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  Published Paper Details:

  Paper Title

OPTIMIZATION OF SOME CHEMICAL PROCESSES USING DIFFERENTIAL EVOLUTION (DE) ALGORITHM

  Authors

  Sonam S Gawas,  Damini D Apankar,  Prashant A Giri

  Keywords

Optimization, Differential Evolution, Genetic Algorithms, Evolutionary Algorithms.

  Abstract


Differential Evolution (DE) algorithm is a new heuristic approach mainly having three advantages; finding the true global minimum regardless of the initial parameter values, fast convergence, and using few control parameters. The biggest advantage of the differential evolution approach over other non-traditional method approach is its stability. DE algorithm is a population based algorithm like genetic algorithms using similar operators; crossover, mutation and selection. Differential evolution algorithm can be easily applied to a wide variety of real valued problems despite noisy, multimodal, multidimensional spaces which usually makes the problems very difficult for optimization. Differential evolution becomes impressive because of the parameters crossover ratio (CR) and mutation factor (F) do not require the same tuning which is necessary in many other Evolutionary Algorithms. In the present study, DE has been used to solve the various chemical engineering problems from the literature. We have compared the performance of DE algorithm to that of some other well-known versions conventional and non-conventional optimization methods. From the simulation results, it was observed that the convergence speed of DE is significantly better than the other techniques. Therefore, DE algorithm seems to be a promising approach for engineering optimization problems.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT1807090

  Paper ID - 186412

  Page Number(s) - 736-740

  Pubished in - Volume 6 | Issue 2 | April 2018

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  Sonam S Gawas,  Damini D Apankar,  Prashant A Giri,   "OPTIMIZATION OF SOME CHEMICAL PROCESSES USING DIFFERENTIAL EVOLUTION (DE) ALGORITHM ", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.6, Issue 2, pp.736-740, April 2018, Available at :http://www.ijcrt.org/papers/IJCRT1807090.pdf

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ISSN: 2320-2882
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ISSN and 7.97 Impact Factor Details


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ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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