TY - JOUR
T1 - Application of response surface method and multi-objective genetic algorithm to configuration optimization of Shell-and-tube heat exchanger with fold helical baffles
AU - Wang, Simin
AU - Xiao, Juan
AU - Wang, Jiarui
AU - Jian, Guanping
AU - Wen, Jian
AU - Zhang, Zaoxiao
N1 - Publisher Copyright:
© 2017 Elsevier Ltd
PY - 2018/1/25
Y1 - 2018/1/25
N2 - A kind of shell-and-tube heat exchangers with fold baffles was proposed to eliminate the triangular leakage zones between adjacent baffles. An effective algorithm combing second-order polynomial response surface method and multi-objective genetic algorithm was adopted to study the effect of fold baffle configuration parameters on the performance of flow and heat transfer. The helical angle, overlapped degree and shell-side inlet velocity were chosen as design parameters, and the Nusselt number and shell-side pressure drop were considered as objective functions. The results show that both the Nusselt number and shell-side pressure drop increase with the decrease of helical angle and shell-side inlet velocity, and increase with the increasing overlapped degree. A set of Pareto-optimal points were obtained, and the optimization results illustrate a good agreement with CFD simulation data with the relative deviation less than ±3%. And the empirical correlations of Nusselt number and friction coefficient were obtained based on response surface method, the helical angle and overlapped degree were fitted into empirical correlations as correction factors for the first time. It is found that the adjusted coefficient of determination of the Nusselt number and friction coefficient is 0.943 and 0.999, respectively, which illustrate the fitting is correct and reliable.
AB - A kind of shell-and-tube heat exchangers with fold baffles was proposed to eliminate the triangular leakage zones between adjacent baffles. An effective algorithm combing second-order polynomial response surface method and multi-objective genetic algorithm was adopted to study the effect of fold baffle configuration parameters on the performance of flow and heat transfer. The helical angle, overlapped degree and shell-side inlet velocity were chosen as design parameters, and the Nusselt number and shell-side pressure drop were considered as objective functions. The results show that both the Nusselt number and shell-side pressure drop increase with the decrease of helical angle and shell-side inlet velocity, and increase with the increasing overlapped degree. A set of Pareto-optimal points were obtained, and the optimization results illustrate a good agreement with CFD simulation data with the relative deviation less than ±3%. And the empirical correlations of Nusselt number and friction coefficient were obtained based on response surface method, the helical angle and overlapped degree were fitted into empirical correlations as correction factors for the first time. It is found that the adjusted coefficient of determination of the Nusselt number and friction coefficient is 0.943 and 0.999, respectively, which illustrate the fitting is correct and reliable.
KW - Empirical correlation
KW - Fold helical baffles
KW - Multi-objective genetic algorithm
KW - Response surface method
KW - Shell-and-tube heat exchangers
KW - Triangular leakage zones
UR - https://www.scopus.com/pages/publications/85042734071
U2 - 10.1016/j.applthermaleng.2017.10.039
DO - 10.1016/j.applthermaleng.2017.10.039
M3 - 文章
AN - SCOPUS:85042734071
SN - 1359-4311
VL - 129
SP - 512
EP - 520
JO - Applied Thermal Engineering
JF - Applied Thermal Engineering
ER -