A Binary Multi-Scale Quantum Harmonic Oscillator Algorithm for 0–1 Knapsack Problem With Genetic Operator

作者: Yan Huang , Peng Wang , Jianping Li , Xiuhong Chen , Tao Li

DOI: 10.1109/ACCESS.2019.2942340

关键词:

摘要: The 0–1 knapsack problem is a typical discrete combinatorial optimization with numerous applications. In this paper, binary multi-scale quantum harmonic oscillator algorithm (BMQHOA) genetic operator proposed for solving problem. framework of BMQHOA consisted three nested phases including energy level stablization, decline and scale adjustment. BMQHOA, the number different bits between solutions defined as distance to map continuous search space into space. Repair greedy strategy adopted in guarantee capacity constraint. current best solution used perform random mutation origin solutions, making evolve towards optimal solution. performance evaluated on two low-dimensional high-dimensional KP01 data sets, computational results are compared several state-of-art algorithms. Experimental demonstrate that can get most performs well convergence stability.

参考文章(43)
Zong Woo Geem, Joong Hoon Kim, G.V. Loganathan, A New Heuristic Optimization Algorithm: Harmony Search international conference on advances in system simulation. ,vol. 76, pp. 60- 68 ,(2001) , 10.1177/003754970107600201
Seyedali Mirjalili, Andrew Lewis, S-shaped versus V-shaped transfer functions for binary Particle Swarm Optimization Swarm and evolutionary computation. ,vol. 9, pp. 1- 14 ,(2013) , 10.1016/J.SWEVO.2012.09.002
Dexuan Zou, Liqun Gao, Steven Li, Jianhua Wu, Review Article: Solving 0-1 knapsack problem by a novel global harmony search algorithm soft computing. ,vol. 11, pp. 1556- 1564 ,(2011) , 10.1016/J.ASOC.2010.07.019
Mina Husseinzadeh Kashan, Nasim Nahavandi, Ali Husseinzadeh Kashan, DisABC: A new artificial bee colony algorithm for binary optimization Applied Soft Computing. ,vol. 12, pp. 342- 352 ,(2012) , 10.1016/J.ASOC.2011.08.038
Alain Billionnet, Éric Soutif, An exact method based on Lagrangian decomposition for the 0–1 quadratic knapsack problem European Journal of Operational Research. ,vol. 157, pp. 565- 575 ,(2004) , 10.1016/S0377-2217(03)00244-3
Silvano Martello, David Pisinger, Paolo Toth, New trends in exact algorithms for the 0-1 knapsack problem European Journal of Operational Research. ,vol. 123, pp. 325- 332 ,(2000) , 10.1016/S0377-2217(99)00260-X
Celal Ozturk, Emrah Hancer, Dervis Karaboga, A novel binary artificial bee colony algorithm based on genetic operators Information Sciences. ,vol. 297, pp. 154- 170 ,(2015) , 10.1016/J.INS.2014.10.060
Wei Shih, A Branch and Bound Method for the Multiconstraint Zero-One Knapsack Problem Journal of the Operational Research Society. ,vol. 30, pp. 369- 378 ,(1979) , 10.1057/JORS.1979.78
Seyedali Mirjalili, Gai-Ge Wang, Leandro dos S. Coelho, Binary optimization using hybrid particle swarm optimization and gravitational search algorithm Neural Computing and Applications. ,vol. 25, pp. 1423- 1435 ,(2014) , 10.1007/S00521-014-1629-6