A novel Random Walk algorithm with Compulsive Evolution for heat exchanger network synthesis

被引:46
|
作者
Xiao, Yuan [1 ]
Cui, Guomin [1 ]
机构
[1] Univ Shanghai Sci & Technol, Sch Energy & Power Engn, 516 Jungong Rd, Shanghai 200093, Peoples R China
关键词
Heat exchanger network (HEN); Stochastic methods; Random Walk algorithm with Compulsive Evolution (RWCE); Optimization; SIMULTANEOUS-OPTIMIZATION MODELS; STOCHASTIC OPTIMIZATION; GENERALIZED-METHOD; HEN SYNTHESIS; RETROFIT; INTEGRATION; ENERGY;
D O I
10.1016/j.applthermaleng.2017.01.051
中图分类号
O414.1 [热力学];
学科分类号
摘要
The heat exchanger network (HEN) synthesis can be characterized as highly combinatorial, nonlinear and nonconvex, contributing to unmanageable computational time and a challenge in identifying the global optimal network design. Stochastic methods are robust and show a powerful global optimizing ability. Based on the common characteristic of different stochastic methods, namely randomness, a novel Random Walk algorithm with Compulsive Evolution (RWCE) is proposed to achieve the best possible total annual cost of heat exchanger network with the relatively simple and feasible evolution strategy. A population of heat exchanger networks is first randomly initialized. Next, the heat load of heat exchanger for each individual is randomly expanded or contracted in order to optimize both the integer and continuous variables simultaneously and to obtain the lowest total annual cost. Besides, when individuals approach to local optima, there is a certain probability for them to compulsively accept the imperfect networks in order to keep the population diversity and ability of global optimization. The presented method is then applied to heat exchanger network synthesis cases from the literature to compare the best results published. RWCE consistently has a lower computed total annual cost compared to previously published results. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1118 / 1127
页数:10
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