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研究生: 康嘉興
Jia-Sing Kang
論文名稱: 應用粒子群演算法於微型電網電力調度之研究
Study on Microgrid Power Dispatch by Particle Swarm Optimization
指導教授: 陳在相
Tsai-Hsiang Chen
口試委員: 辜志承
Jyh-Cherng Gu
楊金石
none
蔡孟伸
none
學位類別: 碩士
Master
系所名稱: 電資學院 - 電機工程系
Department of Electrical Engineering
論文出版年: 2013
畢業學年度: 101
語文別: 中文
論文頁數: 106
中文關鍵詞: 粒子群演算法微型電網電力調度
外文關鍵詞: PSO, microgrid, power dispatch
相關次數: 點閱:278下載:13
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  • 本論文應用慣性權重粒子群演算法於微型電網之電力調度。首先,鑑於微型電網中之風力發電與太陽能發電系統,其發電量分別受風速與日照影響,具相當之不穩定性,本文採用商用軟體Solar Pro來建立太陽能發電系統模型,並模擬其發電量;風力發電系統部分則採韋伯機率密度分佈及實際日風速變化資料來模擬及計算其發電量。其次,本文以國內某研究單位所建構之微型電網示範系統為範例系統,以電力潮流解析法為基礎,建構微型電網之最適電力調度法則。除此之外,本論文尚利用MATLAB模擬軟體,開發出一套最佳化粒子群演算法,可在滿足負載需求與各項運轉限制條件下,充分有效利用風力發電及太陽能發電系統之發電量,最適化微型渦輪機與儲能設備之運轉調度。所開發之電力調度程式適用於併網及孤島兩種運轉模式,而利用粒子群演算法可求解出最佳市電購售電及電池充放電等各調度情況,使得微型電網之電力調度更富彈性。模擬結果顯示,本文所提出之方法確實可行,可提供為微型電網系統即時控制與調度之參考。


    This thesis applies inertia weight particle swarm optimization (PSO) algorithm to microgrid power dispatch. First of all, the power generation of wind turbine and solar photovoltaic (PV) system depend on the wind speed and sunlight, respectively, having considerable instability. In this study, a commercial software Solar Pro is used to create a solar PV system model and to simulate their power generation. The Weibull probability density distribution and actual daily wind speed data are used to create a wind speed model and calculate its power generation. Secondly, a microgrid pilot demonstration system constructed by a research institute of Taiwan was selected as a sample system and microgrid optimal power dispatch rules based on power flow analysis was proposed. In addition, this paper uses the MATLAB simulation software to develop a set of optimized particle swarm algorithm that can meet the load demand and the operating restrictions. The operation scheduling optimization of micro-turbines and energy storage equipment can be achieved with the full and effective use of wind power and Solar photovoltaic system. Power dispatch program developed can be applied to the grid-connected and the islands modes, and the use of the particle swarm algorithm can solve the optimal power dispatch problems considering the power purchase and battery management. Simulation results show that the proposed method is feasible and may provide a valuable reference for real-time control and dispatch of a micro-grid system.

    中文摘要I 英文摘要II 誌謝III 目錄IV 圖表索引VII 第一章緒論1 1.1研究背景與動機1 1.2研究方法與步驟2 1.3研究貢獻3 1.4論文架構4 第二章微型電網系統介紹與發展近況6 2.1前言6 2.2微型電網簡介6 2.3國外微型電網發展近況13 2.3.1美國13 2.3.2日本14 2.3.3歐洲17 2.3.4中國19 2.3.5韓國20 2.4國內微型電網發展近況21 2.4.1台灣電力公司21 2.4.2核能研究所23 2.5微型電網運轉模式24 2.5.1併網運轉模式24 2.5.2孤島運轉模式25 2.6結語25 第三章微型電網系統電力調度模型26 3.1前言26 3.2微型電網系統單線圖26 3.3微型電網設備模型建構28 3.3.1負載28 3.3.2微型渦輪機29 3.3.3風力發電機32 3.3.3.1實際風速35 3.3.3.2韋伯機率風速39 3.3.4太陽能發電機46 3.3.5儲能電池47 3.4台灣購售電價規範48 3.5電力調度之目標函數與限制式49 3.6結語52 第四章粒子群演算法53 4.1前言53 4.2粒子群演算法簡介53 4.3粒子群演算法之求解流程56 4.4應用粒子群演算法於微型電網調度之求解流程58 4.5結語61 第五章模擬分析62 5.1前言62 5.2模擬參數62 5.3併網運轉模擬分析63 5.3.1實際風速之併網運轉分析63 5.3.2韋伯機率風速之併網運轉分析68 5.3.3綜合探討72 5.4孤島運轉模擬分析75 5.4.1實際風速之孤島運轉分析75 5.4.2韋伯機率風速之孤島運轉分析78 5.4.3綜合探討82 5.5結語84 第六章結論與未來研究方向85 6.1結論85 6.2未來研究方向87 參考文獻88 附錄92 作者介紹106

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