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研究生: 王郁涵
Wang, Yu-Han
論文名稱: 參與升降載輔助服務市場之停車場電動車分散式排程
Decentralized Scheduling for Parking Lot with Electric Vehicles in Ramping Ancillary Service Market
指導教授: 楊宏澤
Yang, Hong-Tzer
學位類別: 碩士
Master
系所名稱: 電機資訊學院 - 電機工程學系
Department of Electrical Engineering
論文出版年: 2018
畢業學年度: 106
語文別: 中文
論文頁數: 63
中文關鍵詞: 分散式架構充放電最佳化排程電動車差分演算法靈活升降載市場電池老化
外文關鍵詞: decentralized architecture, optimal scheduling of charging and discharging, electric vehicle (EV), differential evolution algorithm (DE), flexible ramping market (FRM), battery degradation
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  • 考量全球暖化以及政府政策的影響,各國使用電動車的占比日益增加,大量具有不確定性的電動車負載將加入電網中,造成區域線路過載、電網壅塞等問題。而電動車除了作為負載外,因電池特性可以在短時間內進行充電或放電,為電網提供即時電力供應需求,因此可透過一個管理系統規劃電動車充電與放電的最佳化排程,並統整大量電動車電力,向電網提供輔助服務。
    本論文旨在同時實現停車場經營者的最大利潤與電動車用戶的最低成本,背景為在現有停車場中安裝電動車充電樁,以資源有限的情況下最佳化電動車的整體排程,並參與輔助服務市場機制。此外,本文亦考量因參與升/降載輔助服務市場而產生的電池老化損失,將此成本加入目標函式中。所使用分散式差分演算法最佳化排程乃應用於商業區之停車場,故採用其行為機率模型。在模擬結果中比較分析電價資訊與升降載輔助服務市場參與程度對排程結果的關聯性,並探討用戶行為對各別成本的影響。電動車排程結果表明商業形停車場參與升降載輔助服務市場是可行的。

    This thesis is aimed at realizing the maximum profits of parking lot owners and the minimum cost of EV users at the same time. The background is to install EV charging stations in a parking lot with limited power resources to optimize the overall schedule of EVs and participate in the market mechanism for supporting services. In addition, this thesis also considers the loss of battery degradation due to participating in the ancillary market and adds this cost to the objectives function. The decentralized differential evolution (DE) algorithm for optimal scheduling is applied in the commercial parking lot with the user's probabilistic behavior models simulated. In the simulation results, the relevance of electricity price information and ramping ancillary service market participation are compared and analyzed. The impact of user behavior on individual costs are discussed as well.
    Key words: decentralized architecture, optimal scheduling of charging and discharging, electric vehicle (EV), flexible ramping market (FRM), battery degradation

    目錄 摘要 I EXTENDED ABSTRACT II 致謝 V 目錄 VI 圖目錄 IX 表目錄 XII 第一章 緒論 1 1.1 研究背景與動機 1 1.2 文獻回顧 2 1.3 研究方法與貢獻 7 1.4 論文架構 8 第二章 電動車停車場系統模型 9 2.1 簡介 9 2.2 電動車停車場系統介紹 9 2.2.1 系統架構 9 2.2.2 各階層功能介紹 10 2.2.3 充電站充放電模式 11 2.3 電力市場機制 14 2.3.1 時間電價 14 2.3.2 靈活升降載市場 16 第三章 分散式電動車最佳化排程 19 3.1 簡介 19 3.2 本文所提之分散式最佳化排程 19 3.2.1 分散式最佳化演算法之流程 19 3.2.2 系統金流 22 3.2.3 電動車之動態規劃方式 22 3.3 最佳化問題描述 24 3.3.1 電動車用戶成本與聚合商獲利 24 3.3.2 目標函式 26 3.3.3 電動車之電池老化成本 26 3.3.4 系統總負載限制 28 3.3.5 限制式 29 3.4 最佳化差分演算法 30 第四章 案例模擬與結果分析 34 4.1 簡介 34 4.2 模擬系統介紹 34 4.2.1 停車場系統參數 34 4.2.2 電動車相關參數 36 4.2.3 加州電力市場 40 4.3 分析電動車排程結果 43 4.3.1 加州電價模式 43 4.3.2 輔助服務市場需求 49 4.3.3 電動車用戶行為與獲利 55 第五章 結論與未來研究方向 57 5.1 結論 57 5.2 未來研究方向 58 參考文獻 59

    參考文獻
    [1] L. Jian, H. Xue, G. Xu, X. Zu, D. Zhao, and Z. Y. Shao, “Regulated Charging of Plug-in Hybrid Electric Vehicles for Minimizing Load Variance in Household Smart Microgrid,” IEEE Trans. Ind. Electron., vol. 60, no. 8, pp. 3218-3226, Aug. 2013.
