Title of article :
Deterministic and stochastic approach for safety and reliability optimization of captive power plant maintenance scheduling using GA/SA-based hybrid techniques: A comparison of results
Author/Authors :
Dusmanta Kumar Mohanta، نويسنده , , Pradip Kumar Sadhu، نويسنده , , and R. Chakrabarti، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2007
Pages :
13
From page :
187
To page :
199
Abstract :
This paper presents a comparison of results for optimization of captive power plant maintenance scheduling using genetic algorithm (GA) as well as hybrid GA/simulated annealing (SA) techniques. As utilities catered by captive power plants are very sensitive to power failure, therefore both deterministic and stochastic reliability objective functions have been considered to incorporate statutory safety regulations for maintenance of boilers, turbines and generators. The significant contribution of this paper is to incorporate stochastic feature of generating units and that of load using levelized risk method. Another significant contribution of this paper is to evaluate confidence interval for loss of load probability (LOLP) because some variations from optimum schedule are anticipated while executing maintenance schedules due to different real-life unforeseen exigencies. Such exigencies are incorporated in terms of near-optimum schedules obtained from hybrid GA/SA technique during the final stages of convergence. Case studies corroborate that same optimum schedules are obtained using GA and hybrid GA/SA for respective deterministic and stochastic formulations. The comparison of results in terms of interval of confidence for LOLP indicates that levelized risk method adequately incorporates the stochastic nature of power system as compared with levelized reserve method. Also the interval of confidence for LOLP denotes the possible risk in a quantified manner and it is of immense use from perspective of captive power plants intended for quality power.
Keywords :
Maintenance scheduling , Simulated annealing (SA) , Captive power plant , Levelized reserve method , Levelized risk method , Loss of load probability (LOLP) , Genetic algorithm (GA) , confidence interval , Hybrid GA/SA
Journal title :
Reliability Engineering and System Safety
Serial Year :
2007
Journal title :
Reliability Engineering and System Safety
Record number :
1187581
Link To Document :
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