On Network Reliability Evaluation by Monte Carlo Method Using High-Performance Computing

被引:3
作者
Migov, D. A. [1 ]
Weins, D. V. [2 ]
机构
[1] Novosibirsk State Tech Univ, Novosibirsk 630073, Russia
[2] Russian Acad Sci, Inst Computat Math & Math Geophys, Siberian Branch, Novosibirsk 630090, Russia
关键词
network reliability; parallel algorithms; random graph; connectivity; Monte Carlo methods; MPI; multi-agent simulation; TERMINAL RELIABILITY;
D O I
10.1134/S1995080223080413
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The paper considers the NP-hard problem of calculation the reliability of a network, which elements are subject to accidental failures. As network reliability, we mean the probabilistic connectivity of a random graph with unreliable edges. To evaluate the reliability of a network, a parallel Monte Carlo method is used, improved by checking the connectivity of a particular graph realization simultaneously with the generation of this realization. Based of multi-agent simulation, we study the scalability of this algorithm and tune the parameters for an execution using high-performance supercomputers.
引用
收藏
页码:3122 / 3129
页数:8
相关论文
共 17 条
[1]   COMPLEXITY OF NETWORK RELIABILITY COMPUTATIONS [J].
BALL, MO .
NETWORKS, 1980, 10 (02) :153-165
[2]   Adapting RVR simulation techniques for residual connectedness network reliability models [J].
Cancela, H ;
Urquhart, ME .
IEEE TRANSACTIONS ON COMPUTERS, 2002, 51 (04) :439-443
[3]  
El Khadiri M., 1991, Computer and Information Sciences VI. Proceedings of the 1991 International Symposium, P559
[4]   Adaptive statistical algorithms in network reliability analysis [J].
Levendovszky, J ;
Jereb, L ;
Elek, Z ;
Vesztergombi, G .
PERFORMANCE EVALUATION, 2002, 48 (1-4) :225-236
[5]  
Martinez S. P., 2012, P EUR SAF REL C ADV, P1
[6]  
Migov Denis A., 2021, Parallel Computing Technologies: 16th International Conference, PaCT 2021, Proceedings. Lecture Notes in Computer Science, Theoretical Computer Science and General Issues (12942), P210, DOI 10.1007/978-3-030-86359-3_16
[7]  
Migov DA, 2014, LECT NOTES COMPUT SC, V8584, P654, DOI 10.1007/978-3-319-09153-2_49
[8]   A Comparative Analysis of Bioinspired Algorithms for Solving the Problem of Optimization of Circulant and Hypercirculant Networks [J].
Monakhov, Oleg ;
Monakhova, Emilia .
2019 15TH INTERNATIONAL ASIAN SCHOOL-SEMINAR OPTIMIZATION PROBLEMS OF COMPLEX SYSTEMS (OPCS 2019), 2019, :100-103
[9]   Reliability Evaluation of Mobile Ad Hoc Network: With and Without Mobility Considerations [J].
Padmavathy, N. ;
Chaturvedi, Sanjay K. .
PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INFORMATION AND COMMUNICATION TECHNOLOGIES, ICICT 2014, 2015, 46 :1126-1139
[10]  
Podkorytov D., 2012, P 6 INT C UB INF MAN, P115