Chinese Journal of Intelligent Science and Technology ›› 2019, Vol. 1 ›› Issue (4): 327-334.doi: 10.11959/j.issn.2096-6652.201937

• Regular Papers • Previous Articles     Next Articles

Development prospect of fuzzy system oriented to interpretable artificial intelligence and big data

Dewang CHEN1,2(),Jijie CAI1,2,Yunhu HUANG1,2   

  1. 1 College of Mathematics and Computer Science,Fuzhou University,Fuzhou 350108,China
    2 Key Laboratory of Intelligent Metro of Universities in Fujian Province,Fuzhou University,Fuzhou 350108,China
  • Revised:2019-11-28 Online:2019-12-20 Published:2020-02-29
  • Supported by:
    The National Natural Science Foundation of China(61976055);The Construction of Key Laboratory of Intelligent Metro of Universities in Fujian Province(53001703);The Construction of Key Laboratory of Intelligent Metro of Universities in Fujian Province(50013203)


As a universal approximator with strong interpretability,fuzzy system has been widely used in various fields.Although the current theoretical research on fuzzy system is not mature enough,there are still many problems such as too many rules,optimization difficulties,dimension curse,which make it difficult to deal with high-dimensional large data.Although deep neural network has made remarkable progress and can process large data such as image and voice very well,its interpretability is not good and it is difficult to be used in important security-related occasions.Therefore,it is necessary to study an interpretable artificial intelligence algorithm based on fuzzy system.Combining the advantages of deep neural network and fuzzy system,it is possible to solve the problem of high dimensional and large data by studying the deep fuzzy system and its algorithm.The development history and research progress of fuzzy system separately was mainly reviews,and its future development direction according to its existing problems was pointed out,and the summary of this article and the prospect for further research about the problems were given.

Key words: fuzzy system, interpretable artificial intelligence, high-dimensional big data, deep fuzzy system, neuro fuzzy system

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