An iterated greedy algorithm for the obnoxious p-median problem

被引:18
|
作者
Gokalp, Osman [1 ]
机构
[1] Ege Univ, Dept Comp Engn, Izmir, Turkey
关键词
Obnoxious p-median problem; Iterated greedy; Metaheuristics; Combinatorial optimization;
D O I
10.1016/j.engappai.2020.103674
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The obnoxious p-median problem (OpM) is one of the NP-hard combinatorial optimization problems, in which the goal is to find optimal places to facilities that are undesirable (e.g. noisy, dangerous, or pollutant) such that the sum of the minimum distances between each non-facility location and its nearest facility is maximized. In this paper, for the first time in the literature, Iterated Greedy (IG) metaheuristic has been applied at a higher level to solve this problem. A powerful composite local search method has also been developed by combining two fast and effective local search algorithms, namely RLS1 and RLS2, which were previously used to solve the OpM. Comprehensive experiments have been conducted to test the performance of the proposed algorithm using a common benchmark for the problem. The computational results show the effectiveness of the IG algorithm that it can find high-quality solutions in a short time. Based on the set of selected instances, the results also reveal that the developed IG algorithm outperforms most of the state-of-the-art algorithms and contributes to the literature with 5 new best-known solutions.
引用
收藏
页数:9
相关论文
共 50 条
  • [41] A GPU-based genetic algorithm for the p-median problem
    AlBdaiwi, Bader F.
    AboElFotoh, Hosam M. F.
    JOURNAL OF SUPERCOMPUTING, 2017, 73 (10): : 4221 - 4244
  • [42] A HYBRID ALGORITHM FOR THE UNCERTAIN INVERSE p-MEDIAN LOCATION PROBLEM
    Soltanpour, Akram
    Baroughi, Fahimeh
    Alizadeh, Behrooz
    FACTA UNIVERSITATIS-SERIES MATHEMATICS AND INFORMATICS, 2020, 35 (05): : 1399 - 1416
  • [43] A GPU-based genetic algorithm for the p-median problem
    Bader F. AlBdaiwi
    Hosam M. F. AboElFotoh
    The Journal of Supercomputing, 2017, 73 : 4221 - 4244
  • [44] A branch-and-price algorithm for the capacitated p-median problem
    Ceselli, A
    Righini, G
    NETWORKS, 2005, 45 (03) : 125 - 142
  • [45] EFFICIENT ALGORITHM FOR P-MEDIAN PROBLEM WITH MAXIMUM DISTANCE CONSTRAINTS
    KHUMAWAL.BM
    GEOGRAPHICAL ANALYSIS, 1973, 5 (04) : 307 - 321
  • [46] A Fast Tabu Search Algorithm for the Reliable P-Median Problem
    Li, Qingwei
    Savachkin, Alex
    ADVANCES IN GLOBAL OPTIMIZATION, 2015, 95 : 417 - 424
  • [47] On the probabilistic analysis of an approximation algorithm for solving the p-median problem
    Gimadi E.K.
    Journal of Applied and Industrial Mathematics, 2011, 5 (2) : 212 - 220
  • [48] Solving capacitated p-median problem using genetic algorithm
    Ghoseiri, K.
    Ghannadpour, S. F.
    2007 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT, VOLS 1-4, 2007, : 885 - 889
  • [49] Water Cycle Algorithm for Solving Continuous p-Median Problem
    Tuba, Eva
    Strumberger, Ivana
    Tuba, Ira
    Bacanin, Nebojsa
    Tuba, Milan
    2018 IEEE 12TH INTERNATIONAL SYMPOSIUM ON APPLIED COMPUTATIONAL INTELLIGENCE AND INFORMATICS (SACI), 2018, : 351 - 354
  • [50] A genetic algorithm for the p-median problem with pos/neg weights
    Fathali, Mar
    APPLIED MATHEMATICS AND COMPUTATION, 2006, 183 (02) : 1071 - 1083