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

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