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研究生: 林豐山
Lin, Fong-Shan
論文名稱: 應用遺傳演算法於人因握把評估
Evaluation of Ergonomic Handle Design Using Genetic Algorithms
指導教授: 謝孟達
Shieh, Meng-Dar
學位類別: 碩士
Master
系所名稱: 規劃與設計學院 - 工業設計學系
Department of Industrial Design
論文出版年: 2007
畢業學年度: 95
語文別: 中文
論文頁數: 115
中文關鍵詞: 電腦輔助設計手工具設計肌電訊號遺傳演算法
外文關鍵詞: Computer Aided Design, Hand Tools Design, Electromyography(EMG), Genetic Algorithms
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  • 本研究目的在於建立一人因握把輔助設計系統,以客製化產生符合特定抓握姿勢的握把造形。首先推導握把截面多項式,該多項式的變數包括手指關節點位置和曲線的曲率值。利用此多項式繪製出握把截面的造形,並結合遺傳演算法的基因編碼與適存函式(fitness function)的設定,演化出最適合使用者的握把造形。
    以手工具為例,握把的造形與人因的考量是非常重要的,若長期抓握不適合的握把,容易導致肌肉與手腕的傷害。但是,目前大部分的握把造形設計,僅考量握把的尺寸與製造的方便,較少考量握把曲面特性對使用者的影響。然而,曲面造形設計仰賴設計師的直覺與經驗,設計過程不僅消耗許多時間,更缺乏人因評估的準則。
    本研究藉由截面多項式與遺傳演算法,發展一套人因握把輔助設計系統。該系統的功能,主要為自動化衍生新的握把造形,在衍生的過程中導入人因的準則,做為造形最佳化的依據。該輔助系統由Visual C++配合OpenGL函式庫所建立,以提供完整的視覺效果與友善的操作介面。最後,利用此系統設計一人因握把,並以一套人因實驗評估該握把的舒適度。
    實驗的項目包括抓握姿勢的測試、問卷調查與肌電量測三大部分。由實驗的結果與分析後可發現,在垂直施力時,使用人因握把較不易造成肌肉疲勞,且用力抓握時,使用人因握把較能分散手掌壓力,避免手掌虎口處過度用力。

    The goal of this research is to develop a computer-aided ergonomic handle design system, which produces handle styling by specific grip postures. First of all, establish the cross-section polynomial by means of variables that evolve from positions of the fingers and curvatures of the curves. The appropriate handle styling is presented by the approach combined the cross-section polynomial with setting of fitness function of the real-coded genetic algorithm.
    For hand tools, the handle styling and ergonomic considerations are very important. A long-term use of an immoderate handle will cause discomfort, or do harm to wrists and muscles. However, considerations of handle design mostly are about the manufacture and size of handle, and the influence of handle surface characteristics is seldom included. Besides, the handle design procedures rely on the experience and intuition of designers, it would cost much time and lack for evaluations of ergonomic standards.
    In this paper, we develop a computer-aided ergonomic handle design system by means of cross-section polynomial and genetic algorithm. According to ergonomic considerations, the primary objective of the system is to create systematic approach, including handle shape design automation and handle shape optimization. Furthermore, the system is programmed by using Visual C++ and OpenGL application programming interface, which provides a thorough rendering environment and user-friendly visual interface. Finally, we design a ergonomic handle by using the system and verify the validity of the handle by experiments.
    These experiments include of tests of grip gesture, questionnaires and the measurement of electromyography(EMG). Under vertical working condition, results show that the ergonomical handle eases more muscle fatigue and disperses more pressure on the palm comparing with normal handles.

