PMID- 12092586 OWN - NLM STAT- MEDLINE DCOM- 20021217 LR - 20190922 IS - 0043-1354 (Print) IS - 0043-1354 (Linking) VI - 36 IP - 8 DP - 2002 Apr TI - Improving the nitrogen removal efficiency of an A2/O based WWTP by using an on-line knowledge based expert system. PG - 2109-23 AB - The results obtained using an expert system to control an activated sludge process involving nutrient removal are reported. The study was conducted at a pilot plant using an Anaerobic/Anoxic/Oxic (A2/O) scheme for which a distributed control system was specially developed. The system allows various expert operational approaches to be developed with a view to minimize nitrogen levels in the outlet while using the minimum amount of energy. The proposed distributed control system is supervised by a Knowledge Based Expert System (KBES) constructed with G2 (a tool for expert system development) and permits the on-line implementation of every operating strategy of the experimental system. A set of experiments involving variable loads and flow-rates was carried out. It revealed that the amount of removed nitrogen could be increased by 11% compared to the usual operating conditions. This increase resulted in a decrease in the amount of total nitrogen and ammonium nitrogen in the outlet by 49% and 64%, respectively. These improvements were achieved with little energy cost because the performance of the treatment plant was optimised using operating rules implemented in real time. FAU - Baeza, J A AU - Baeza JA AD - Department d'Enginyeria Quimica, ETSE, Universitat Autonoma de Barcelona, Bellaterra, Spain. juanantonio.baeza@uab.es FAU - Gabriel, D AU - Gabriel D FAU - Lafuente, J AU - Lafuente J LA - eng PT - Journal Article PT - Research Support, Non-U.S. Gov't PL - England TA - Water Res JT - Water research JID - 0105072 RN - 0 (Sewage) RN - N762921K75 (Nitrogen) SB - IM MH - *Artificial Intelligence MH - Bacteria, Anaerobic/physiology MH - Bioreactors MH - Equipment Design MH - Nitrogen/*metabolism MH - Pilot Projects MH - Sewage/*microbiology MH - Waste Disposal, Fluid/*methods EDAT- 2002/07/03 10:00 MHDA- 2002/12/18 04:00 CRDT- 2002/07/03 10:00 PHST- 2002/07/03 10:00 [pubmed] PHST- 2002/12/18 04:00 [medline] PHST- 2002/07/03 10:00 [entrez] AID - S0043-1354(01)00402-X [pii] AID - 10.1016/s0043-1354(01)00402-x [doi] PST - ppublish SO - Water Res. 2002 Apr;36(8):2109-23. doi: 10.1016/s0043-1354(01)00402-x.