An Annealing Memetic Algorithm for Instructional Scheduling

被引:0
|
作者
Lv, Shen-min [1 ]
机构
[1] Shandong Womens Univ, Jinan 250300, Shandong, Peoples R China
关键词
instructional scheduling; Memetic algorithm; scheduling program;
D O I
10.3991/ijet.v13i11.9601
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
In order to solve the problems of large-scale instructional scheduling, many constraints, and complex interrelation, it is studied based on the changes in the scheduling problem and the adjustment of related algorithms. Firstly, the problem of instructional scheduling is described as a whole, and the relationship between each stage, in particular the impact of the combined plan on scheduling is also described, and an optimization plan is proposed. Then the optimal scheduling scheme is solved with Memetic algorithm. According to the constraints, the fitness value function in the algorithm is designed flexibly. Finally, the convergence of the algorithm is proved based on the Banach compression mapping theorem. Practice has proved that: Memetic algorithm can effectively solve the problem of inadequate teaching resources and difficult of instructional scheduling. Therefore, the Memntic algorithm can be used in instructional scheduling.
引用
收藏
页码:17 / 28
页数:12
相关论文
共 50 条
  • [1] Production scheduling with a memetic algorithm
    Korošec P.
    Papa G.
    Vukašinović V.
    International Journal of Innovative Computing and Applications, 2010, 2 (04) : 244 - 252
  • [2] A competent memetic algorithm for complex scheduling
    Miguel A. González
    Camino R. Vela
    Ramiro Varela
    Natural Computing, 2012, 11 : 151 - 160
  • [3] A competent memetic algorithm for complex scheduling
    Gonzalez, Miguel A.
    Vela, Camino R.
    Varela, Ramiro
    NATURAL COMPUTING, 2012, 11 (01) : 151 - 160
  • [4] Enhanced Memetic Algorithm for Task Scheduling
    Padmavathi, S.
    Shalinie, S. Mercy
    Someshwar, B. C.
    Sasikumar, T.
    SWARM, EVOLUTIONARY, AND MEMETIC COMPUTING, 2010, 6466 : 448 - +
  • [5] An Improved Memetic Algorithm for Break Scheduling
    Widl, Magdalena
    Musliu, Nysret
    HYBRID METAHEURISTICS, 2010, 6373 : 133 - 147
  • [6] Probabilistic Memetic Algorithm for Flowshop Scheduling
    Liu, Bo
    Xu, Juan-Juan
    Qian, Bin
    Wang, Jian-Rong
    Chu, Yan-Bin
    2013 IEEE WORKSHOP ON MEMETIC COMPUTING (MC), 2013, : 60 - 64
  • [7] A memetic algorithm for the maintenance scheduling problem
    Burke, EK
    Smith, AJ
    PROGRESS IN CONNECTIONIST-BASED INFORMATION SYSTEMS, VOLS 1 AND 2, 1998, : 469 - 472
  • [8] A Hybrid Discrete Bacterial Memetic Algorithm with Simulated Annealing for Optimization of the Flow Shop Scheduling Problem
    Agardi, Anita
    Nehez, Karoly
    Hornyak, Oliver
    Koczy, Laszlo T.
    SYMMETRY-BASEL, 2021, 13 (07):
  • [9] A memetic algorithm combined particle swarm optimization with simulated annealing and its application on multiprocessor scheduling problem
    Zhao, Fuqing
    Tang, Jianxin
    PRZEGLAD ELEKTROTECHNICZNY, 2012, 88 (11A):
  • [10] Memetic Algorithm for Heterogeneous Project Scheduling Problems
    Mahmud, Firoz
    Zaman, Forhad
    Sarker, Ruhul
    Essam, Daryl
    2020 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI), 2020, : 2778 - 2785