Quantum-Inspired Genetic Algorithm Based on Phase Encoding

被引:0
作者
Liu, Xiande [1 ]
Liu, Xiaoming [1 ]
机构
[1] Northeast Petr Univ, Sch Comp & Informat Technol, Daqing, Heilongjiang, Peoples R China
来源
2013 NINTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION (ICNC) | 2013年
关键词
quantum computation; quantum genetic algorithm; phase encoding; optimization algorithm; EVOLUTIONARY ALGORITHM; OPTIMIZATION;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Due to frequent decoding operations, the efficiency of optimization is severely reduced when the binary quantum genetic algorithm based on qubits measure is applied to the continuous space optimization. To solve this problem, a quantum genetic algorithm based on phase encoding is proposed in this paper. In this method, the chromosomes are encoded by the phase of qubits, evolved by quantum rotation gates, and mutated by quantum Pauli-Z gates. As the optimization process is performed in [0, 2 pi], which has nothing to do with specific issues, therefore, the proposed method has good adaptability for a variety of optimization problems. With application of function extremum optimization, the simulation results show that the approach is superior to common quantum genetic algorithm and simple genetic algorithm in both search capability and optimization efficiency.
引用
收藏
页码:444 / 448
页数:5
相关论文
共 10 条
  • [1] Calculation of the partition function using quantum genetic algorithms
    Grigorenko, I
    Garcia, ME
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2002, 313 (3-4) : 463 - 470
  • [2] Quantum-inspired evolutionary algorithm for a class of combinatorial optimization
    Han, KH
    Kim, JH
    [J]. IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (06) : 580 - 593
  • [3] Han KH, 2000, IEEE C EVOL COMPUTAT, P1354, DOI 10.1109/CEC.2000.870809
  • [4] Double chains quantum genetic algorithm with application to neuro-fuzzy controller design
    Li, P. C.
    Song, K. P.
    Shang, F. H.
    [J]. ADVANCES IN ENGINEERING SOFTWARE, 2011, 42 (10) : 875 - 886
  • [5] Li PC, 2008, CHINESE J ELECTRON, V17, P80
  • [6] Quantum-inspired evolutionary algorithm for continuous space optimization based on Bloch coordinates of qubits
    Li, Panchi
    Li, Shiyong
    [J]. NEUROCOMPUTING, 2008, 72 (1-3) : 581 - 591
  • [7] Quantum-inspired genetic algorithms
    Narayanan, A
    Moore, M
    [J]. 1996 IEEE INTERNATIONAL CONFERENCE ON EVOLUTIONARY COMPUTATION (ICEC '96), PROCEEDINGS OF, 1996, : 61 - 66
  • [8] Pat A, 2011, COMM COM INF SC, V125, P18
  • [9] Hybrid genetic algorithm based on quantum computing for numerical optimization and parameter estimation
    Wang, L
    Tang, F
    Wu, H
    [J]. APPLIED MATHEMATICS AND COMPUTATION, 2005, 171 (02) : 1141 - 1156
  • [10] Zhang Ge-xiang, 2004, Acta Electronica Sinica, V32, P476