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An efficient parallel approach for binary-state network reliability problems

delete2024-12-04
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PRE
AI
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Wei‐Chang Yeh
M
Majid Forghani-elahabad *
DOI:10.1007/s10479-024-06409-3delete
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摘要

摘要

En 中文
Networks are ubiquitous in modern applications, with reliability being a paramount performance metric. While exact network reliability can be determined using implicit enumeration algorithms like depth-first search, breadth-first search, the universal generating function methodology, the binary decision diagram, and the binary addition tree algorithm (BAT), these methods are limited to small-scale networks. The recently introduced BAT algorithm offers a high-speed, flexible, and easily implementable exact solution for determining network reliability. Experimental results demonstrate BAT's superiority over other implicit enumeration algorithms. To address the computational challenges of larger networks, we propose a multithreaded version of BAT (mBAT). By leveraging multi-core architectures, mBAT efficiently solves medium-scale network reliability problems, as confirmed by time complexity analysis and experiments on 20 benchmark instances using up to 12 CPU threads.
Keyword:
Network reliability
Binary-state network
Implicit enumeration algorithms
Binary-addition-tree algorithm (BAT)
Parallel computing
Multithread

期刊

Annals of Operations Research 封面图
Annals of Operations Research
IF:
4.5
论文数:
8.1K
被引数:
2.1W

机构

N
National Tsing Hua University
学者数:
1.6W
论文数: 1.4W
被引数: 1.7W
U
universidade federal do abc (ufabc)
学者数:
3.5K
论文数: 3.3K
被引数: 1
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