    摘 要 I ABSTACT II 誌 謝 III 目 錄 IV 圖目錄 VIII 表目錄 XIII 第一章 緒論 1 1-1 研究動機 1 1-2 研究目標 1 1-3 論文架構說明 2 1-4 研究範圍限之制與假設 3 第二章 文獻探討 5 2-1電腦輔助衍生造形 5 2-1-1 形態分析 5 2-1-2 逆向工程(Reverse Engineering) 5 2-1-3 偏微分方程式(Partial Differential Equation, PDE) 6 2-3 應用其他決策方法於造形最佳化 8 2-4 人因握把研究背景 9 2-4-1 引發之傷害與原因 9 2-4-2 相關手工具設計案例 10 第三章 研究方法與理論推導 13 3-1 現有曲線的比較 13 3-2 現有曲面擬合方式 14 3-3 握把造形之研究方法 15 3-4 截面曲線方程式之定義與推導 16 3-4-1 五次方曲線多項式推導 17 3-4-2四次方曲線多項式推導 22 3-5 運用補插(Interpolation)原理建構實體 24 3-6 遺傳演算法 26 3-6-1 應用遺傳演算法特性 26 3-6-2 基因編碼(Encoding)與染色體(Chromosome) 26 3-6-3 初始族群(Initial Population) 28 3-6-4 適存函式(fitness function) 29 3-6-5 複製(Reproduction) 29 3-6-6 交配(Crossover) 29 3-6-7 突變(Mutation) 31 3-7-1 EMG訊號與施力的關係 32 3-7-2 EMG訊號與肌肉疲勞的關係 33 3-7-3 EMG訊號處理 34 第四章 系統程式建構與理論驗證 36 4-1 程式環境與理論驗證 36 4-1-1 MFC與OpenGL 36 4-1-2 理論驗證與範例 37 4-2 模擬系統構想說明 40 4-3 程式工具列與執行畫面 40 4-4 程式操作流程 42 4-4-1 匯入手掌尺寸 42 4-4-2 調整手指彎曲度 44 4-4-3 產生截面造形 45 4-4-4 Loft產生握把造形 47 4-4-5 三角網格彩現握把 49 4-4-6 截面曲率微調 50 4-4-7 檢視握把性質 51 4-5 應用遺傳演算法於造形最佳化 54 4-5-1 握把造形編碼 55 4-5-2 適存函式設定 57 4-5-3 交配 59 4-5-4 突變 59 4-5-5 代數與遺傳演算終止判斷 60 第五章 握把實例與EMG實驗評估 61 5-1 實體握把建構流程 61 5-1-1 以手工具握把為例 61 5-1-2 執行遺傳演算法 62 5-1-3 RP模型製做 65 5-2 EMG實驗流程與目的 66 5-2-1 實驗流程 67 5-2-2流程細部說明 68 5-3 實驗前測 71 5-3-1 手部尺寸統計 71 5-3-2 抓握姿勢 72 5-4 訊號處理方式 73 5-5 垂直拉舉重物與Hand-Map 74 5-5-1 前臂肌群訊號結果與分析 74 5-5-2 Hand-Map分佈 79 5-6 水平施力測試與分析 81 5-6-2 二頭肌EMG值 84 5-7 問卷主觀評估與訪談 87 第六章 結論與討論 88 6-2 握把人因準則探討 90 6-3 程式模擬效果探討 90 6-4 遺傳演算法個體差異性 90 6-5 肌電量測實驗結果與討論 91 6-5-1 使用人因握把於垂直施力與水平施力的差異 91 6-5-2 由頻譜分析檢視人因握把於垂直施力的效果 93 6-5-3 實驗結果在統計上是否有顯著差異 96 第七章 結論與建議 99 7-1手部模擬系統的提升 99 7-1肌電量測實驗的後續發展 99 參考文獻 101 附錄(A) 104 附錄(B) 106

    1. Aldien, Y., Welcome, D., Rakheja, S., Dong, R., and Boileau, P.E., “Contact pressure distribution at hand-handle interface: role of hand forces and handle size,” International Journal of Industrial Ergonomics, Vol.35, pp.267-286, 2005.
    2. Anand, V.B., “Computer Graphics and Geometric Modeling for Engineers”, JOHN Wiley&Sons, Inc., New York, 1993.
    3. Belaziz, M., Bouras, A., and Brun, J.M., “Morphological analysis for product design,” Computer-Aided Design, Vol.32, pp.377-388, 2000.
    4. Buyukozkan, G. and Feyzioglu, O., “A new approach based on soft computing to accelerate the selection of new product ideas,” Computer in Industry, Vol.54, pp.151-167, 2004.
    5. Kadefors, R., Areskoug, A., Dahlman, S., Kilbom, Å., Sperling, L., Wikström,
    L. and Öster, J., “An approach to ergonomics evaluation of hand tools,” Applied Ergonomics, Vol.24(3), pp.203-211, 1993.
    6. Du, Haixia and Qin, Hong, “A shape design system using volumetric implicit PDEs,” Computer-Aided Design, Vol.36, pp.1101-1116, 2004.
