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  • 标题:Adaptive Sugeno Fuzzy Clustering System for Intelligent Monitoring of Inorganic Materials in Wastewater Aeration Tanks
  • 本地全文:下载
  • 作者:Ahmad Qasaimeh ; Malik Qasaimeh ; Zaydoun Abu Salem
  • 期刊名称:Research Journal of Environmental Toxicology
  • 印刷版ISSN:1819-3420
  • 出版年度:2015
  • 卷号:9
  • 期号:6
  • 页码:290-304
  • DOI:10.3923/rjet.2015.290.304
  • 出版社:Academic Journals Inc., USA
  • 摘要:The aim of this study is to control the performance of wastewater treatment plants for treating inorganic materials. Samples of wastewater were investigated along a year. Fuzzy logic modeling procedures were performed onto investigational data to explore with time the concentrations of inorganics in aeration tanks at two stations in Jordan. Model results show that biological treatment of wastewater is not effective to decrease the concentration of inorganic materials. The concentration of each inorganic material at given time and place is being tracked via Fuzzy system. Sugeno-Fuzzy Inference System (FIS) is herein generated by subtractive clustering. The rule extraction method first uses the subtractive clustering function to determine the number of rules and antecedent membership function s and then uses learning estimation to determine each rule's consequent equations. Training technique is conducted using hybrid learning algorithm. It applies a combination of the least-squares method and the back propagation gradient descent method for training FIS membership function parameters to emulate a given training data set. Intelligent monitoring system is then applied; sensors and data logger system provide inputs to fuzzy logic controller. The fuzzy control ler uses the FIS generated from experimental data and then the monitor about certain inorganic compound is achieved. The idea of this study is to track inorganic materials concentration at place and time together in the same model that is handy to check it promptly. It provides dynamic control system that is not only records data about concentrations but also gives a decision to comply with standards.
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