• 计算智能在设备状态维护中的应用


    A  lecture given by Prof. TAN Kay Chen:
    He has published 130+ journal papers, 130+ conference papers, and co-authored 7 books.
    [http://www6.cityu.edu.hk/stfprofile/kaytan.htm]
    [http://information.xmu.edu.cn/portal/node/8242]

    About CI:

    * 早前Google 和Oxford 的合作

    * Apple's siri

    * CES 2017 :5G  and AI take centre stage.

    计算智能的应用:

    一、演化计算(Evolutionary Computation )

     应用热点:多目标优化问题、高维目标数据的组合问题(从一个x 到10个x ,或到100万个x )。

    演化计算(Evolutionary Computation )或称遗传算法。

    有3个operations :

    ① selection 选择

    ② crossover 

    ③ mutation

    The Evolutionary Cycle !!!

    An Interaction Genetic Algorithm Demonstrator :(http :// ....)

    二、模糊学(Fuzzy logic)

     Precision :A 1500kg mass is approaching your head at 45.3m/sec !

    Significant:Look out !

    (生活有时未必要“准确”~)

    模糊学代表人物: Prof. Lotfi A.zadeh. (Father of “Fuzzy logic”)

    1974年发表了一篇关于“Fuzzy logic”的文章~

    Membership function 

    —— How to appropriately define the word "fast" ?

    —— ……

    A Membership function ranged from 0-1 ,with larger value indicating higher degree of truth .

    Another Membership function ……~~~

    模糊学的应用:

    (1)Fuzzy-ATO (Automatic Train Operation)

    (2)Fuzzy Washing Machine (:智能决定洗衣时间而不是人为定时)

    A Fuzzy System : The Basic Tipping Problem. 餐厅吃饭给小费问题(原理与 Fuzzy Washing Machine 相同)

    There are a few distinct parts to the process :

    1、Fuzzification and Implication :

     rule 1:...

     rule 2:...

     rule 3:...

    三、人工神经网络(Artificial Neural Network)

     属于深度学习的方法~

    一个应用,如预测劳斯莱斯引擎还能用多久;找出看似光滑表面物体的突兀纹理。

    Last :

    建议在:IEEE Transactions on Evolutionary Computation (很多Top 1 得主)上发表文章,any questions please Email Prof. TAN Kay Chen.

    其学生(博士生)翻译的书籍: 《Neuromorphic Cognitive Systems》

    中译:《神经形态认知系统》

    Summary :机器学习中很多问题可以通过

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  • 原文地址:https://www.cnblogs.com/shenxiaolin/p/7581012.html
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