    [2] Y. Mou, H. Xing, Z. Lin, and M. Fu, “Decentralized Optimal Demand-Side Management for PHEV Charging in a Smart Grid,” IEEE Trans. Smart Grid, vol. 6. no. 2, pp.726-736, Mar. 2015.
    [3] K. Qian, C. Zhou, M. Allan and Y. Yuan, “Modeling of Load Demand Due to EV Battery Charging in Distribution Systems,” IEEE Transactions on Power Systems, vol. 26, no. 2, pp. 802-810, May 2011.
    [4] J. A. P. Lopes, F. J. Soares and P. M. R. Almeida, “Identifying Management Procedures to Deal with Connection of Electric Vehicles in the Grid,” 2009 IEEE Bucharest Power Tech, Bucharest, 2009, pp. 1-8.
    [5] K. Clement-Nyns, E. Haesen, and J. Driesen, “The Impact of Charging Plug-In Hybrid Electric Vehicles on a Residential Distribution Grid,” IEEE Trans. Power Syst., vol. 25, no. 1, pp. 371-380, Feb. 2010.
    [6] H. Xing, M. Fu, Z. Lin, and Y. Mou, “Decentralized Optimal Scheduling for Charging and Discharging of Plug-In Electric Vehicles in Smart Grids,” IEEE Trans. Power Syst., vol. 31, no. 5, pp. 4118-4126, Sep. 2016.
    [7] M. Tabari, and A. Yazdani, “An Energy Management Strategy for a DC Distribution System for Power System Integration of Plug-In Electric Vehicles,” IEEE Trans. Smart Grid, vol. 7, no. 2, pp. 659-667, Mar. 2016.
    [8] Y. He, B. Venkatesh, and L. Guan, “Optimal Scheduling for Charging and Discharging of Electric Vehicles,” IEEE Trans. Smart Grid, vol. 3, no. 3, pp. 1095-1105, Sep. 2012.
    [9] A. Karnama, F. O. Resende and J. A. P. Lopes, “Optimal Management of Battery Charging of Electric Vehicles: A New Microgrid Feature,” 2011 IEEE Trondheim Power Tech, Trondheim, 2011, pp. 1-8.
    [10] A. S. Masoum, S. Deilami, P. S. Moses, M. A. S. Masoum, and A. Abu-Siada, “Smart Load Management of Plug-In Electric Vehicles in Distribution and Residential Networks with Charging Stations for Peak Shaving and Loss Minimization Considering Voltage Regulation,” IET Gen., Transm., Distrib., vol. 5, no. 8, pp. 877–888, Aug. 2011.
    [11] S. Deilami, A. S. Masoum, P. S.Moses, and M. A. S. Masoum, “Realtime Coordination of Plug-In Electric Vehicle Charging in Smart Grids to Minimize Power Losses and Improve Voltage Profile,” IEEE Trans. Smart Grid, vol. 2, no. 3, pp. 456–467, Sep. 2011.
    [12] E. Sortomme, M. M. Hindi, S. D. J. MacPherson, and S. S. Venkata, “Coordinated Charging of Plug-In Hybrid Electric Vehicles to Minimize Distribution System Losses,” IEEE Trans. Smart Grid, vol. 2, no. 1, pp. 198–205, Mar. 2011.
    [13] S. Acha, T. C. Green and N. Shah, “Effects of Optimised Plug-In Hybrid Vehicle Charging Strategies on Electric Distribution Network Losses,” IEEE PES T&D 2010, New Orleans, LA, USA, 2010, pp. 1-6.
    [14] Y. Cao, S. Tang, C. Li, P. Zhang, Y. Tan, Z. Zhang, and J. Li, “An Optimized EV Charging Model Considering TOU Price and SOC Curve,” IEEE Transactions on Smart Grid, vol. 3, no. 1, pp. 388-393, March 2012.
