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研究生: 曾子政
論文名稱: 利用三維頭部資料建立男性國人頭型及臉型分類與應用
Classification and Application of Taiwanese Males’ Head Shapes and Face Shapes by Using 3-D Head Scanning Data
指導教授: 王茂駿
口試委員: 王茂駿
林志隆
唐硯漁
學位類別: 碩士
Master
系所名稱: 工學院 - 工業工程與工程管理學系
Department of Industrial Engineering and Engineering Management
論文出版年: 2012
畢業學年度: 100
語文別: 中文
論文頁數: 119
中文關鍵詞: 三維頭型掃描資料挖礦群集分析頭型分類臉型分類分類尺碼縮放
外文關鍵詞: 3D head scanning, data mining, data mining, cluster analysis, head shape classification, face shape classification, sizing system, deformation
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  • 本研究利用三維頭型掃描方法重新建立符合現代台灣人頭部資訊資料庫,共蒐集300位18~30歲之男性國人頭部資訊,進行三維頭型掃描儀的精確度(precision)與準確度(accuracy)驗證,以確保數據的真實性;並將所蒐集到的頭部資訊分別進行頭型與臉型兩部份的分析與探討。
    根據三維頭型掃描儀掃描頭部資訊可進而計算出63項頭部相關尺寸。頭型部份利用主成分分析找出「頭長」、「頭高」與「頭寬」三項主要影響頭型之重要尺寸參數,並利用資料挖礦中之群集分析法,將國人頭型分為「短淺寬型」、「短淺窄型」、「長深寬型」和「長深窄型」四種代表類型。頭型分類尺碼部分,考量實務運用與相關研究之做法,分別建立四種頭型分類尺碼,涵蓋率皆達93%以上。在實務應用方面,套用一套合邏輯的縮放機制,針對頭型資料進行重複驗證,頭型縮放之平均誤差值為10.20 mm,並利用電腦輔助設計軟體,將縮放機制實際應用於本研究所提出之分群後代表頭型,以期達到具有快速且具高解釋程度之效,以應用在頭部相關產品設計之參考。
    臉型部份利用主成分分析找出「臉長(型態面)」、「臉寬(顴骨間距)」與「鼻樑點至右耳珠水平深度」三項主要影響臉型之重要尺寸參數,並利用資料挖礦中之群集分析法,將國人臉型分為「長淺窄型」、「短淺窄型」、「長深寬型」和「短深寬型」四種代表類型。臉型分類尺碼部分,考量實務運用與相關研究之做法,分別建立兩種頭型分類尺碼,涵蓋率皆達92%以上。在實務應用方面,套用一套合邏輯的縮放機制,針對臉型資料進行重複驗證,臉型縮放之平均誤差值為7.49 mm,並利用電腦輔助設計軟體,將縮放機制實際應用於本研究所提出之分群後代表臉型,以期達到具有快速且具高解釋程度之效,以應用在臉部相關產品設計之參考。


    This study used 3D scanning method to collect head and face anthropometric data of 300 Taiwanese males aged 18~30 years. In addition to the analysis of head shapes and face shapes, the precision and accuracy of the 3D head scanner were also evaluated in this study.
    Principal component analysis of head shapes was applied to obtain the important dimensions, including head length, total head height and head breadth. Clustering analysis was performed to identify four head shapes including: short-shallow-wide, short-shallow-narrow, long-deep-wide and long-deep-narrow. In addition, we established four head shape sizing systems with coverage over 93%. Moreover, this study used a reasonable deformation logic to rapidly change head shapes with at mean error 10.20 mm. This result can provide important reference for designing and manufacturing head products.
    Next, principal component analysis of face shapes was applied to obtain the important dimensions, including face length (morphologic face height), face breadth (bizygomatic breadth) and sellion to right tragion depth. Clustering analysis was performed to identify four face shapes including: long-shallow-narrow, short-shallow-narrow, long-deep-wide and short-deep-wide. In addition, we established two face shape sizing systems with coverage over 92%. Moreover, this study used a reasonable deformation logic to rapidly change face shapes with mean error around 7.49 mm. This results can provide useful information for designing and manufacturing face products.

