The fixed set search applied to the power dominating set problem

被引:17
作者
Jovanovic, Raka [1 ]
Voss, Stefan [2 ,3 ]
机构
[1] Hamad bin Khalifa Univ, QEERI, POB 5825, Doha, Qatar
[2] Univ Hamburg, Inst Informat Syst, Hamburg, Germany
[3] Pontificia Univ Catolica Valparaiso, Escuela Ingn Ind, Valparaiso, Chile
关键词
combinatorial optimization; dominating set; fixed set search; GRASP; power dominating set;
D O I
10.1111/exsy.12559
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this article, we focus on solving the power dominating set problem and its connected version. These problems are frequently used for finding optimal placements of phasor measurement units in power systems. We present an improved integer linear program (ILP) for both problems. In addition, a greedy constructive algorithm and a local search are developed. A greedy randomised adaptive search procedure (GRASP) algorithm is created to find near optimal solutions for large scale problem instances. The performance of the GRASP is further enhanced by extending it to the novel fixed set search (FSS) metaheuristic. Our computational results show that the proposed ILP has a significantly lower computational cost than existing ILPs for both versions of the problem. The proposed FSS algorithm manages to find all the optimal solutions that have been acquired using the ILP. In the last group of tests, it is shown that the FSS can significantly outperform the GRASP in both solution quality and computational cost.
引用
收藏
页数:18
相关论文
共 29 条
[1]   APPROXIMATION ALGORITHMS AND HARDNESS FOR DOMINATION WITH PROPAGATION [J].
Aazami, Ashkan ;
Stilp, Kael .
SIAM JOURNAL ON DISCRETE MATHEMATICS, 2009, 23 (03) :1382-1399
[2]   Structural Controllability Analysis via Embedding Power Dominating Set Approximation in Erdos-Renyi Graphs [J].
Alwasel, Bader ;
Wolthusen, Stephen D. .
2015 IEEE 29TH INTERNATIONAL CONFERENCE ON ADVANCED INFORMATION NETWORKING AND APPLICATIONS WORKSHOPS WAINA 2015, 2015, :418-423
[3]   An Exact Exponential Time Algorithm for Power Dominating Set [J].
Binkele-Raible, Daniel ;
Fernau, Henning .
ALGORITHMICA, 2012, 63 (1-2) :323-346
[4]  
Brimkov B., 2017, ARXIV171202388
[5]  
Chang GJ, 2015, J COMB OPTIM, V30, P1095, DOI 10.1007/s10878-013-9688-7
[6]   Generalized power domination of graphs [J].
Chang, Gerard Jennhwa ;
Dorbec, Paul ;
Montassier, Mickael ;
Raspaud, Andre .
DISCRETE APPLIED MATHEMATICS, 2012, 160 (12) :1691-1698
[7]  
Dean N., 2011, Proceedings of the 2011 IEEE 14th International Conference on Computational Science and Engineering (CSE 2011). 11th International Symposium on Pervasive Systems, Algorithms, Networks (I-SPAN 2011). 10th IEEE International Conference on Ubiquitous Computing and Communications (IUCC 2011), P488, DOI 10.1109/CSE.2011.89
[8]   A note on power domination in grid graphs [J].
Dorfling, M ;
Henning, MA .
DISCRETE APPLIED MATHEMATICS, 2006, 154 (06) :1023-1027
[9]   GREEDY RANDOMIZED ADAPTIVE SEARCH PROCEDURES [J].
FEO, TA ;
RESENDE, MGC .
JOURNAL OF GLOBAL OPTIMIZATION, 1995, 6 (02) :109-133
[10]   SEMI-GREEDY HEURISTICS - AN EMPIRICAL-STUDY [J].
HART, JP ;
SHOGAN, AW .
OPERATIONS RESEARCH LETTERS, 1987, 6 (03) :107-114