Differential evolution using jumping genes adaptation

Ashish M. Gujarathi; Saumitra Purohit; Rohan Manchanda; Debabrata Ghosh

Differential evolution using jumping genes adaptation

Ashish M. Gujarathi^*, Saumitra Purohit, Rohan Manchanda, Debabrata Ghosh

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

1 Citation (Scopus)

Abstract

Jumping gene adaptation of differential evolution algorithm (DE-JGa) is proposed in this study. Detailed working principle of proposed algorithm is given. The performance of the proposed algorithm (DE-JGa) is compared with the performance of existing algorithms (differential evolution (DE) and modified differential evolution (MDE)] by applying these algorithms to some selected benchmark test problems. Thorough algorithm specific study is carried out to check the robustness of individual algorithms with respect to its control parameters, such as crossover constant (CR), number of population points (NP), scaling factor (F) and the number of generations.

Original language	English
Title of host publication	Proceedings of the 5th Indian International Conference on Artificial Intelligence, IICAI 2011
Pages	353-370
Number of pages	18
Publication status	Published - 2011
Externally published	Yes
Event	5th Indian International Conference on Artificial Intelligence, IICAI 2011 - Tumkur, India Duration: Dec 14 2011 → Dec 16 2011

Publication series

Name	Proceedings of the 5th Indian International Conference on Artificial Intelligence, IICAI 2011

Other

Other	5th Indian International Conference on Artificial Intelligence, IICAI 2011
Country/Territory	India
City	Tumkur
Period	12/14/11 → 12/16/11

Keywords

Differential evolution
Evolutionary algorithms
Jumping gene
Optimization

ASJC Scopus subject areas

Artificial Intelligence

Cite this

Differential evolution using jumping genes adaptation. / Gujarathi, Ashish M.; Purohit, Saumitra; Manchanda, Rohan; Ghosh, Debabrata.

Proceedings of the 5th Indian International Conference on Artificial Intelligence, IICAI 2011. 2011. p. 353-370 (Proceedings of the 5th Indian International Conference on Artificial Intelligence, IICAI 2011).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Gujarathi, AM, Purohit, S, Manchanda, R & Ghosh, D 2011, Differential evolution using jumping genes adaptation. in Proceedings of the 5th Indian International Conference on Artificial Intelligence, IICAI 2011. Proceedings of the 5th Indian International Conference on Artificial Intelligence, IICAI 2011, pp. 353-370, 5th Indian International Conference on Artificial Intelligence, IICAI 2011, Tumkur, India, 12/14/11.

@inproceedings{f09eaa3ceb084c3480b92067cf2a51c8,

title = "Differential evolution using jumping genes adaptation",

abstract = "Jumping gene adaptation of differential evolution algorithm (DE-JGa) is proposed in this study. Detailed working principle of proposed algorithm is given. The performance of the proposed algorithm (DE-JGa) is compared with the performance of existing algorithms (differential evolution (DE) and modified differential evolution (MDE)] by applying these algorithms to some selected benchmark test problems. Thorough algorithm specific study is carried out to check the robustness of individual algorithms with respect to its control parameters, such as crossover constant (CR), number of population points (NP), scaling factor (F) and the number of generations.",

keywords = "Differential evolution, Evolutionary algorithms, Jumping gene, Optimization",

author = "Gujarathi, {Ashish M.} and Saumitra Purohit and Rohan Manchanda and Debabrata Ghosh",

year = "2011",

language = "English",

isbn = "9780972741286",

series = "Proceedings of the 5th Indian International Conference on Artificial Intelligence, IICAI 2011",

pages = "353--370",

booktitle = "Proceedings of the 5th Indian International Conference on Artificial Intelligence, IICAI 2011",

note = "5th Indian International Conference on Artificial Intelligence, IICAI 2011 ; Conference date: 14-12-2011 Through 16-12-2011",

}

TY - GEN

T1 - Differential evolution using jumping genes adaptation

AU - Gujarathi, Ashish M.

AU - Purohit, Saumitra

AU - Manchanda, Rohan

AU - Ghosh, Debabrata

PY - 2011

Y1 - 2011

N2 - Jumping gene adaptation of differential evolution algorithm (DE-JGa) is proposed in this study. Detailed working principle of proposed algorithm is given. The performance of the proposed algorithm (DE-JGa) is compared with the performance of existing algorithms (differential evolution (DE) and modified differential evolution (MDE)] by applying these algorithms to some selected benchmark test problems. Thorough algorithm specific study is carried out to check the robustness of individual algorithms with respect to its control parameters, such as crossover constant (CR), number of population points (NP), scaling factor (F) and the number of generations.

AB - Jumping gene adaptation of differential evolution algorithm (DE-JGa) is proposed in this study. Detailed working principle of proposed algorithm is given. The performance of the proposed algorithm (DE-JGa) is compared with the performance of existing algorithms (differential evolution (DE) and modified differential evolution (MDE)] by applying these algorithms to some selected benchmark test problems. Thorough algorithm specific study is carried out to check the robustness of individual algorithms with respect to its control parameters, such as crossover constant (CR), number of population points (NP), scaling factor (F) and the number of generations.

KW - Differential evolution

KW - Evolutionary algorithms

KW - Jumping gene

KW - Optimization

UR - http://www.scopus.com/inward/record.url?scp=84872177129&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=84872177129&partnerID=8YFLogxK

M3 - Conference contribution

AN - SCOPUS:84872177129

SN - 9780972741286

T3 - Proceedings of the 5th Indian International Conference on Artificial Intelligence, IICAI 2011

SP - 353

EP - 370

BT - Proceedings of the 5th Indian International Conference on Artificial Intelligence, IICAI 2011

T2 - 5th Indian International Conference on Artificial Intelligence, IICAI 2011

Y2 - 14 December 2011 through 16 December 2011

ER -

Differential evolution using jumping genes adaptation

Abstract

Publication series

Other

Keywords

ASJC Scopus subject areas

Other files and links

Fingerprint

Cite this