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研究生: 陳克維
Chen, Ke-Wei
論文名稱: 波形渠道連接多孔性區域的熱交換增強:燃料電池優化設計
Enhancement of Heat Exchange in a Wavy Channnel Linked to a Porous Domain:Optimization Design for Fuel Cells
指導教授: 楊玉姿
Yang, Yue-Tzu
共同指導教授: 賴新一
Lai, Hsin-Yi Steven
學位類別: 碩士
Master
系所名稱: 工學院 - 機械工程學系
Department of Mechanical Engineering
論文出版年: 2013
畢業學年度: 101
語文別: 中文
論文頁數: 120
中文關鍵詞: 氣體擴散層波浪狀渠道正弦波型渠道最佳化全因子法基因演算法
外文關鍵詞: gas diffusion layer, wavy-like channel, wavy channels, CFD, numerical optimization, genetic algorithm
相關次數: 點閱:93下載:5
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  • 本文利用多參數之最佳化程序與實驗設計方法(DOE),以全因子法(full factorial experimental design)及基因演算法(genetic algorithm method)搭配計算流體力學(CFD),以數值模擬一氣體擴散層連接波浪狀/波形渠道。文中所述之模型基本上是以一質子交換膜燃料電池內之陽極氣體流道之流場與熱傳特性作數值研究。利用Forchheimer-Brinkman所推導之達西模型及多孔性材質之雙方程能量模型(two-equation energy model)描述多孔性材質內部的流場及熱傳特性,應用控制體積法結合SIMPLE法離散求解一三維穩態層流之橢圓偏微分方程問題。
    首先將波浪狀渠道之模擬結果與文獻中可用之結果作仔細的驗證,再針對波形渠道做進一步的研究。波形渠道數值計算的研究參數包含:雷諾數(Re)、波形振幅 α、波數β、擴散層孔隙率ε。研究探討的範圍為200≦Re≦1000,波形振幅0.1≦α≦0.3,波數2≦β≦10,擴散層孔隙率0.4≦ε≦0.5。
    文中提供雷諾數(Re)、波形振幅(α)、波數(β)、擴散層孔隙率(ε)四參數相互影響與局部紐賽數(Nu)和平均紐賽數(Nu)之比較。結果顯示有加入波浪狀及波型渠道的流道在計算局部紐賽數及平均紐賽數均明顯優於直流道的狀況,在入口處有最大值,而隨著流動方向而遞減,並且隨著雷諾數增加而提高。
    文中另外利用全因子法(full factorial experimental design)和基因演算法(genetic algorithm method)得到目標函數熱性能係數E(Thermal Performance Factor)與三設計參數波形振幅α、波數β、擴散層孔隙率ε之間的關係式,並得到在不同雷諾數下之最佳幾何外型。

    In this study, the multi-parameter constrained optimization procedure integrating the design of experiments (DOE), full factorial experimental design (FFED), genetic algorithm (GA) and computational fluid dynamics (CFD) is proposed to design a gas diffusion layer (GDL) linked to a wavy-like/wavy channel. This model is on the basis of an anode flow channel inside a proton exchange membrane fuel cells (PEMFC) and the fluid flow and heat transfer characteristics have been investigated numerically. The Forchheimer-Brinkman extended Darcy model and two-equation energy model are adopted to describe the fluid flow and heat transfer characteristics in the porous media. The elliptical, coupled, steady-state, three-dimensional governing partial differential equations for laminar forced convection are solved numerically using the finite volume approach. The two energy equations in porous media are solved using finite volume method with SIMPLE technique.
    Solutions within wavy-like channel are first validated with available results in the literature and wavy channel is further studied. Numerical computations are performed with wavy channel for the parameters studied Reynolds number (Re), wave amplitude α, wave number β and gas diffusion layer porosity ε in the range of 200≦Re≦1000, 0.1≦α≦0.3, 2≦β≦10, 0.4≦ε ≦0.5 respectively.
    The interactive effects of Re,α,β, and ε on the local Nusselt number (Nu) and average Nusselt number(Nu) are provided in this study. The results show that computations of local and average Nusselt number within wavy-like/wavy channel are enhanced compared to the straight channel. There is a maximum value of local Nusselt number at the entrance, and decrease as flow direction, and as the Reynolds number increases.
    In addition, the optimization of this problem is also presented by using full factorial experimental design and genetic algorithm(GA) method. The objective function E which is defined as Thermal Performance Factor has developed a correlation function with three design parameters, wave amplitude α, wave number β and gas diffusion layer porosity ε. According to the optimal results, optimum shape conditions were obtained at three different Reynolds numbers.

