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    Please use this identifier to cite or link to this item: https://nccur.lib.nccu.edu.tw/handle/140.119/136876


    Title: 機器學習於數位監控之應用分析
    Machine learning from digital surveillance analysis
    Authors: 江家瑀
    Chiang, Andy
    Contributors: 謝明華
    江家瑀
    Andy Chiang
    Keywords: 安防監控
    智慧數位監控
    物聯網
    區塊鏈
    機器學習
    智慧感測器
    Date: 2021
    Issue Date: 2021-09-02 16:13:38 (UTC+8)
    Abstract: 隨著當代文明的發展與進步，人類越來越注重生活中的便利性和各方面的安全問題，物聯網的概念已經越來越普及，其技術應用也已然成為未來的趨勢。傳統的類比監視攝影機對於維護人們安全效率已經太低，相較之下，智慧數位監控系統擁有人臉辨識的技術，能夠自主辨識人事物以及根據影像分析其行為，並做出決策。智慧數位監控需要運用到現今最流行的技術：機器學習和區塊鏈技術。透過機器學習當中的深度學習，將原本須依賴人工的效率較低的類比影像監控轉化成為具有 “大腦”，具備自主思考能力以及分析判斷能力的智慧影像監控；然而，作為物聯網設備，與其他物聯網系統中的設備相互協作與溝通也是必要的，區塊鏈技術則是解決物聯網設備間數據傳輸問題的關鍵。本文運用文獻探討與案例分析的方式，首先介紹人工智慧和深度學習的概念以及區塊鏈技術，隨後分析智慧物聯網以及智慧數位監控如何結合以上兩項技術，讓讀者能夠較為全面地了解現今尖端技術的應用，最後再以兩個成功使用智慧監控的案例來看實務上的操作。
    Reference: FaceMe, C. (2020). "AIoT and Facial Recognition Applications."

    Huang, J.-Y. (2014). "A Smart Camera Network with SVM Classifiers for Crowd Event Recognition."

    Huh, S. (2017). "Managing IoT Devices using Blockchain Platform."

    Khanna, A. and S. Kaur (2019). "Evolution of Internet of Things (IoT) and its significant impact in the field of Precision Agriculture." Computers and Electronics in Agriculture 157: 218-231.

    Lim, J. (2018). "CamThings: IoT Camera with Energy-Efficient Communication by Edge Computing based on Deep Learning."

    Lin, T. (2019). "Why IoT + Blockchain?".

    M, S. (2021). "Discover the Differences Between AI vs. Machine Learning vs. Deep Learning."

    Milevsky, M. A. and S. E. Posner (2001). "The titanic option: valuation of the guaranteed minimum death benefit in variable annuities and mutual funds." Journal of Risk and Insurance: 93-128.

    Nelly (2021). "What Is Deep Learning Artificial Intelligence and Why Is It Important for Video Surveillance? A First Look at Uniview`s Deep Learning Security Cameras."

    Penfold, A. (2020). "How IoT is reshaping the future of video surveillance." from https://www.securityandsafetythings.com/insights/iot-reshaping-future-surveillance.

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    Description: 碩士
    國立政治大學
    經營管理碩士學程(EMBA)
    106932027
    Source URI: http://thesis.lib.nccu.edu.tw/record/#G0106932027
    Data Type: thesis
    DOI: 10.6814/NCCU202101231
    Appears in Collections:[經營管理碩士學程EMBA] 學位論文

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