Please use this identifier to cite or link to this item: https://doi.org/10.1021/ie0612459
Title: Differential evolution with tabu list for global optimization and its application to phase equilibrium and parameter estimation problems
Authors: Srinivas, M.
Rangaiah, G.P. 
Issue Date: 9-May-2007
Source: Srinivas, M., Rangaiah, G.P. (2007-05-09). Differential evolution with tabu list for global optimization and its application to phase equilibrium and parameter estimation problems. Industrial and Engineering Chemistry Research 46 (10) : 3410-3421. ScholarBank@NUS Repository. https://doi.org/10.1021/ie0612459
Abstract: Stochastic global optimization and their applications are attracting greater attention and interest in the recent past as they provide better solutions with relatively less computational effort. Among the many popular methods, differential evolution (DE), proposed by Storn and Price [J. Global Optim. 1997, 11, 341-359], is a population-based direct search algorithm for nonlinear and nondifferentiable functions, and has found numerous applications due its simplicity, ease of use, and faster convergence. In this work, we attempted to improve the computational efficiency of DE further by implementing the concept (i.e., avoiding revisits during the search) of tabu search (TS) using the tabu list in the generation step of DE; it also provides diversity among the members of the population. DE with tabu list (DETL) is initially tested on several benchmark problems involving a few to thousands of local minima and 2-20 variables. It is then tested on challenging phase equilibrium calculations followed by parameter estimation problems in dynamic systems known to have multiple minima. The results show that the performance of DETL is better compared to DE and TS for benchmark, phase equilibrium, and parameter estimation problems. © 2007 American Chemical Society.
Source Title: Industrial and Engineering Chemistry Research
URI: http://scholarbank.nus.edu.sg/handle/10635/63725
ISSN: 08885885
DOI: 10.1021/ie0612459
Appears in Collections:Staff Publications

Show full item record
Files in This Item:
There are no files associated with this item.

SCOPUSTM   
Citations

47
checked on Dec 7, 2017

WEB OF SCIENCETM
Citations

44
checked on Nov 22, 2017

Page view(s)

36
checked on Dec 10, 2017

Google ScholarTM

Check

Altmetric


Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.