    [15] E. L. Karfopoulos and N. D. Hatziargyriou, “A Multi-Agent System for Controlled Charging of a Large Population of Electric Vehicles,” IEEE Transactions on Power Systems, vol. 28, no. 2, pp. 1196-1204, May 2013.
    [16] M. Moeini-Aghtaie, H. Farzin, M. Fotuhi-Firuzabad and R. Amrollahi, “Generalized Analytical Approach to Assess Reliability of Renewable-Based Energy Hubs,” IEEE Transactions on Power Systems, vol. 32, no. 1, pp. 368-377, Jan. 2017.
    [17] H. Farzin, M. Moeini-Aghtaie and M. Fotuhi-Firuzabad, “Reliability Studies of Distribution Systems Integrated with Electric Vehicles Under Battery-Exchange Mode,” IEEE Transactions on Power Delivery, vol. 31, no. 6, pp. 2473-2482, Dec. 2016.
    [18] L. Cheng, Y. Chang and R. Huang, “Mitigating Voltage Problem in Distribution System with Distributed Solar Generation Using Electric Vehicles,” IEEE Transactions on Sustainable Energy, vol. 6, no. 4, pp. 1475-1484, Oct. 2015.
    [19] A. S. Masoum, S. Deilami, A. Abu-Siada and M. A. S. Masoum, “Fuzzy Approach for Online Coordination of Plug-In Electric Vehicle Charging in Smart Grid,” IEEE Transactions on Sustainable Energy, vol. 6, no. 3, pp. 1112-1121, July 2015.
    [20] Y. O. Assolami and W. G. Morsi, “Impact of Second-Generation Plug-In Battery Electric Vehicles on the Aging of Distribution Transformers Considering TOU Prices,” IEEE Transactions on Sustainable Energy, vol. 6, no. 4, pp. 1606-1614, Oct. 2015.
    [21] C. Zhou, K. Qian, M. Allan and W. Zhou, “Modeling of the Cost of EV Battery Wear Due to V2G Application in Power Systems,” IEEE Transactions on Energy Conversion, vol. 26, no. 4, pp. 1041-1050, Dec. 2011.
    [22] S. B. Peterson, J. Apt, and J. Whitacre, “Lithium-Ion Battery Cell Degradation Resulting from Realistic Vehicle and Vehicle-to-Grid Utilization,” J. Power Sources, vol. 195, pp. 2385–2392, 2010.
    [23] S. Han, S. Han, and H. Aki, “A Practical Battery Wear Model for Electric Vehicle Charging Applications,” Appl. Energy, vol. 113, pp. 1100–1108, 2014.
    [24] J. D. Bishop, C. J. Axon, D. Bonilla, M. Tran, D. Banister, and M. D. McCulloch, “Evaluating the Impact of V2G Services on the Degradation of Batteries in PHEV and EV,” Appl. Energy, vol. 111, pp. 206–218, 2013.
    [25] O. Kolawole and I. Al-Anbagi, “Optimizing Electric Vehicles Charging Cost for Frequency Regulation Support in a Smart Grid,” 2017 IEEE Electrical Power and Energy Conference (EPEC), Saskatoon, SK, 2017, pp. 1-6.
    [26] H. Farzin, M. Fotuhi-Firuzabad and M. Moeini-Aghtaie, “A Practical Scheme to Involve Degradation Cost of Lithium-Ion Batteries in Vehicle-to-Grid Applications,” IEEE Transactions on Sustainable Energy, vol. 7, no. 4, pp. 1730-1738, Oct. 2016.
    [27] C. Bordin, H. Oghenetejiri-Anuta, A. Crossland, I. Lascurain-Gutierrez, C. J. Dent and D. Vigo, “A Linear Programming Approach for Battery Degradation Analysis and Optimization in Offgrid Power Systems with Solar Energy Integration,” Renewable Energy, vol. 101, pp. 417–430, Feb 2017.
    [28] N. Navid and G. Rosenwald, “Market Solutions for Managing Ramp Flexibility With High Penetration of Renewable Resource,” IEEE Transactions on Sustainable Energy, vol. 3, no. 4, pp. 784-790, Oct. 2012.
