A clonal selection algorithm based on non-uniform adaptive mutation

被引:0
|
作者
Zhong, Yanfei [1 ]
Zhang, Liangpei [1 ]
Li, Pingxiang [1 ]
机构
[1] State Key Laboratory for Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, 129 Luoyu Road, Wuhan 430079, China
关键词
Computational complexity - Simulated annealing;
D O I
暂无
中图分类号
学科分类号
摘要
We propose an adaptive clonal selection algorithm, which can adaptively set the mutation rate of each antibody according to its affinity and utilize the non-uniform mutation to decrease the complexity of the algorithm and computational costs. Experiments were performed to evaluate the performance of our proposed algorithm in comparison with other methods, genetic algorithm, simulated annealing algorithm, genetic simulated annealing algorithm. The results show that our proposed algorithm consistently outperforms the traditional algorithms. Compared with traditional CSA, our proposed algorithm can more quickly find the optimal solution and hence provides an effective solution.
引用
下载
收藏
页码:308 / 312
相关论文
共 50 条
  • [31] Hierarchical Non-uniform Unit Selection based on Prosodic Structure
    Xu, Jun
    Huang, Dezhi
    Wang, Yongxin
    Dong, Yuan
    Cai, Lianhong
    Wang, Haila
    INTERSPEECH 2007: 8TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION, VOLS 1-4, 2007, : 1201 - +
  • [32] Parameters optimization of solar PV cell/module using genetic algorithm based on non-uniform mutation
    Saadaoui, Driss
    Elyaqouti, Mustapha
    Assalaou, Khalid
    Ben Hmamou, Driss
    Lidaighbi, Souad
    ENERGY CONVERSION AND MANAGEMENT-X, 2021, 12
  • [33] Non-Uniform Image Segmentation Based on Adaptive Region Fitting
    Li Yunhong
    Yao Lan
    Ren Jie
    Luo Xuemin
    Ma Dengfei
    Duan Jiaojiao
    LASER & OPTOELECTRONICS PROGRESS, 2022, 59 (18)
  • [34] Network Fault Feature Selection Based on Adaptive Immune Clonal Selection Algorithm
    Zhang, Li
    Meng, Xiangru
    Wu, Weijia
    Zhou, Hua
    INTERNATIONAL JOINT CONFERENCE ON COMPUTATIONAL SCIENCES AND OPTIMIZATION, VOL 2, PROCEEDINGS, 2009, : 969 - 973
  • [35] Improved Combined Mutation Clonal Selection Algorithm
    Paw, Johnny Koh Siaw
    Hen, Chong Kok
    Yan, Koo Wai
    Ann, Yong Sue
    2012 IEEE CONFERENCE ON SUSTAINABLE UTILIZATION AND DEVELOPMENT IN ENGINEERING AND TECHNOLOGY (STUDENT), 2012, : 192 - 196
  • [36] Non-Uniform Clustering Algorithm for UWSNs Based on Energy Equalization
    Yi, Jinwang
    Tang, Jie
    Yuan, Fei
    Qiao, Guanhao
    Dai, Dongping
    SENSORS, 2023, 23 (12)
  • [37] Local Feature Entropy Based Non-Uniform Simplification Algorithm
    Chu, Xiaoli
    Zhang, Yan
    TENTH INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING (ICDIP 2018), 2018, 10806
  • [38] Non-uniform MR image reconstruction based on Non-Uniform FFT
    Liang xiao-yun
    Zeng wei-ming
    Dong zhi-hua
    Zhang zhi-jiang
    Luo li-min
    27TH INTERNATIONAL CONGRESS ON HIGH SPEED PHOTOGRAPHY AND PHOTONICS, PRTS 1-3, 2007, 6279
  • [39] An Adaptive Correction Algorithm for Non-Uniform Illumination Panoramic Images Based on the Improved Bilateral Gamma Function
    Wang, Dianwei
    Yan, Weichao
    Zhu, Tingge
    Xie, Yongjun
    Song, Haijun
    Hu, Xinrong
    2017 INTERNATIONAL CONFERENCE ON DIGITAL IMAGE COMPUTING - TECHNIQUES AND APPLICATIONS (DICTA), 2017, : 878 - 883
  • [40] Adaptive immune clonal selection cultural algorithm
    Guo, Yi-Nan
    Wang, Hui
    Cheng, Jian
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2010, 38 (04): : 966 - 972