A Memetic Algorithm and a Solution Archive for the Rooted Delay-Constrained Minimum Spanning Tree Problem

被引:0
|
作者
Ruthmair, Mario [1 ]
Raidl, Guenther R. [1 ]
机构
[1] Vienna Univ Technol, Inst Comp Graph & Algorithms, A-1040 Vienna, Austria
关键词
network design; memetic algorithm; solution archive; delay constraints; GENETIC ALGORITHM;
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
We present a memetic algorithm for a combinatorial optimization problem called rooted delay-constrained minimum spanning tree problem arising for example in centralized broadcasting networks where quality of service constraints are of concern. The memetic algorithm is based on a specialized solution representation and a simple and effective decoding mechanism. Solutions are locally improved by a variable neighborhood descent in two neighborhood structures. Furthermore, to tackle the problem of repeated examination of already visited solutions we investigate a simple hash-based method to only detect duplicates or, alternatively, a trie-based complete solution archive to additionally derive new unvisited solutions. Experimental results show that our memetic algorithm outperforms existing heuristic approaches for this problem in most cases. Including the hash-based duplicate detection mostly further improves solution quality whereas the solution archive can only rarely obtain better results due to its operational overhead.
引用
收藏
页码:351 / 358
页数:8
相关论文
共 50 条
  • [1] A Multilevel Heuristic for the Rooted Delay-Constrained Minimum Spanning Tree Problem
    Berlakovich, Martin
    Ruthmair, Mario
    Raidl, Guenther R.
    COMPUTER AIDED SYSTEMS THEORY - EUROCAST 2011, PT I, 2012, 6927 : 256 - 263
  • [2] Competitive Decision Algorithm for the Rooted Delay-constrained Minimum Spanning Tree
    Xiong, Xiaohua
    Chen, Xuemin
    Ning, Aibing
    PROCEEDINGS OF THE 2013 THE INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND SOFTWARE ENGINEERING (ICAISE 2013), 2013, 37 : 82 - 86
  • [3] The delay-constrained minimum spanning tree problem
    Salama, HF
    Reeves, DS
    Viniotis, Y
    SECOND IEEE SYMPOSIUM ON COMPUTERS AND COMMUNICATIONS, PROCEEDINGS, 1997, : 699 - 703
  • [4] A Kruskal-Based Heuristic for the Rooted Delay-Constrained Minimum Spanning Tree Problem
    Ruthmair, Mario
    Raidl, Guenther R.
    COMPUTER AIDED SYSTEMS THEORY - EUROCAST 2009, 2009, 5717 : 713 - 720
  • [5] Variable Neighborhood Search and Ant Colony Optimization for the Rooted Delay-Constrained Minimum Spanning Tree Problem
    Ruthmair, Mario
    Raidl, Guenther R.
    PARALLEL PROBLEM SOLVING FROM NATURE-PPSN XI, PT II, 2010, 6239 : 391 - 400
  • [6] Exact algorithm for delay-constrained capacitated minimum spanning tree network
    Lee, Y. J.
    Atiquzzaman, M.
    IET COMMUNICATIONS, 2007, 1 (06) : 1238 - 1247
  • [7] A dandelion-encoded evolutionary algorithm for the delay-constrained capacitated minimum spanning tree problem
    Perez-Bellido, Angel M.
    Salcedo-Sanz, Sancho
    Ortiz-Garcia, Emilio G.
    Portilla-Figueras, Antonio
    Naldi, Maurizio
    COMPUTER COMMUNICATIONS, 2009, 32 (01) : 154 - 158
  • [8] The Memetic Algorithm for The Minimum Spanning Tree Problem with Degree and Delay Constraints
    Sun, Minying
    Wang, Hua
    2013 15TH INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION TECHNOLOGY (ICACT), 2013, : 78 - 82
  • [9] Least cost heuristic for the delay-constrained capacitated minimum spanning tree problem
    Lee, YJ
    Atiquzzaman, A
    COMPUTER COMMUNICATIONS, 2005, 28 (11) : 1371 - 1379
  • [10] An Evolutionary Algorithm with Solution Archive for the Generalized Minimum Spanning Tree Problem
    Hu, Bin
    Raidl, Guenther R.
    COMPUTER AIDED SYSTEMS THEORY - EUROCAST 2011, PT I, 2012, 6927 : 287 - 294