    [29] H. Ye and Z. Li, “Deliverable Robust Ramping Products in Real-Time Markets,” IEEE Transactions on Power Systems, vol. 33, no. 1, pp. 5-18, Jan. 2018.
    [30] B. Zhang and M. Kezunovic, “Impact on Power System Flexibility by Electric Vehicle Participation in Ramp Market,” IEEE Transactions on Smart Grid, vol. 7, no. 3, pp. 1285-1294, May 2016.
    [31] 張軒誌,「應用模型預測控制法於電動車充電站店能運轉規劃」,2014年6月
    [32] 台達電子工業股份有限公司, 台達電動車交流充電器. [Online]. Available: http://www.deltaww.com/Products/CategoryListT1.aspx?CID=0807&PID=3913&hl=zh-TW&Name=AC+Slim+II [Accessed 29 May. 2018].
    [33] 台達電子工業股份有限公司, 台達電動車交流充電柱規格. [Online]. Available: http://www.deltaww.com/filecenter/Products/Download/08/0806/pdf/LF_EVCS_AC_T_1_TC_V1.pdf [Accessed 29 May. 2018].
    [34] California ISO, Daily Renewables Watch, 9 Apr. 2017. [Online]. Available: http://content.caiso.com/green/renewrpt/20170409_DailyRenewablesWatch.pdf [Accessed 4 Jun. 2018].
    [35] California ISO, Flexible Resources to Help Renewables-Fast Facts, 11 Nov. 2016. [Online]. Available: http://www.caiso.com/Documents/Flexibleresourceshelprenewables_FastFacts.pdf [Accessed 4 Jun. 2018].
    [36] California ISO, Flexible Ramping Product Revised Draft Technical Appendix, 11 Nov. 2015. [Online]. Available: http://www.caiso.com/Documents/TechnicalAppendix-FlexibleRampingProduct.pdf [Accessed 4 Jun. 2018].
    [37] California ISO, Flexible Ramping Product Performance Discussion, 2 Feb. 2018. [Online]. Available: https://www.caiso.com/Documents/Presentation-FlexibleRampingProductPerformanceDiscussionFeb22018.pdf [Accessed 4 Jun. 2018].
    [38] R. Storn and K. Price, “Minimizing the Real Functions of the ICEC'96 Contest by Differential Evolution. in Evolutionary Computation,” Proceedings of IEEE International Conference, 1996.
    [39] 李維平, 簡璟蔚和蔡宛庭 “Improving the Performance of Differential Evolution Algorithm with Modified Mutation Factor,” Journal of Advanced Engineering, vol. 6, no. 4, pp. 255-261 Oct. 2011.
    [40] John P. Rugh, Ahmad Pesaran and Kandler Smith, “Electric Vehicle Battery Thermal Issues and Thermal Management Techniques,” NREL, SAE 2011 Alternative Refrigerant and System Efficiency Symposium, Sep. 2011. [Online]. Available: https://www.nrel.gov/docs/fy13osti/52818.pdf [Accessed 18 Jun. 2018].
    [41] 謝致慧(2006),賣場規劃與管理,五南文化事業機構,台灣。
    [42] 2017非生產性質行業能源查核年報,單位面積耗電需量,[Online]. Available: http://www.ecct.org.tw/Knowledge/knowledge_more?id=c9c4ba0635464429bf1386363b33520d [Accessed 21 Jun. 2018].
    [43] Battery University, BU-1003: Electric Vehicle (EV), [Online]. Available: http://batteryuniversity.com/learn/article/electric_vehicle_ev [Accessed 21 Jun. 2018].
    [44] J. Sears, D. Roberts and K. Glitman, “A Comparison of Electric Vehicle Level 1 and Level 2 Charging Efficiency,” 2014 IEEE Conference on Technologies for Sustainability (SusTech), Portland, OR, 2014, pp. 255-258.
    [45] J. Smart. and S. Schey, “Battery Electric Vehicle Driving and Charging Behavior Observed Early in the EV Project,” Society of Automotive Engineers World Congress 2012, April 2012.
    [46] K. Yunus, H. Z. De La Parra and M. Reza, “Distribution Grid Impact of Plug-In Electric Vehicles Charging at Fast Charging Stations Using Stochastic Charging Model,” Proceedings of the 2011 14th European Conference on Power Electronics and Applications, Birmingham, 2011, pp. 1-11.

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