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 -