Title :
Operation and management of the electric system for industrial plants: an expert system prototype for load-shedding operator assistance
Author :
Croce, Franco ; Delfino, Bruno ; Fazzini, Pierangelo A. ; Massucco, Stefano ; Morini, Andrea ; Silvestro, Federico ; Sivieri, Massimiliano
Author_Institution :
AGIP-PETROLI, Pavia, Italy
Abstract :
This paper presents the analysis carried out for designing and developing a prototype expert system capable of managing the electrical system of an industrial plant. The electric network of the plant, including significant gas turbine and steam turbine generation facilities, is presented. The modeling phase of the system for successive analysis by simulation using a commercial power system code is also reported. The load-shedding problem is then considered and the related engineering aspects are briefly recalled. The guidelines for the realization of a load-shedding scheme for industrial electrical plants based also on advanced artificial intelligence tools such as expert systems are proposed. The expert system is used online to prepare lookup load-shedding tables capable of accounting for actual process conditions. Offline validation of the proposed shedding is then operated by static and/or dynamic simulation. The use of a prototype rule-based expert system is expected to permit the achievement of a better flexibility in the realization of load-shedding schemes for improving the process continuity and management
Keywords :
expert systems; industrial control; industrial power systems; load shedding; power system control; table lookup; artificial intelligence tools; computer simulation; engineering aspects; expert system prototype; gas turbine generation; industrial plant power system operation; load-shedding operator assistance; lookup load-shedding tables; process continuity; rule-based expert system; steam turbine generation; Analytical models; Expert systems; Industrial plants; Industrial power systems; Power engineering and energy; Power system management; Power system modeling; Power system simulation; Prototypes; Turbines;
Journal_Title :
Industry Applications, IEEE Transactions on