    7. Fellows, G.L. and Freivalds, A., “Ergonomics evaluation of a foam rubber grip for tool handles,” Applied Ergonomics, Vol.22, pp.225-230, 1991.
    8. Gen, Mitsuo and Cheng, Runwei, “Genetic Algorithms & Engineering Design,” John Wiley & Sons, Yew Nork, 1996.
    9. Hsiao, S.W. and Wang, H.P., “Applying the semantic transformation method to product form design,” Design studies, Vol.19, pp.309-330, 1998.
    10. Hsiao, S.W. and Chen ,C.H., “A semantic and shape grammar based approach for product design,” Design studies, Vol.18 , pp.275-296, 1997.
    11. Hsiao, S.W. and Chuang, J.C., “A reverse engineering based approach for product form design,” Design studies, Vol.24(2), 2003.
    12. Johansson, L., Bjoring, G., and Hagg, G.M., “Surface pressure in the hand when holding a drilling machine under different drilling conditions,” International Journal of Industrial Ergonomics, Vol.29, pp.255-261, 2002.
    13. Kong, Yong-Ku, and Lowe, Brian D., ”Optimal cylindrical handle diameter for grip force tasks,” International Journal of Industrial Ergonomics, Vol.35, pp.495-507, 2005.
    14. Kuijt-Evers and Groenesteijn, “Identifying factors of comfort in using hand tools,” Applied Ergonomics, Vol.35, pp.453–458, 2004.
    15. Lampinen, J., “Cam shape optimization by genetic algorithm,” Computer-Aided Design, Vol.35, pp.727-737, 2003.
    16. Lewis, Winston G.. and Narayan, C.V., “Design and sizing of ergonomic handles for hand tools,” Applied Ergonomics, Vol.24(5), pp.351-356, 1993.
    17. Lee, Kwan H. and Woo, H., “Use of reverse engineering method for rapid product development,” Computers ind. Engng, Vol.35, pp.21-24, 1998.
    18. Renner, Gabor and Ekart, Aniko, “Genetic algorithms in computer aided design,” Computer-Aided Design, Vol.35, pp.709-726, 2003.
    19. Woo, Yoonhwan, “Fast cell-based decomposition and applications to solid modeling,” Computer in Industry, Vol.35, pp.969-977, 2003.
    20. Yoshimoto, Fujiichi and Harada, Toshinobu, “Data fitting with a spline using a real-coded genetic algorithm,” Computer-Aided Design, Vol.35, pp.751-760, 2003.
    21. Yanagisawa, Hideyoshi and Fukuda, Shuichi, “Interactive Reduct Evolutional Computation for Aesthetic Design,” Journal of Computing and Information Science in Engineering, Vol.5, pp.1-7, 2005.
    22. 鄭寶宏,”手鋸設計開發與人因評估”,雲林科技大學工業設計所碩士論文,2005。
    23. 錡信堯,”手工具設計開發與人因評估-以螺絲起子為例”,清華大學工業工程與工程管理研究所碩士論文,2004。
    24. 楊墩義,“新型木工手鋸握把之設計研究”, 大同大學工業設計研究所碩士論文,2002。
    25. 陳奕仲,”應用遺傳演算法於電腦輔助數位相機造形設計”,成功大學工業設計研究所碩士論文,2004。
    26. 魏志驊,”應用人工智慧之機車造形自動化設計系統”, 成功大學工業設計研究所碩士論文,2002。
    27. 張啟良,”電腦輔助構想發展於網路上之研究”, 成功大學工業設計研究所碩士論文,2002。
    28. 詹佳尉,”應用凸輪運動方程式於汽車造形設計”, 成功大學工業設計研究所碩士論文,2003。
    29. 林佳駿,”應用逆向工程於產品快速設計之直接塑模”, 成功大學工業設計研究所碩士論文,2002。
    30. 涂育瑋,”應用類神經網路模式與基因演算法則於品質設計之研究”, 成功大學工業設計研究所碩士論文,2002。
    31. Richard Wright and Michael Sweet, “OpenGL超級手冊”, 碁峰資訊股份有限公司。
    【web#1】http://www.iosh.gov.tw/勞工衛生研究所
    【web#2】http://www.health.uottawa.ca/biomech/courses/apa4311/biomec~1.htm
    【web#3】http://www.rad.washington.edu/atlas/flexorcarpiradialis.html
    【web#4】http://www.microsoft.com/taiwan/vstudio/visualc/default.mspx

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