging ［J］．Proceedings of the CSEE，2022，42（6）：2145-2164. | |
| 39 | FLEISCHHAMMER M， WALDMANN T， BISLE G，et al ．Interaction of cyclic ageing at high-rate and low temperatures and safety in lithium-ion batteries［J］．Journal of Power Sources，2015，274：432-439. |
| 40 | FULLER M ．Wireless charging in California：range，recharge，and vehicle electrification［J］．Transportation Research Part C：Emerging Technologies，2016，67：343-356. |
| 41 | CERAVOLO R， MIRAGLIA G， SURACE C，et al ．A computational methodology for assessing the time-dependent structural performance of electric road infrastructures［J］．Computer-Aided Civil and Infrastructure Engineering，2016，31（9）：701-716. |
| 42 | CHEN Z， LIU W， YIN Y ．Deployment of stationary and dynamic charging infrastructure for electric vehicles along traffic corridors［J］．Transportation Research Part C：Emerging Technologies，2017，77：185-206. |
| 43 | 黄学良，王维，谭林林 ．磁耦合谐振式无线电能传输技术研究动态与应用展望［J］．电力系统自动化，2017，41（2）：2-14. |
| HUANG Xue-liang， WANG Wei， TAN Lin-lin ．Technical progress and application development of magnetic coupling resonant wireless power transfer［J］．Automation of Electric Power Systems，2017，41（2）：2-14. | |
| 44 | 杨威，徐英雷，王晨曲，等 ．无线传能机车人体电磁环境安全研究［J］．电工技术学报，2022，37（11）：2665-2672. |
| YANG Wei， XU Ying-lei， WANG Chen-qu，et al ．An electromagnetic safety study about human body in electric locomotive wireless charging system［J］．Transactions of China Electrotechnical Society，2022，37（11）：2665-2672. | |
| 45 | 杜凯，朱国荣，陆江华，等 ．电动汽车无线充电系统金属异物检测方法［J］．浙江大学学报（工学版），2022，56（1）：56-62. |
| DU Kai， ZHU Guo-rong， LU Jiang-hua，et al ．Metal object detection method in wireless electric vehicle charging system［J］．Journal of Zhejiang University （Engineering Science），2022，56（1）：56-62. | |
| 46 | 张献，邢子瑶，薛明，等 ．无线电能传输系统异物检测技术研究综述［J］．电工技术学报，2022，37（4）：793-807. |
| ZHANG Xian， XING Ziyao， XUE Ming，et al ．Overview of foreign object detection inwireless power transfer system［J］．Transactions of China Electrotechnical Society，2022，37（4）：793-807. | |
| 47 | KIM J， KIM J， KONG S，et al ．Coil design and shielding methods for a magnetic resonant wireless power transfer system［J］．Proceedings of the IEEE，2013，101（6）：1332-1342. |
| 48 | MOGHADAM M R V， ZHANG R ．Multiuser wireless power transfer via magnetic resonant coupling：performance analysis，charging control，and power region characterization［J］．IEEE Transactions on Signal and Information Processing over Networks，2016，2（1）：72-83. |
| 49 | KAN T， NGUYEN T D， WHITE J C，et al ．A new integration method for an electric vehicle wireless charging system using LCC compensation topology：analysis and design［J］．IEEE Transactions on Power Electronics，2017，32（2）：1638-1650. |
| 50 | HE F， YIN Y， LAWPHONGPANICH S ．Network equilibrium models with battery electric vehicles［J］．Transportation Research Part B：Methodological，2014，67：306-319. |
| 51 | ALWESABI Y， LIU Z， KWON S，et al ．A novel integration of scheduling and dynamic wireless charging planning models of battery electric buses［J］．Energy，2021，230：120806. |
| 52 | CHEN Z， HE F， YIN Y ．Optimal deployment of charging lanes for electric vehicles in transportation networks［J］．Transportation Research Part B：Methodological，2016，91：344-365. |
| 53 | HE J， YANG H， TANG T Q，et al ．Optimal deployment of wireless charging lanes considering their adverse effect on road capacity［J］．Transportation Research Part C：Emerging Technologies，2020（111）：171-184. |
| 54 | LIU H， ZOU Y， CHEN Y，et al ．Optimal locations and electricity prices for dynamic wireless charging links of electric vehicles for sustainable transportation ［J］．Transportation Research Part E：Logistics and Transportation Review，2021，152：102187. |
