Optimal Schedule for Agricultural Machinery Using an Improved Immune-Tabu Search Algorithm

被引:0
|
作者
Zhu, Xinmeng [1 ]
Ding, Yongsheng [1 ]
Cai, Xin [1 ]
Wang, Haishan [2 ]
Zhang, Xiangfei [3 ]
机构
[1] Donghua Univ, Minist Educ, Coll Informat Sci & Technol, Engn Res Ctr Digitized Text & Apparel Technol, Shanghai 201620, Peoples R China
[2] Shanghai Agr IOT Engn Technol Res Ctr, Shanghai, Peoples R China
[3] Shanghai Agr Comm, Informat Ctr, Shanghai 200031, Peoples R China
来源
PROCEEDINGS OF THE 36TH CHINESE CONTROL CONFERENCE (CCC 2017) | 2017年
基金
中国国家自然科学基金;
关键词
agricultural machinery; scheduling; immune optimization algorithm; tabu search; immune-tabu search algorithm; VEHICLE-ROUTING PROBLEM;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Considering the low efficiency and lack of intelligent dispatching decision of the agricultural machinery scheduling problem, an improved Immune-Tabu Search Algorithm (ITSA) based on the immune optimization algorithm is proposed. A new operator, named TSA, is designed through improvement on the generation of neighborhood solution based on the tabu search algorithm. At the beginning of the iterations, the algorithm makes use of the search results of TSA as the mutated antibodies, so as to improve the climbing performance of the algorithm and accelerate the convergence speed in the meantime. Then, random mutation and tabu search for parallel strategies are implemented to ensure the optimization of the result as well as shorten the optimization time. Compared with the immune optimization algorithm and tabu search algorithm, the simulation results show that ITSA can not only obtain a better search success rate, but also stabilize the results of the algorithm.
引用
收藏
页码:2824 / 2829
页数:6
相关论文
共 50 条
  • [41] Robotic Optimal Assembly Sequence Using Improved Cuckoo Search Algorithm
    Murali, Gunji Bala
    Deepak, B. B. V. L.
    Biswal, B. B.
    Mohanta, Golak Bihari
    Rout, Amruta
    INTERNATIONAL CONFERENCE ON ROBOTICS AND SMART MANUFACTURING (ROSMA2018), 2018, 133 : 323 - 330
  • [42] An optimal dispatch schedule of EVs considering demand response using improved MACD algorithm
    Bouzguenda, Mounir
    Hatatah, Muahmmad
    Ali, Aamir
    Abbas, Ghulam
    Khan, Aamir
    Touti, Ezzeddine
    Yousef, Amr
    Mirsaeidi, Sohrab
    Alshahir, Ahmed
    FRONTIERS IN ENERGY RESEARCH, 2023, 11
  • [43] Optimal channel assignment in cellular systems using tabu search
    Peng, YJ
    Wang, LP
    Soong, BH
    PIMRC 2003: 14TH IEEE 2003 INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS PROCEEDINGS, VOLS 1-3 2003, 2003, : 31 - 35
  • [44] Using tabu search to find optimal switched LAN configurations
    Nusekabel, MR
    Christensen, KJ
    PROCEEDINGS IEEE SOUTHEASTCON '98: ENGINEERING FOR A NEW ERA, 1998, : 298 - 301
  • [45] Optimal sensor network design and upgrade using Tabu Search
    Carnero, MC
    Hernández, JL
    Sánchez, MC
    European Symposium on Computer-Aided Process Engineering-15, 20A and 20B, 2005, 20a-20b : 1447 - 1452
  • [46] Transmission network optimal planning using the tabu search method
    Wen, FS
    Chang, CS
    ELECTRIC POWER SYSTEMS RESEARCH, 1997, 42 (02) : 153 - 163
  • [47] Optimal Route Planning for Truck-Drone Delivery Using Variable Neighborhood Tabu Search Algorithm
    Tong, Bao
    Wang, Jianwei
    Wang, Xue
    Zhou, Feihao
    Mao, Xinhua
    Zheng, Wenlong
    APPLIED SCIENCES-BASEL, 2022, 12 (01):
  • [48] Optimised schedules for sequential agricultural operations using a Tabu Search method
    Edwards, Gareth
    Sorensen, Claus G.
    Bochtis, Dionysis D.
    Munkholm, Lars J.
    COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2015, 117 : 102 - 113
  • [49] Practical Train Crew Scheduling Using Improved Tabu Search
    Kokubo, Tatsuya
    Kawaguchi, Shuhei
    Fukuyama, Yoshikazu
    2017 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI), 2017,
  • [50] Curriculum Schedule Arrangement Solved by An Improved Immune Optimization Algorithm
    Li, Xiao-feng
    Shi, An
    Luo, Jian-guo
    PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION APPLICATIONS (ICCIA 2012), 2012, : 34 - 38