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研究生: 薛智謙
Chih-Chien Hsueh
論文名稱: 英文字母眼寫系統之可行性研究
A Feasibility study of an English Letters _Expression System Based on Electro-oculography
指導教授: 蔡章仁
Jang-Zern Tsai
口試委員:
學位類別: 碩士
Master
系所名稱: 資訊電機學院 - 電機工程學系
Department of Electrical Engineering
畢業學年度: 93
語文別: 中文
論文頁數: 79
中文關鍵詞: 眼動訊號霍普菲爾網路眼電圖
外文關鍵詞: Hopfield Neural Network, Eye Motion, Symbol Express, Electro-oculography
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  • 言語為表達情緒以及意思一個最直接的方式。一般正常人可以輕易地藉由它來傳達訊息,但是對於意識清醒卻無法開口講話的漸凍人來說,是一件難以想像的夢想。如果能由電腦建立一套系統能夠幫助他們來跟外界做溝通,對於照顧他的家人以及醫師將是一個極大的幫
    助。
    本研究的目的在於建構一套“眼動英文字母表達系統”,這套系統是藉由眼球特定移動的軌跡。量測眼球轉動所造成的微弱電位差,包含水平訊號以及垂直訊號,藉由量測到的水平訊號以及垂直訊號將可以透過電腦軟體來做分析以及使用者所表達符號的辨識。
    在本論文中,將使用眼電圖法(Electro-OculoGraphy, EOG),透過電極貼片來擷取眼球移動所產生的訊號,由電腦做訊號的處理,並使用眼球震盪的方向以及霍普菲爾網路(Hopfield neural network , HNN),來判斷使用者所表達的符號。在本系統裡共建立了26個字母、4個標點符號以及3個刪除符號,可讓使用者能表達字句。


    Human language is a direct communication among human beings to express his/her emotions and thoughts. It is easy for most of us to express their thoughts through languages, but the ALS (Amyotrophic Lateral Sclerosis) victims, it will be a fantasy. If a computer system can help those patients to communicate with outside world, then it will be a great help for the families and doctors whose responsibility is taking care of them.
    My research is to build English Letter expression system based on Electro-oculography. When a user wants to express him/herself, he/she simply needs to revolve his/her eyeballs clockwise three times, and the system will be initiated. After finishing each alphabet, if the users take a glance at a point one second, the system will recognize that the users have finished one alphabet; if the users are done with “writing,” he/she just needs to gyrate his/her eyeballs counterclockwise three times, and the system will be at a standby mode; the users can activate the system at any time.
    In my research, I used electrode to get both horizontal and vertical signal from eyeballs. Once the signals were picked, it will be magnified 334 times by Differential Amplifier, and then signal will be transmitted to the computer by analog-digital converter. After that, the computer will manage the signal and the recognize alphabets. The signal management includes: filtering disorderly signals, classifying codes, and detailed sorting for Hopfied Neural Network.
    In this system, I established 33 symbols to facilitate users, including 26 Latin alphabets, four commonly used punctuation symbols (space, comma, question, and dot), and three symbols (cancel letter, cancel word, and cancel sentence). Users will be able to communicate with and express to others easily using those 33 symbols.

    目錄 頁次 中文摘要 英文摘要 目 錄 Ⅰ 圖 目 錄 Ⅳ 表 目 錄 Ⅶ 第一章 緒論 1 1.1 研究動機 1 1.2 認識漸凍人 2 1.3 研究方法 3 1.4 文獻回顧 3 1.5 論文架構 7 第二章 眼寫系統硬體架構 8 2.1 眼電圖法 8 2.2 訊號放大 12 2.3 數位化取樣 12 第三章 眼動訊號處理與初步分類 15 3.1 移動式平均濾波器簡介 15 3.2 眼動訊號處理及初步編碼 17 3.3 編碼及初步分類 23 第四章 類神經網路分類及操作介面 28 4.1 類神經網路 28 4.1.1 類神經網路簡介 28 4.1.2霍普菲爾網路架構與理論 29 4.1.3霍普菲爾網路記憶容量的探討 35 4.2類神經網路分類 39 4.3偵測眼球轉動三圈及眼動系統操作介面 43 第五章 實驗結果與討論 49 5.1 實驗步驟 49 5.2 實驗結果 52 5.3 討論 58 第六章 結論與未來研究方向 62 6.1 系統延伸 62 6.2 未來展望 65 參考文獻 67 附錄 33個符號的錄製樣本 69

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