| 55 | WANG T G， XIE C， XIE J，et al ．Path-constrained traffic assignment：a trip chain analysis under range anxiety ［J］．Transportation Research Part C：Emerging Technologies，2016，68：447-461. |
| 56 | XIE C， WANG T G， PU X，et al ．Path-constrained traffic assignment：modeling and computing network impacts of stochastic range anxiety［J］．Transportation Research Part B：Methodological，2017（103）：136-157. |
| 57 | JIANG N， XIE C， WALLER S T ．Path-constrained traffic assignment：model and algorithm［J］．Transportation Research Record，2012，2283（1）：25-33. |
| 58 | ZHENG H， HE X， LI Y，et al ．Traffic equilibrium and charging facility locations for electric vehicles［J］．Networks and Spatial Economics，2016，17（2）：435-457. |
| 59 | WANG T， YANG B， CHEN C L，et al ．Wireless Charging Lane Deployment in Urban Areas Considering Traffic Light and Regional Energy Supply-Demand Balance ［C］∥Proceedings of 2019 IEEE 89th Vehicular Technology Conference （VTC2019-Spring）．Kuala Lumpur：IEEE，2019：1-5. |
| 60 | THEODOROPOULOS T， AMDITIS A， BERSENEFF B，et al ．Impact of dynamic EV wireless charging on the grid［C］∥Proceedings of 2014 IEEE International Electric Vehicle Conference （IEVC）．Florence：IEEE，2014：1-7. |
| 61 | RAKHYMBAY A， KHAMITOV A， BAGHERI M，et al ．Precise analysis on mutual inductance variation in dynamic wireless charging of electric vehicle［J］．Energies，2018，11（3）：624. |
| 62 | LI S， LIU Z， ZHAO H，et al ．Wireless power transfer by electric field resonance and its application in dynamic charging ［J］．IEEE Transactions on Industrial Electronics，2016，63（10）：6602-6612. |
| 63 | HE L， KONG L， GU Y，et al ．Evaluating the on-demand mobile charging in wireless sensor networks ［J］．IEEE Transactions on Mobile Computing，2015，14（9）：1861-1875. |
| 64 | HE J， HUANG H J， YANG H，et al ．An electric vehicle driving behavior model in the traffic system with a wireless charging lane ［J］．Physica A：Statistical Mechanics and its Applications，2017，481：119-126. |
| 65 | DEFLORIO F， CASTELLO L ．Dynamic charging-while-driving systems for freight delivery services with electric vehicles：traffic and energy modelling ［J］．Transportation Research Part C：Emerging Technologies，2017，81：342-362. |
| 66 | JIANG C P， LIU F， CHEN S，et al ．Adaptive dynamic programming based optimization scheduling for wireless mobile charging［C］∥Proceedings of IEEE 15th International Conference on Control and Automation （ICCA）．Scotland：IEEE，2019：1429-1434. |
| 67 | SCHWERDFEGER S， BOCK S， BOYSEN N，et al ．Optimizing the electrification of roads with charge-while-drive technology［J］．European Journal of Operational Research，2022，299（3）：1111-1127. |
| 68 | HWANG I， JANG Y J， KO Y D，et al ．System optimization for dynamic wireless charging electric vehicles operating in a multiple-route environment［J］．IEEE Transactions on Intelligent Transportation Systems，2018，19（6）：1709-1726. |
| 69 | MOUHRIM N， ALAOUI A E， BOUKACHOUR J ．Optimal allocation of wireless power transfer system for electric vehicles in a multipath environment［C］∥Proceedings of 2016 3rd International Conference on Logistics Operations Management （GOL）．Fez：IEEE，2016：1-7. |
| 70 | KO Y D， JANG Y J， LEE M S ．The optimal economic design of the wireless powered intelligent transportation system using genetic algorithm considering nonlinear cost function［J］．Computers & Industrial Engineering，2015，89：67-79. |
| 71 | DU J， PEI M， JIA B，et al ．Optimal deployment of dynamic wireless charging lanes for electric vehicles considering the battery charging rate［J］．Journal of Advanced Transportation，2022，2022：1-15. |
| 72 | LIU Z， SONG Z ．Robust planning of dynamic wireless charging infrastructure for battery electric buses［J］．Transportation Research Part C：Emerging Technologies，2017（83）：77-103. |
