Title :
Assessing performance of genetic and firefly algorithms for optimal design of heat exchangers
Author :
Khosravi, Rihanna ; Khosravi, Abbas ; Nahavandi, S.
Author_Institution :
Centre for Intell. Syst. Res., Deakin Univ., Geelong, VIC, Australia
Abstract :
This paper aims to comprehensively investigate performance of evolutionary algorithms for design optimization of shell and tube heat exchangers (STHX). Genetic algorithm (GA) and firefly algorithm (FA) are implemented for finding the optimal values for seven key design variables of the STHX model. ε-NTU method and Bell-Delaware procedure are used for thermal modelling of STHX and calculation of shell side heat transfer coefficient and pressure drop. The purpose of STHX optimization is to maximize its thermal efficiency. Obtained results for several simulation optimizations indicate that GA is unable to find permissible and optimal solutions in the majority of cases. In contrast, design variables found by FA always lead to maximum STHX efficiency. As per optimization results, maximum efficiency (83.8%) can be achieved using several design configurations. However, these designs are bearing different dollar costs. Also it is found that the behaviour of the majority of decision variables remain consistent in different runs of the FA optimization process.
Keywords :
genetic algorithms; heat exchangers; heat transfer; thermal analysis; €-NTU method; Bell-Delaware procedure; FA optimization process; STHX efficiency; STHX model; STHX optimization; evolutionary algorithms; firefly algorithms; genetic algorithms; heat exchangers optimal design; pressure drop; shell and tube heat exchangers; shell side heat transfer coefficient; thermal efficiency; thermal modelling; Algorithm design and analysis; Electron tubes; Genetic algorithms; Heat transfer; Heating; Optimization; Sociology; Heat exchanger; firefly algorithm; genetic algorithm; optimization;
Conference_Titel :
Systems, Man and Cybernetics (SMC), 2014 IEEE International Conference on
Conference_Location :
San Diego, CA
DOI :
10.1109/SMC.2014.6974436