    摘要 I Abstract III 致謝 V 表目錄 X 圖目錄 XI 符號說 XV 第一章 緒論 1 1.1 前言 1 1.2 研究動機 2 1.3 燃料電池之文獻回顧 3 1.4 質子交換膜燃料電池數值模擬之文獻回顧 5 1.5 本文探討的主題及方法 10 第二章 理論分析 14 2-1 空間流場解析 14 2-2 邊界條件 19 2-3 紐賽數(Nusselt number)的計算 20 2-4 摩擦阻抗f (friction factor)的計算 21 第三章數值方法 22 3-1 概述 22 3-2 統御方程式的座標轉換 24 3-3 格點位置的配置. 27 3-4 統御方程式的離散 28 3-5 壓力修正方程式 31 3-6 差分方程式的解法 33 3-7 收斂條件 34 第四章 最佳化設計 36 4-1 概述 36 4-2 全因子法 37 4-3 迴歸分析 37 4-4 基因演算法 39 4-4.1 適應度 41 4-5.2 基本基因演算法算子 42 4-4.3 終止條件 45 第五章 結果與討論 49 5-1 模擬問題之概述 49 5-2 網格獨立測試與數值驗證 51 5-3 流場特性分析 53 5-3-1 速度向量 53 5-3-2 速度場分布 54 5-3-3 摩擦阻抗分佈 54 5-4 溫度及熱傳分析 55 5-4-1 溫度分佈 55 5-4-2 紐賽數(Nusselt number) 56 5-5 最佳化設計 58 第六章 結論與建議 111 6-1 結論 111 6-2 建議 113 參考文獻 115

    [1] L. Carrette, K.A. Friedrich, U. Stimming, “Fuel cells fundamentals
    and application”, Fuel Cells 2001, 1(1), 5-39
    [2] J.S. Yi, T.V. Nguyenm, “Multicomponent transport in porous electrodes
    of proton exchange membrane fuel cells using the interdigitated gas
    distributors”, Journal of Electrochemical Society 1999, 146, 38–45.
    [3] W.He, J.S. Yi,T.V. Nguyen,“Two-phase flow model of the cathode of
    PEM fuel cells using interdigitated Flow Fields”, AICHE Journal
    2000,46,2053–2064.
    [4] V.Gurau, “Two-dimensional model for proton exchange membrane fuel
    cells” ,AICHE Journal 1998,44,2410–2422.
    [5] D. Singh, D.M. Lu, N. Djilali, “A two-dimensional analysis of mass
    transport in proton exchange membrane fuel cells” International Journal
    of Engineering Science 1999,39,431-452
    [6] A. Kazim, “Modeling of performance of PEM fuel cells with
    conventional and interdigitated flow filed”, Journal of Applied
    Electrochemistry 1999,Vol. 29, pp.1409-1416 .
    [7] Z.H. Wang, C.Y. Wang, K.S. Chen, “Two-phase flow and transport in the
    air cathode of PEM fuel cells”, Journal of Power Sources 2001, 94,40–50.
    [8] L. You, H. Liu, “A two-phase flow and transport model for the cathode of
    PEM fuel cells” International Journal of Heat and Mass Transfer 2002,
    45,2277–2287.
    [9] A. Rowe, X. Li, “Mathematical modeling of proton exchange membrane
    fuel cells,” Journal of Power Sources 2001,102,82-96.
    [10] W.M. Yan, C.Y. Soong Falin Chen, H.S. Chu, “Effects of flow
    distributor geometry and diffusion layer porosity on reactant gas transport
    and performance of proton exchange membrane fuel cells”, Journal of
    Power Sources 2004, 125, 27-39.
    [11] E.Hontañón,M.J.Escudero, C.Bautista,P.L.Garcίa-Ybarra andL.Daza,
    “Optimisation of flow-field in polymer electrolyte membrane fuel cells
    using computational fluid dynamics techniques”, 2000, 86, 363-368.
    [12] K. Tüber, A. Oedegaard , M. Hermann, C. Hebling, “Investigation of
    fractal flow-fields in portable proton exchange membrane and direct
    methanol fuel cells”Journal of Power Sources 2004, 131, 175-181.
    [13] B.V.R. Kumar, P.V.S.N. Murthy, P. Singh, “Free convection heat transfer
    from an isothermal wavy surface in a porous enclosure”, International
    Journal for Numerical Methods in Fluids 1998, 28 , 633–661.
    [14] S. Mahmud, P.K. Das, N. Hyder, A.K.M.S. Islam, “ Free convection heat
    transfer in an enclosure with vertical wavy walls”, International Journal
    of Thermal Sciences 2002 , 41, 440–446.
    [15] A. Dalal, M.K. Das, “Laminar natural convection in an inclined
    complicated cavity with spatially variable wall temperature”,
    International Journal of Heat and Mass Transfer 2005, 48, 3833–3854.
    [16] Y. Varol, H.F. Oztop, “Free convection in a shallow wavy enclosure”,
    International Communications in Heat and Mass Transfer 2006, 33, 64–
    771.
    [17] Y. Varol, H.F. Oztop, “Buoyancy induced heat transfer and fluid flow
    inside a tilted wavy solar collector”, Building and Environment 2007, 42,
    2062–2071.
    [18] E. Abu-Nada, H.F. Oztop, “Numerical analysis of Al2O3/water
    nanofluids natural convection in a wavy walled cavity”, Numerical Heat
    Transfer Part A: Applications 2011, 59 , 403–419.
    [19] S. Shimpalee and S. Dutta, “Numerical predition of mass-exchange
    between cathode and anode channels in a PEM fuel cell”, International
    Journal of Heat and Mass Transfer 2001, 44, 2029-2042.
