Automatic Knowledge Acquisition from Complex Processes for the Development of Knowledge-Based Systems
作者： Ignasi R-Roda , Joaquim Comas , Manel Poch , Miquel Sànchez-Marrè , Ulises Cortés
DOI: 10.1021/IE000528C
关键词:
摘要: A knowledge-based system for the supervision of a wastewater treatment plant was successfully applied to full-scale facility. The key factor this supporting tool development two-phase methodology used acquire and fix knowledge into base. Both phases are presented in paper; first consists literature reviews site interviews with domain experts, while second is based on machine learning tools subdivided four steps: data handling, classification, interpretation, codification. aim meant ease acquisition process. main objective find relevant issues then reduce space search according target Also, allowed user explore discover, if any exist, new pieces knowledge. This can be generalized specific from (bio)chemical process, improving pr...
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sci-hub.se 参考文章(22)
Luis Antonio Belanche Muñoz, Julio José Valdés Ramos, Joaquim Comas, Ignasi Rodriguez-Roda, Manel Poch, None, A Soft computing techniques study in wastewater treatment plants ,(1999)
Miquel Sànchez, Ulises Cortés, Javier Béjar, Joan De Grácia, Javier Lafuente, Manel Poch, Concept Formation in WWTP by Means of Classification Techniques: ACompared Study Applied Intelligence. ,vol. 7, pp. 147- 165 ,(1997) , 10.1023/A:1008202113300
Glen T. Daigger, Michael G. Richard, David Jenkins, Manual on the causes and control of activated sludge bulking and foaming Lewis publishers. ,(1992)
Peter Jackson, Introduction to expert systems ,(1986)
Richard C. Dubes, Anil K. Jain, Algorithms for clustering data ,(1988)
B. Özyurt, A.K. Sunol, M.C. Çamurdan, P. Mogili, L.O. Hall, Chemical plant fault diagnosis through a hybrid symbolic-connectionist machine learning approach Computers & Chemical Engineering. ,vol. 22, pp. 299- 321 ,(1998) , 10.1016/S0098-1354(97)88453-0
Pau Serra, Miquel Sànchez, Javier Lafuente, Ulises Cortés, Manel Poch, ISCWAP : A knowledge-based system for supervising activated sludge processes Computers & Chemical Engineering. ,vol. 21, pp. 211- 221 ,(1997) , 10.1016/0098-1354(95)00258-8
Advanced process control for biological nutrient removal Water Science and Technology. ,vol. 39, pp. 97- 103 ,(1999) , 10.1016/S0273-1223(99)00127-4
A comparison between model and rule based control of a periodic activated sludge process Water Science and Technology. ,vol. 37, pp. 343- 351 ,(1998) , 10.1016/S0273-1223(98)00353-9
G. Stephanopoulos, C. Han, Intelligent systems in process engineering : A review Computers & Chemical Engineering. ,vol. 20, pp. 743- 791 ,(1996) , 10.1016/0098-1354(95)00194-8