TY - GEN
T1 - A dynamic adaptive calibration of the CLONALG immune algorithm
AU - Riff, María Cristina
AU - Montero, Elizabeth
PY - 2009/12/1
Y1 - 2009/12/1
N2 - The control of parameters during the execution of bio-inspired algorithms is an open research area. In this paper, we propose a new parameter control strategy for the immune algorithm CLONALG. Our approach is based on reinforcement learning ideas. We focus our attention on controlling the number of clones and the number of selected cells which follow a mutation process for improvement. Their values allow a trade-off between intensification and diversification of the search. Our approach provides an efficient and low cost adaptive technique for parameter control. We use instances of the Travelling Salesman Problem that has been tackled before by using CLONALG. The results obtained are very encouraging.
AB - The control of parameters during the execution of bio-inspired algorithms is an open research area. In this paper, we propose a new parameter control strategy for the immune algorithm CLONALG. Our approach is based on reinforcement learning ideas. We focus our attention on controlling the number of clones and the number of selected cells which follow a mutation process for improvement. Their values allow a trade-off between intensification and diversification of the search. Our approach provides an efficient and low cost adaptive technique for parameter control. We use instances of the Travelling Salesman Problem that has been tackled before by using CLONALG. The results obtained are very encouraging.
KW - Artificial immune algorithms
KW - Control
KW - Parameter
UR - http://www.scopus.com/inward/record.url?scp=74549125424&partnerID=8YFLogxK
U2 - 10.1109/ICAIS.2009.38
DO - 10.1109/ICAIS.2009.38
M3 - Conference contribution
AN - SCOPUS:74549125424
SN - 9780769538273
T3 - Proceedings of the 2009 International Conference on Adaptive and Intelligent Systems, ICAIS 2009
SP - 187
EP - 193
BT - Proceedings of the 2009 International Conference on Adaptive and Intelligent Systems, ICAIS 2009
T2 - 2009 International Conference on Adaptive and Intelligent Systems, ICAIS 2009
Y2 - 24 September 2009 through 26 September 2009
ER -