    [20] H. Heidary, M.J. Kermani, “Effect of nano-particles on forced
    convection in sinusoidalwall channel”, International Communications in
    Heat and Mass Transfer 2010, 37, 1520–1527.
    [21] A.A. Kornyshev, A.A. Kulikovsky, “Characteristic length of fuel and
    oxygen consumption in feed channels of polymer electrolyte fuel
    cells”Electrochimica Acta 2001, 46, 4389-4395.
    [22] H. Dohle, A. A. Kornyshev, A. A. Kulikovsky, J. Mergrl and Stolten,
    “The current voltage plot of PEM fuel cell with long feed channels”,
    Electrochemistry Communication 2001, Vol. 3, pp. 73-80.
    [23] L.R. Jordan , A.K. Shukla , T. Behrsing , N.R. Avery , B.C. Muddle , M.
    Forsyth, “Diffusion layer parameters influencing optimal fuel cell
    performance”, Journal of Power Sources 2000, 86, 250-254.
    [24] Broka, K., Ekdunge, P., “Modeling the PEM fuel cell cathode”,
    Journal of Applied Electrochemistry 1997 , 27, 281-289.
    [25] Soong, C.Y., Yan, W.M., Tseng, C.Y., Liu, H.C., Chen, F., Chu, H.S.,
    “Analysis of reactant gas transport in a PEM fuel cell with partially
    blocked fuel flow channels” , Journal of Power Sources 2005, 143,
    36-47.
    [26] Liu, H.C., Yan, W.M., Soong, C.Y., Chen, F., “Effects of baffle- blocked flow channel on reactant transport and cell performance of a proton
    exchange membrane fuel cell”, Journal of Power Sources 2005, 142,
    125-133.
    [27] M. Khakbaz-Baboli, M.J. Kermani, “A two-dimensional, transient,
    compressible isothermal and two-phase model for the air-side electrode of
    PEM fuel cells”, Electrochimica Acta 2008, 53, 7644–7654.
    [28] Jenn-Kun Kuo, Tzu-Hsiang Yen, Cha’o–Kuang Chen,
    “Three-dimensional numerical analysis of PEM fuel cells with straight
    and wave-like gas flow fields channels”, Journal of Power Sources
    2007, 11.065.
    [29] N. Khajeh-Hosseini-Dalasm, Kazuyoshi Fushinobu, Ken Okazaki,
    “Three-dimensional transient two-phase study of the cathode side of a
    PEM fuel cell”, International Journal of Hydrogen Energy 2010, 35,
    4234–4246.
    [30] H.Heidary, M.J.Kermani, “Enhancement of heat exchange in a wavy
    channel linked to a porous domain; a possible duct geometry for fuel
    cells.” International Communications in Heat and Mass Transfer 2011, 39,
    112-120.
    [31] Patankar S.V., “Numerical heat transfer and fluid flow”, McGraw-Hill,
    New York, 1980.
    [32] Thompson J.F., Thames F.C., Mastin C.W., “Automatic numerical
    generation of body-fitted curvilinear coordinate system for field
    containing any number of arbitrary two-dimensional bodies” , Journal of
    Computational Physics 1974, Vol. 15, pp.299-319.
    [33] Yang, C.H., “Computational fluid dynamics study of lower urinary tract system based on medical imaging technology”, Master Thesis, National
    Tsing Hua University, Taiwan, 2002.
    [34] Wu B.X., Gebremedhin K.G., “Numerical simulation flow field around
    a cow using 3-D body-fitted coordinate system”, Journal of Thermal
    Biology, Vol. 26 2001, pp.563-573.
    [35] Versteeg H.K., Malalasekera W., “An introduction to computational
    fluid dynamics-The finite volume method”, Longman, London, 1995.
    [36] Tannehill J.C., Anderson D.A., Pletcher R.H., “Computational fluid
    mechanics and heat transfer”, Taylor & Francis, Levittown, 1997.
    [37] Ferziger J.H., Peric M., “Computational methods for fluid flow”,
    Springer Verlag, New York, 2002.
    [38] Chung T.J., “Computational fluid dynamics”, Cambridge University
    Press, Cambridge, UK, 2002.
    [39] Bagley J.D., “The Behavior of adaptive system which employ genetic
    and correlation algorithm”, Dissertation Abstracts International 1967, Vol.
    28.
    [40] De Jong K.A., “An analysis of the behavior of a class of genetic
    adaptive systems,” PhD Dissertation, University of Michigan 1975, No.
    76~9381.
    [41] Goldberg D.E., “Genetic algorithms in search, optimization and machine
    learning,” Addison-Wesley, 1989.
    [42] Davis L.D., “Handbook of genetic algorithms”, Van Nostrand Reinhold,
    1991.
    [43] Koza J.R., “Genetic programming, on the programming of computers by
    means of natural selection, MIT Press, 1992.
    [44] 葉怡成, 高等實驗計算法(Advanced Design of Experiments),五南圖書公司, 2009.
    [45] 周明, 孫樹棟, 遺傳算法原理及應用(Genetic Algorithms: theory and
    applications), 國防工業出版社, 1999.

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