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研究生: 林孟緯
Lin, Meng-Wei
論文名稱: 參與需量反應之工廠電動車停車場規劃與管理
Planning and Management of Factory EV Charging Station for Participation in Demand Response
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: 2022
畢業學年度: 110
語文別: 中文
論文頁數: 66
中文關鍵詞: 三班制工廠充電樁規劃儲能系統太陽能電池契約容量需量反應
外文關鍵詞: three-shift factory, planning for charging point(CP), energy storage system(ESS), solar cell, contracted capacity, demand response(DR)
相關次數: 點閱:110下載:8
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  • 由於近年環保意識抬頭,電車取代 傳統燃油車輛漸成國際主流趨勢。工廠及商辦大樓 占 我國用電大戶比例 最多,在政府政策及國際區 趨勢 促使下,自設再生能源及充電樁之需求日益提升,然而導入分散式電力資源將對用戶之用電環境產生新的影響與衝擊,需要妥善實施系統規劃並導入電能管理系統 ,以促使降低投資成本與操作成本 並 穩定電力品質 。
    本文主要以國內某大型三班制 工廠 為案例,使用 雙層之最佳化 規劃 方法。考慮快慢充電樁數量 、儲能系統與契約容量規劃 此外 亦 考慮工廠基本生產負載、多種的電動車類型、電動車 不確定性、 太陽能不確定性 及實際需量競價之得標情況。最佳化方法之 外層使用 差分進化 演算法求出最小 規劃 成本,於內層使用 混合整數線性規劃演算法(MILP)並 搭配三段式時間電價求出最小管理成本。結果顯示 雖然目前需量反應之結清價較低,導致總成本無法有效降低,但隨著智慧電網與電車取代燃油車的快速發展下,用電大戶場域規劃建置再生能源有助於降低用電成本以及參與多種輔助服務套利。本文所提出之 相關內容未來可供工廠或電動車充電站營運商作為系統規劃參考 。

    In recent years, the governments around the world launched the policy to replace traditional generators by renewable energy and replace internal combustion engine vehicles (ICEVs) by electric vehicles (EVs) due to the increasing the awareness of environmental protection. And then, it is the aim of Net Zero Carbon Emissions (NZCE). In us country, the energy-heavy customers mainly include factories and commercial buildings. In order to encourage the customers to build the renewable energy, the government promote the policy is energy-heavy terms. The content in energy-heavy terms shows that the customers will build the 10% of contracted capacity before 2025. All of above, how to build the renewable energy is very important for each energy-heavy customer. Besides, building the charging points (CPs) also must be consider in renewable energy. If EVs aggregate a lot and stay for long time, sum of EV can be regard as energy storage systems (ESSs). EVs are not only the characteristic of shedding load within ESSs, they are the characteristic of mobility.
    In this study, we proposed the two-tier planning and management. We consider as the number of workday and holiday for EVs, uncertainty with EVs, uncertainty with photovoltaics (PVs), replacement for battery of ESS, interest rate and the rate of descent with battery of ESSs. First tier is to optimize the minimal total cost by differential evolution (DE), and second tier is to optimize the minimal operating cost by mixed-integer linear programming (MILP).
    In simulated resulted and analysis, we assume the clearing price as bidding price and compare four cases include participation with or without DR, different CP`s cost, different ESS`s battery cost and changing the bidding price in the future. In comparison of participation with or without DR, they show no participation in DR is the best because the clearing prices are quite lower. In comparison of different CP`s cost, they show that it replaces ESSs with DC CPs when the cost with CPs is 20% discount and over. In comparison of different ESS`s battery cost, they show that it expands the more capacity with ESSs when the cost with battery of ESSs is 20% discount and over. In comparison of changing the bidding price in the future, they show that the net income increases when bidding prices increase.

    EXTENDED ABSTRACT III 致謝 IX 目錄 X 圖目錄 XIII 表目錄 XIV 第一章 緒論 1 1.1 背景與動機 1 1.2 文獻回顧 3 1.3 研究方法與貢獻 5 1.4 論文架構 5 第二章 系統架構與設備種類 6 2.1 系統架構介紹 6 2.2 太陽能系統種類 7 2.3 電池種類 8 2.4 充電樁總類 10 2.5 電力市場 11 2.5.1 電價費率 12 2.5.2 輔助服務市場 12 第三章 最佳化演算法問題描述 20 3.1 流程圖 20 3.2 目標函式與限制式 22 3.2.1 規劃最佳化之目標函式 22 3.2.2 規劃最佳化之限制式 28 3.2.3 調度管理最佳化之目標函式 30 3.2.4 調度管理最佳化之限制式 33 3.3 最佳化模型 36 3.3.1 蒙地卡羅方法 36 3.3.2 k-means 分群演算法 37 3.3.3 差分進化演算法 37 3.3.4 混合整數線性規劃(MILP) 40 第四章 模擬結果與分析 42 4.1 參數設定 42 4.1.1 規劃與操作最佳化之參數 42 4.1.2 電動車參數 45 4.1.3 模擬案例分群 47 4.2 模擬結果與分析 49 4.2.1 參與需量反應與否 49 4.2.2 充電樁成本比較 51 4.2.3 儲能電池成本比較 53 4.2.4 未來需量反應得標價改變 55 第五章 結論與未來展望 58 5.1 結論 58 5.2 未來展望 59 參考資料 60

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