| 73 | LI H， LI J， WANG K，et al ．A maximum efficiency point tracking control scheme for wireless power transfer systems using magnetic resonant coupling［J］．IEEE Trans Power Electron，2015，30（7）：3998-4008. |
| 74 | LIU H， WANG D Z W ．Locating multiple types of charging facilities for battery electric vehicles［J］．Transportation Research Part B：Methodological，2017，103：30-55. |
| 75 | ZHANG X，REY D， WALLER S T ．Multitype recharge facility location for electric vehicles［J］．Computer-Aided Civil and Infrastructure Engineering，2018，33（11）：943-65. |
| 76 | NGO H， KUMAR A， MISHRA S ．Optimal positioning of dynamic wireless charging infrastructure in a road network for battery electric vehicles［J］．Transportation Research Part D：Transport and Environment，2020，85：102385. |
| 77 | MUBARAK M， üSTER H， ABDELGHANY K，et al ．Strategic network design and analysis for in-motion wireless charging of electric vehicles ［J］．Transportation Research Part E：Logistics and Transportation Review，2021，145：102179. |
| 78 | FERNANDEZ E， LEITNER M， LJUBIC I，et al ．Arc routing with electric vehicles：dynamic charging and speed-dependent energy consumption［J］．Transportation Science，2022，56（5）：1111-1408. |
| 79 | BI Z， KEOLEIAN G A， LIN Z，et al ．Life cycle assessment and tempo-spatial optimization of deploying dynamic wireless charging technology for electric cars ［J］．Transportation Research Part C：Emerging Technologies，2019，100：53-67. |
| 80 | RIEMANN R， WANG D Z W， BUSCH F ．Optimal location of wireless charging facilities for electric vehicles：Flow-capturing location model with stochastic user equilibrium ［J］．Transportation Research Part C：Emerging Technologies，2015，58：1-12. |
| 81 | HE F， YIN Y， ZHOU J ．Deploying public charging stations for electric vehicles on urban road networks ［J］．Transportation Research Part C：Emerging Technologies，2015，60：227-240. |
| 82 | LIU Z， SONG Z. Dynamic charging infrastructure deployment for plug-in hybrid electric trucks［J］．Transportation Research Part C：Emerging Technologies，2018，95：748-772. |
| 83 | ADIL M，ALI J， TA Q T H，et al ．A reliable sensor network infrastructure for electric vehicles to enable dynamic wireless charging based on machine learning technique［J］．IEEE Access，2020，8：187933-187947. |
| 84 | YANG M， LIU N， ZUO L，et al ．Dynamic charging scheme problem with actor-critic reinforcement learning［J］．IEEE Internet of Things Journal，2021，8（1）：370-380. |
| 85 | JIANG C， WANG Z， CHEN S，et al ．Attention-shared multi-agent actor-critic-based deep reinforcement learning approach for mobile charging dynamic scheduling in wireless rechargeable sensor networks［J］．Entropy （Basel），2022，24（7）：965. |
| 86 | 罗玉涛，刘秀田，梁伟强，等 ．延长锂离子电池寿命的电动汽车复合电源设计［J］．华南理工大学学报（自然科学版），2016，44（3）：51-59. |
| LUO Yu-tao， LIU Xiu-tian， LIANG Wei-qiang，et al ．Design of hybrid power system for prolonging lifespan of lithium-ion battery applied to electric vehicles ［J］．Journal of South China University of Technology（Natural Science Edition），2016，44（3）：51-59. | |
| 87 | 罗玉涛，谢斌，何小颤 ．电动汽车锂离子电池组参数辨识与SOC估计［J］．华南理工大学学报（自然科学版），2012，40（12）：79-85. |
| LUO Yu-tao， XIE Bin， HE Xiao-chan ．Parameter identification and SOC estimation of lithium-ion battery pack used in electric vehicles ［J］．Journal of South China University of Technology（Natural Science Edition），2012，40（12）：79-85. | |
| 88 | RAISEMCHE A， BOUKHNIFER M， LAROUCI C，et al ．Two active fault-tolerant control schemes of induction-motor drive in EV or HEV［J］．IEEE Transactions on Vehicular Technology，2014，63（1）：19-29. |
| 89 | DUNN B， KAMATH H， J-M TARASCON ．Electrical energy storage for the grid：a battery of choices［J］．Science，2011，334：928-935. |
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