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研究生: 張庭維
Chang, Ting-Wei
論文名稱: 以混合田口粒子群演算法於鋰電池最佳四階段定電流充電模式之搜尋
Search for an Optimal Four-Stage Constant Current Charging Pattern for Li-Ion Batteries with Hybrid Taguchi-Particle Swarm Optimization
指導教授: 李建興
Lee, Chien-Hsing
學位類別: 碩士
Master
系所名稱: 工學院 - 系統及船舶機電工程學系
Department of Systems and Naval Mechatronic Engineering
論文出版年: 2018
畢業學年度: 106
語文別: 中文
論文頁數: 67
中文關鍵詞: 鋰離子電池田口方法粒子群演算法四階段定電流充電法
外文關鍵詞: Lithium-ion battery, Taguchi method, Particle Swarm Optimization (PSO), Four-Stage Constant Current Charge Method
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  • 近年來鋰離子電池的應用範圍愈加廣泛,不管是手持式電子產品亦或是電動載具,其大多採用鋰離子電池作為能量儲存裝置,故如何快速對電池充電並兼顧足過放電容量以及安全性為良好充電方法之關鍵。本文以四階段定電流充電法作為鋰離子電池之充電方式,提出利用粒子群最佳化演算法搭配兩個改良機制來搜尋四階段定電流充電法之最佳電流模式,同時紀錄實驗數據並加以分析,進而得出各階段最佳電流值。
    本文亦由實驗比較四階段定電流充電法與傳統定電流定電壓充電法之充電時間與放電容量兩種特性,前者以四種不同大小的定電流組合模式對電池進行充電,經實測,雖然其使用較大充電電流能大幅縮短充電時間,但因損失較大而導致可被使用之放電容量較差;反之,較小充電電流則能提升電池放電容量但又拉長整體充電時間,故如何組合出最佳之充電電流模式以達兼具兩者間之優點是重要的。本論文所提出之四階段定電流充電法相對於傳統定電流定電壓充電法,雖然會損失約5%之電池放電容量,但可縮減充電時間約43%。

    Nowadays lithium-ion batteries have become more increasingly used in various kinds of applications. Whether they are for handheld consumer electronics or electric vehicles, they all play a critical role in energy storage. Therefore, a well charging method of batteries is important and essential. To be a well charging method that delivers enough discharged capacity within shorter charge time and takes battery safety into account, this thesis applies a four-stage constant current charge (4SCC) method to charge lithium-ion batteries based on a hybrid Taguchi-based Particle Swarm Optimization (PSO) to find out the optimal charge pattern. In addition, experimental data were analyzed in order to obtain the optimal charge current in each stage for the 4SCC charge method.
    In addition, this thesis studies the characteristics of charge time and discharge capacity for lithium-ion batteries with the 4SCC charge method as compared to the conventional constant current – constant voltage (CCCV) charge method. Although the charge time will be shorter when charging with the higher charge current based on the experimental results, batteries charged with larger currents may decrease their life. In contrast, smaller charge currents may increase charge time but may increase battery life. Hence, it is important to find the correct charge current pattern to optimize both charge time and battery life. For the proposed 4SCC charge method, it remains 95% of battery usage capacity with a decrease of 43% recharge time when comparing to the CCCV charge method.

    目錄 頁次 摘要 i 誌謝 vi 目錄 vii 圖目錄 x 表目錄 xii 符號說明 xiv 第一章 緒論 1 1.1 前言 1 1.2 研究動機與目的 1 1.3 文獻回顧 2 1.4 本論文之貢獻 3 1.5 本論文之架構 4 第二章 鋰離子電池與充電技術之介紹 5 2.1 電池專有名詞介紹 5 2.2 二次電池簡介 6 2.3 鋰離子電池種類與特性 8 2.4 鋰離子電池構造及電化學反應 10 2.5 鋰離子電池等效模型 11 2.6 鋰離子電池充電技術 14 第三章 最佳化四階段充電電流模式之設計 18 3.1 前言 18 3.2 研究問題之描述 18 3.3 粒子群最佳化演算法 21 3.3.1 粒子群演算法之起源 22 3.3.2 粒子群演算法之原理 22 3.3.3 慣性權重 24 3.3.4 最大速度 26 3.3.5 PSO與其他演算法之比較 26 3.4 田口方法 28 3.4.1 田口方法實行步驟 30 3.4.2 信號雜訊比 32 3.4.3 直交表 33 3.5 利用PSO結合TM搜尋最佳四階段定電流充電模式 35 3.5.1 改良機制一 36 3.5.2 PSO-TM適應值評估 37 3.5.3 改良機制二 38 3.5.4 PSO-TM搜尋 40 第四章 實驗設置與實驗結果 51 4.1 實驗設置 51 4.2 電池篩選及活化 52 4.3 電池實驗充放電規則 53 4.4 實驗結果 54 4.4.1 第一次疊代 55 4.4.2 第二次疊代 55 4.4.3 第五次疊代 55 4.5 充電方法相關充電特性之比較 58 第五章 結論與未來展望 63 5.1 結論 63 5.2 未來展望 63 參考文獻 65

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