Development of a Case-Based System for the Supervision of an Activated Sludge Process
The development of a case-based reasoning system for the supervision of an activated sludge process is presented here. The methodology proposed permits the use of past experiences to solve new problems that arise in the process. These experiences are classified as cases or situations. The adaptation...
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Published in | Environmental technology Vol. 22; no. 4; pp. 477 - 486 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
Published |
London
Taylor & Francis Group
01.04.2001
Selper |
Subjects | |
Online Access | Get full text |
ISSN | 0959-3330 1479-487X |
DOI | 10.1080/09593332208618277 |
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Abstract | The development of a case-based reasoning system for the supervision of an activated sludge process is presented here. The methodology proposed permits the use of past experiences to solve new problems that arise in the process. These experiences are classified as cases or situations. The adaptation of cases and the generation of new cases are used to tune the response of the system and to learn from the new information generated by the process. The case and the case library definition, the initial seed, the search and retrieval process, the adaptation, the action, the evaluation and the learning steps are presented and outlined. The process studied is the wastewater treatment plant of Girona, Spain. Two examples of the response of the system to two different operational situations are presented. The paper also outlines the integration of different fields in a multidisciplinary approach as the most optimal solution to ensure the successful control and supervision of complex processes like the activated sludge process. With this aim the integration of an array of specific supervisory intelligent systems (for the logical analysis and reasoning) and numerical computations for detailed engineering is suggested. |
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AbstractList | The development of a case-based reasoning system for the supervision of an activated sludge process is presented here. The methodology proposed permits the use of past experiences to solve new problems that arise in the process. These experiences are classified as cases or situations. The adaptation of cases and the generation of new cases are used to tune the response of the system and to learn from the new information generated by the process. The case and the case library definition, the initial seed, the search and retrieval process, the adaptation, the action, the evaluation and the learning steps are presented and outlined. The process studied is the wastewater treatment plant of Girona, Spain. Two examples of the response of the system to two different operational situations are presented. The paper also outlines the integration of different fields in a multidisciplinary approach as the most optimal solution to ensure the successful control and supervision of complex processes like the activated sludge process. With this aim the integration of an array of specific supervisory intelligent systems (for the logical analysis and reasoning) and numerical computations for detailed engineering is suggested. The design of a case-based reasoning system for the activated-sludge process is outlined. The system is applied in the Girona, Spain, wastewater-treatment plant, which treats a flow of 40,000 m super(3)/d. In the case-based reasoning system, a case is each new situation created daily at the plant and is defined according to the relevant variables of the system. When a new case is produced, the system starts a cyclic process that results in assimilation of the new experience to enable its use in future situations. As illustration, the response of the system to two different operational situations is presented. The development of a case-based reasoning system for the supervision of an activated sludge process is presented here. The methodology proposed permits the use of past experiences to solve new problems that arise in the process. These experiences are classified as cases or situations. The adaptation of cases and the generation of new cases are used to tune the response of the system and to learn from the new information generated by the process. The case and the case library definition, the initial seed, the search and retrieval process, the adaptation, the action, the evaluation and the learning steps are presented and outlined. The process studied is the wastewater treatment plant of Girona, Spain. Two examples of the response of the system to two different operational situations are presented. The paper also outlines the integration of different fields in a multidisciplinary approach as the most optimal solution to ensure the successful control and supervision of complex processes like the activated sludge process. With this aim the integration of an array of specific supervisory intelligent systems (for the logical analysis and reasoning) and numerical computations for detailed engineering is suggested.The development of a case-based reasoning system for the supervision of an activated sludge process is presented here. The methodology proposed permits the use of past experiences to solve new problems that arise in the process. These experiences are classified as cases or situations. The adaptation of cases and the generation of new cases are used to tune the response of the system and to learn from the new information generated by the process. The case and the case library definition, the initial seed, the search and retrieval process, the adaptation, the action, the evaluation and the learning steps are presented and outlined. The process studied is the wastewater treatment plant of Girona, Spain. Two examples of the response of the system to two different operational situations are presented. The paper also outlines the integration of different fields in a multidisciplinary approach as the most optimal solution to ensure the successful control and supervision of complex processes like the activated sludge process. With this aim the integration of an array of specific supervisory intelligent systems (for the logical analysis and reasoning) and numerical computations for detailed engineering is suggested. |
Author | Cortes, U. Comas, J. Poch, M. Roda, I. R. Sànchez-Marrè, M. |
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Keywords | Activated sludge Supervision architecture Process control Expert system Case based reasoning Waste water purification Intelligent system Biological purification |
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Snippet | The development of a case-based reasoning system for the supervision of an activated sludge process is presented here. The methodology proposed permits the use... The design of a case-based reasoning system for the activated-sludge process is outlined. The system is applied in the Girona, Spain, wastewater-treatment... |
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SubjectTerms | activated sludge Applied sciences Bacteria Biological and medical sciences Biological treatment of waters Biotechnology Case-based reasoning control Decision Making Environment and pollution Exact sciences and technology Fundamental and applied biological sciences. Psychology General purification processes Humans Industrial applications and implications. Economical aspects Knowledge Pollution Sanitary Engineering - methods Sewage - chemistry Spain, Girona supervision Waste Disposal, Fluid - methods wastewater Wastewaters Water treatment and pollution |
Title | Development of a Case-Based System for the Supervision of an Activated Sludge Process |
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