Cuckoo search algorithm for Constraint Satisfaction and Optimization

被引:0
|
作者
Majumdar, Dipankar [1 ]
Mallick, Subhasis [2 ]
机构
[1] RCC Inst Informat Technol, Kolkata, India
[2] BP Poddar Inst Management & Technol, Kolkata, India
关键词
Constraint satisfaction problem; combinatorial optimization; cuckoo search; course timetable problem;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents new approach to apply population based Cuckoo search algorithm to a Constraint Satisfaction Problem (CSP). CSP is a powerful paradigm which includes many complex combinatorial optimization problems like scheduling, planning or configuration problems. These problems are defined by a set of variables and a set of constraints. We have considered a real world application Course Timetabling (CTT) problem which is a well-known Constraint Satisfaction Problem. CTT requires scheduling number of subjects, teachers and rooms to pre-specified time slots in order to satisfy several constraints. There are few hard constrains which must satisfy by the feasible solutions and then it will try to optimize the solution by satisfying maximum soft constraints. In this paper CTT problem is solved by Cuckoo search algorithm and compare with heuristic local search techniques Hill Climbing. Our approach for CTT problem is able to solve large problems quickly by returning a roster if it is feasible and the techniques are fundamentally more general than the specific problem studied here.
引用
收藏
页码:235 / 240
页数:6
相关论文
共 50 条
  • [31] A Hybrid Search Algorithm for Solving Constraint Satisfaction Problems
    Hatamlou, Abdel-Reza
    Meybodi, Mohammad Reza
    PROCEEDINGS OF WORLD ACADEMY OF SCIENCE, ENGINEERING AND TECHNOLOGY, VOL 25, 2007, 25 : 362 - +
  • [32] Hybridizing cuckoo search algorithm with bat algorithm for global numerical optimization
    Shehab, Mohammad
    Khader, Hamad Tajudin
    Laouched, Makhlouf
    Alomari, Osama Ahmad
    JOURNAL OF SUPERCOMPUTING, 2019, 75 (05): : 2395 - 2422
  • [33] Cuckoo Search Algorithm Based On Local Optimization In The PID Parameter Optimization
    Luo, Lei
    Lv, Lixia
    PROCEEDINGS OF THE 2016 2ND WORKSHOP ON ADVANCED RESEARCH AND TECHNOLOGY IN INDUSTRY APPLICATIONS, 2016, 81 : 1867 - 1872
  • [34] Subspace search mechanism and cuckoo search algorithm for size optimization of space trusses
    Kaveh, A.
    Bakhshpoori, T.
    STEEL AND COMPOSITE STRUCTURES, 2015, 18 (02): : 289 - 303
  • [35] Parameter Control Based Cuckoo Search Algorithm for Numerical Optimization
    Jiatang Cheng
    Yan Xiong
    Neural Processing Letters, 2022, 54 : 3173 - 3200
  • [36] Opposition-Based Cuckoo Search Algorithm for Optimization Problems
    Zhao, Pengjun
    Li, Huirong
    2012 FIFTH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID 2012), VOL 1, 2012, : 344 - 347
  • [37] A novel version of Cuckoo search algorithm for solving optimization problems
    Cuong-Le, Thanh
    Minh, Hoang-Le
    Khatir, Samir
    Wahab, Magd Abdel
    Tran, Minh Thi
    Mirjalili, Seyedali
    EXPERT SYSTEMS WITH APPLICATIONS, 2021, 186
  • [38] QRS Complex Detection using Cuckoo Search Optimization Algorithm
    Jain, S.
    Kumar, A.
    Bajaj, V.
    2017 INTERNATIONAL CONFERENCE ON COMMUNICATION AND SIGNAL PROCESSING (ICCSP), 2017, : 91 - 95
  • [39] PCB Drill Path Optimization by Combinatorial Cuckoo Search Algorithm
    Lim, Wei Chen Esmonde
    Kanagaraj, G.
    Ponnambalam, S. G.
    SCIENTIFIC WORLD JOURNAL, 2014,
  • [40] An effective hybrid cuckoo search algorithm for constrained global optimization
    Long, Wen
    Liang, Ximing
    Huang, Yafei
    Chen, Yixiong
    NEURAL COMPUTING & APPLICATIONS, 2014, 25 (3-4): : 911 - 926