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研究生: 彭國儒
Peng, Guo-Ru
論文名稱: 複材機翼拓撲最佳化設計
Topology Optimization Design of the Composite Wing
指導教授: 胡潛濱
Hwu, Chyan-Bin
學位類別: 碩士
Master
系所名稱: 工學院 - 航空太空工程學系
Department of Aeronautics & Astronautics
論文出版年: 2021
畢業學年度: 109
語文別: 中文
論文頁數: 91
中文關鍵詞: 複合材料拓撲最佳化參數最佳化類神經網路
外文關鍵詞: Composite materials, Topology Optimization, Parameter Optimization, Artificial Neural Network
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  • 拓撲最佳化發展至今已行之有年,許多商用有限元素軟體(如:ANSYS)也發展出相關的模組供使用者模擬分析,但目前並非所有元素皆有支援,如:薄殼元素並不適用於此模組,因此欲利用薄殼元素拓撲最佳化複合材料疊層板問題時,商用軟體將不予以進行分析。為了擴展拓撲最佳化的適用範圍,本文前半部份是從師門發展之機翼數學模型出發,並於正向性材料的勁度矩陣中加入兩個設計變數:元素材料密度、疊層纖維排向,考慮數個疊層板加工製造的限制條件,計算出模型剛度矩陣,並以此剛度矩陣所求解之位移量作為目標值進行複材機翼拓撲最佳化設計。
    本文後半部份為說明兩種商用軟體應用之方法,目的在於後續驗證及比較複材機翼最佳化之結果,包含:(1) MATLAB最佳化與ANSYS APDL之結合、(2)MATLAB類神經網路與最佳化之結合。並於第五章考慮三種疊層板鋪排方式的數值範例,探討複材機翼拓撲最佳化後,其蒙皮的材料分布情形。

    Topology Optimization has been developed for many years. Many commercial finite element software (such as ANSYS) have also developed related modules for users to simulate and analysis, but not all elements are currently supported, such as: shell elements are not suitable for this module. Therefore, commercial software cannot simulate the topology-optimized composite laminate problem through the shell element. In order to expand the scope of application of topology optimization, the first half of this article starts from the mathematical model of the wing developed by our laboratory. Adding two design variables to the stiffness matrix of the Orthotropic Material: I. Topology Design variables, II. Angle design variables, considering constraints of laminated manufacturing, then calculate the model stiffness matrix, and use the displacement calculated by the stiffness matrix as the target to optimize this problem.
    The second half of this article will explain the application methods of these two commercial software, including: I. Combination of MATLAB optimization and ANSYS APDL, II. Combination of MATLAB neural network and optimization. The purpose is to verify and compare the results of composite wing optimization. In Chapter 5, numerical examples considering three laminate layout methods, and the material distribution of the skin of the composite wing is discussed.

    摘要 I Abstract II 致謝 VII 目錄 VIII 表目錄 X 圖目錄 XII 符號說明 XIV 第壹章 緒論 1 1.1研究目的 1 1.2文獻回顧 2 1.3本文架構 2 第貳章 複材機翼有限元素模型 4 2.1複材機翼結構模擬 5 2.2有限元素模型 ─ 全方位樑元素 6 2.3拓撲模型建立 12 2.4拓撲模型驗證 14 2.4.1問題描述 14 2.4.2元素選用 15 2.4.3定義材料屬性 17 2.4.4結果與討論 19 第參章 拓撲最佳化 20 3.1複材拓撲最佳化 20 3.2目標函數 22 3.3設計變數 22 3.4兩極化技術 25 3.5限制條件 28 3.6最佳化數學列式 34 第肆章 商用軟體之應用 40 4.1方法一:MATLAB最佳化與ANSYS APDL之結合 40 4.1.1結合之流程 40 4.1.2結合之範例 47 4.2方法二:MATLAB類神經網路與最佳化之結合 49 4.2.1類神經網路之架構與訓練方式 49 4.2.2類神經網路法結合最佳化設計之範例 53 第伍章 複材機翼數值範例 56 5.1範例一:單區域拓撲最佳化設計 56 5.2範例二:多區域拓撲最佳化設計 62 5.3範例三:單區域尺寸最佳化設計 70 第陸章 結論與建議 79 參考文獻 80 附錄A 82 整數最佳化方法 82 附錄B 88 類神經網路訓練 88

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