    摘要 i Abstract ii 誌謝 iii 目錄 iv 圖目錄 viii 表目錄 xi 第一章 緒論 1 1.1研究背景 1 1.2研究動機 2 1.3研究目的 3 第二章 文獻探討 4 2.1頭部與臉部構造 4 2.2頭部尺寸量測方法 6 2.2.1手動量測法 6 2.2.2自動量測法 7 2.3各國頭部資訊資料庫比較 9 2.3.1美國 9 2.3.2中國 9 2.3.3加拿大 10 2.3.4台灣 11 2.4頭型與臉型重要尺寸參數 13 2.4.1法蘭克福平面 13 2.4.2頭型重要尺寸 14 2.4.3臉型重要尺寸 14 2.5頭型與臉型分類尺碼 16 2.5.1安全帽構造與尺碼分類方法 16 2.5.2呼吸面罩尺碼分類方法 21 2.6因素分析和資料挖礦方法 21 2.6.1主成分分析 22 2.6.2群集分析方法 23 2.7文獻小結 25 第三章 研究方法 26 3.1受測者資料 26 3.2儀器與設備 26 3.3定義參數項目 27 3.3.1特徵點定義與標記位置 27 3.3.2頭部模型座標定義 30 3.3.3三維頭型掃描儀自動量測之26項尺寸定義 31 3.3.4額外計算之37項尺寸定義 32 3.4測量方法與步驟 33 3.4.1測量前準備階段 34 3.4.2測量進行階段 34 3.4.3數據整理階段 36 3.5三維頭型掃描儀之精確度(precision)與準確度(accuracy)驗證 36 3.6頭型與臉型特徵分析流程 38 3.7頭型與臉型之縮放機制 41 3.7.1頭型縮放機制 41 3.7.2臉型縮放機制 42 第四章 研究結果 44 4.1三維頭型掃描儀之精確度(precision)與準確度(accuracy)驗證結果 44 4.1.1精確度驗證結果 44 4.1.2準確度驗證結果 46 4.2頭型分類 48 4.2.1主成分分析及主要維度定義 48 4.2.2決定分群數目 50 4.2.3頭型代表型與語意描述 51 4.3頭型分類尺碼 54 4.3.1應用EN 960規範之分類尺碼 54 4.3.2應用CNS 2396-Z2009規範之分類尺碼 56 4.3.3應用Meunier(2010)研究之分類尺碼 57 4.3.4應用本研究分群結果之分類尺碼 62 4.4頭型縮放結果 65 4.5臉型分類 69 4.5.1主成分分析及主要維度定義 69 4.5.2決定分群數目 70 4.5.3臉型代表型與語意描述 72 4.6臉型分類尺碼 74 4.6.1應用一般作法之分類尺碼 74 4.6.2應用本研究分群結果之分類尺碼 75 4.7臉型縮放結果 79 第五章 討論 83 5.1頭型重要尺寸之探討 83 5.2頭型分類尺碼與其他分類尺碼之比較 84 5.2.1與CNS 2396-Z2009頭型分類尺碼比較 84 5.2.2與Size China頭型分類尺碼比較 86 5.3本研究提出之頭型分類尺碼比較 87 5.4臉型重要尺寸之探討 90 5.5臉型分類尺碼與其他分類尺碼之比較 91 5.5.1與台灣先前研究之臉型分類尺碼比較 91 5.5.2與NIOSH臉型分類尺碼比較 92 5.6本研究提出之臉型分類尺碼比較 94 5.7頭型與臉型縮放機制結果之探討 95 5.8頭部模型轉標準頭實體模型技術之探討 95 5.8.1重要基本平面 96 5.8.2標準頭實體模型建立方法 97 第六章 結論與建議 101 6.1結論 101 6.2建議 103 參考文獻 104 附表一 自動量測之26項頭部尺寸定義 109 附表二 額外計算之37項頭部尺寸定義 113

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