Demonstration of a tool for automatic learning and reuse of knowledge in the activated sludge process
Author
Summary, in English
Wastewater treatment plant operators encounter complex operational problems related to the activated sludge process and usually respond to these by applying their own intuition and by taking advantage of what they have learnt from past experiences of similar problems. However, previous process experiences are not easy to integrate in numerical control, and new tools must be developed to enable re-use of plant operating experience. The aim of this paper is to investigate the usefulness of a case-based reasoning (CBR) approach to apply learning and re-use of knowledge gained during past incidents to confront actual complex problems through the IWA/COST Benchmark protocol. A case study shows that the proposed CBR system achieves a significant improvement of the benchmark plant performance when facing a high-flow event disturbance.
Department/s
Publishing year
2006
Language
English
Pages
303-311
Publication/Series
Water Science and Technology
Volume
53
Issue
4-5
Document type
Journal article
Publisher
IWA Publishing
Topic
- Other Electrical Engineering, Electronic Engineering, Information Engineering
Status
Published
ISBN/ISSN/Other
- ISSN: 0273-1223