期刊文献+

数据挖掘技术在化工优化中的应用 被引量:7

Application of Data Mining Techniques in Chemical Industry Optimization
下载PDF
导出
摘要 简要介绍了数据挖掘基本概念和发展现状,综述了数据挖掘的任务、数据挖掘的常用方法和技术,重点介绍了数据挖掘在化学工业优化中的应用,对数据挖掘在化学工业优化应用中面临的挑战进行了总结,并对其发展趋势进行了预测。 Data mining (DM) or knowledge discovery in databases (KDD), a multi-disciplinary research area, has been recognized by many researchers as a key research topic in database and machine learning, arousing wide interest of industrial circle for its large potential application. This article briefly introduces the basic concept of data mining and its present situation, summarizing its tasks and techniques, and then focusing on its applications in chemical industry optimization for which some challenges and development have also been revealed.
出处 《江苏化工》 2004年第4期1-4,8,共5页 Jiangsu Chemical Industry
关键词 数据挖掘 知识发现 化学工业 优化 data mining knowledge discovery in databases chemical industry optimization
  • 相关文献

参考文献19

  • 1程兆年,汤锋潮,罗学才,张未名,陈念贻.模式识别法在化工调优中的应用[J].化工学报,1990,41(5):568-574. 被引量:12
  • 2陈念贻,陆文聪.支持向量机算法在化学化工中的应用[J].计算机与应用化学,2002,19(6):673-676. 被引量:41
  • 3Irizuki Y, Tsutaki S, Tani T, et al. Extraction of operating know-how of experienced operators using neural networks and its application to PID and neuro-fuzzy hierarchical controller[A]. IEEE International Conference on Systems, Man, and Cybernetics[C].
  • 4Schmuhl J, Hartmann R, Muller H, et al. Structural parameter approach and multicriteria optimization techniques for complex chemical engineering design [J]. Computers and Chemical Engineering, 1996, 20 (Suppl.): S 327~S 332.
  • 5Chen M S, Han J, Yu P S. Data mining: an overview from a data base perspective[J]. IEEE Transactions on Knowledge and Data Engineering, 1996, 8(6):866-883.
  • 6Fayyad U, Piatetsky-Shapiro G, Smith P, et al. Advances in knowledge discovery and data mining[M]. Cambridge :AAAI/MIT Press, 1996.
  • 7Bhat N V, Minderman P A, McAvoy Jr. T, et al. Modeling chemical process systems via neural computation[J]. IEEE Control Systems Magazine, 1990, 10(3): 24-30.
  • 8Mastrangelo C M, Porter J M. Data mining in a chemical process application[A]. IEEE International Conference on Systems, Man, and Cybernetics[C]. 1998, 3: 2 917-2 921.
  • 9Nascimento C A O, Giudici R, Guardani T. Neural network based approach for optimization of industrial chemical process[J]. Computers and Chemical Engineering, 2000, 24: 2 303-2 314.
  • 10Yu D L, Gomm J B. Enhanced neural network modeling for a real multivariable chemical process[J]. Neural Computing & Applications, 2002,10: 289-299.

二级参考文献39

  • 1陆文聪,朱兴文,阎立诚,陈念贻.PVPEC:PTC和V-PTC材料优化设计专家系统[J].计算机与应用化学,1996,13(1):39-42. 被引量:5
  • 2陈念贻.模式识别优化与化工中的应用[J].化工进展,1987,2.
  • 3[1]Fayyad U,Piatetsky-Shaprio G,Smyth P.From Data Mining To Knowledge Discovery:An Overview[C].In:Fayyad U,Piatetsky-Shaprio Geds. Advances in Knowledge Discovery and Data Mining,MIT Press,Cambridge, 1996:1~36
  • 4[2]Brachman R,Anand T.The Process of Knowledge Discovery In Database:A Human-centered Approach[C].In:Fayyad U,Piatetsky-ShaprioG eds. Advances in Knowledge Discovery and Data Mining,MIT Press,Cambridge, 1996:1~36
  • 5[3]Han J,Kamber M.Data Mining:Concepts And Techniques. MorganKaufmann ,2001
  • 6[4]Matheus C J,Chan P K,Piatetsky-Shaprio G.Systems For KnowledgeDiscovery In Databases[J].IEEE Transactions On Knowledge And Data Engineering, 1993 ;5 (6) :903~913
  • 7[5]Goebel M,Gruenwald L.A Survey Of Data Mining And KnowledgeDiscovery Software Tools[J].ACM SIGKDD Explorations, 1999;1(1):20~33
  • 8张未名,自动化学报,1989年,15卷,1页
  • 9钱学双,自动化学报,1986年,12卷,10页
  • 10江乃雄,中国科学.B,1982年,8期,887页

共引文献83

同被引文献55

引证文献7

二级引证文献15

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部