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Case-based reasoning, a promising tool to face solids separation problems in the activated sludge process

Martínez, M ; Sànchez-Marrè, M ; Comas, J and Rodríguez-Roda, I (2006) In Water Science and Technology 53(1). p.209-216
Abstract
Classical control has serious limitations when faced with solids separation problems in the activated sludge process. Lack of knowledge about the mechanisms involved in the imbalance within the different microbiological communities implies that a general solution to these undesirable situations has not yet been provided. However, operators have to make decisions based on their experience and intuition to solve the problem (or at least to minimise the effects). The acquisition and registration of the knowledge learnt from each new experience can be decisive when solving similar problems in the future. Case-based reasoning (CBR) is an advanced technique for knowledge management in complex systems that uses past experiences to solve brand new... (More)
Classical control has serious limitations when faced with solids separation problems in the activated sludge process. Lack of knowledge about the mechanisms involved in the imbalance within the different microbiological communities implies that a general solution to these undesirable situations has not yet been provided. However, operators have to make decisions based on their experience and intuition to solve the problem (or at least to minimise the effects). The acquisition and registration of the knowledge learnt from each new experience can be decisive when solving similar problems in the future. Case-based reasoning (CBR) is an advanced technique for knowledge management in complex systems that uses past experiences to solve brand new situations. Previous simplified proposals in this field have exposed limitations, but this paper describes a new approach to CBR, considering the dynamics and the complexity of solids separation problems. (Less)
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author
; ; and
publishing date
type
Contribution to journal
publication status
published
subject
keywords
decision support, case-based reasoning, Activated sludge, bulking, solids separation problems, wastewater
in
Water Science and Technology
volume
53
issue
1
pages
209 - 216
publisher
IWA Publishing
external identifiers
  • scopus:33644623267
ISSN
0273-1223
DOI
10.2166/wst.2006.023
language
English
LU publication?
no
id
6b1382f8-b467-4165-bd13-fd6639035288 (old id 609725)
date added to LUP
2016-04-01 16:08:54
date last changed
2022-01-28 17:39:05
@article{6b1382f8-b467-4165-bd13-fd6639035288,
  abstract     = {{Classical control has serious limitations when faced with solids separation problems in the activated sludge process. Lack of knowledge about the mechanisms involved in the imbalance within the different microbiological communities implies that a general solution to these undesirable situations has not yet been provided. However, operators have to make decisions based on their experience and intuition to solve the problem (or at least to minimise the effects). The acquisition and registration of the knowledge learnt from each new experience can be decisive when solving similar problems in the future. Case-based reasoning (CBR) is an advanced technique for knowledge management in complex systems that uses past experiences to solve brand new situations. Previous simplified proposals in this field have exposed limitations, but this paper describes a new approach to CBR, considering the dynamics and the complexity of solids separation problems.}},
  author       = {{Martínez, M and Sànchez-Marrè, M and Comas, J and Rodríguez-Roda, I}},
  issn         = {{0273-1223}},
  keywords     = {{decision support; case-based reasoning; Activated sludge; bulking; solids separation problems; wastewater}},
  language     = {{eng}},
  number       = {{1}},
  pages        = {{209--216}},
  publisher    = {{IWA Publishing}},
  series       = {{Water Science and Technology}},
  title        = {{Case-based reasoning, a promising tool to face solids separation problems in the activated sludge process}},
  url          = {{http://dx.doi.org/10.2166/wst.2006.023}},
  doi          = {{10.2166/wst.2006.023}},
  volume       = {{53}},
  year         = {{2006}},
}