TY - GEN
T1 - Simulated Hill Climbing Search for the Solutions of k-Vertex Cut Problems
AU - Zhou, Yangming
AU - Jiang, Zhibin
AU - Zhou, Meng Chu
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - A k-vertex cut problem aims to find a minimum subset of nodes whose removal decomposes a graph into at least k connected components, which belongs to the family of critical node detection problems. It is an important NP-hard problem with various real-world applications. In this paper, we propose a simple and effective simulated hill climbing search (SHCS) to solve it. SHCS consists of three complementary search phases: forward search, stagnation search and backward search. Extensive experiments on two groups of widely-used benchmark instances are conducted to evaluate performance. The results show that it significantly outperforms the state-of-the-art algorithms in terms of both solution quality and computational time on most of the instances.
AB - A k-vertex cut problem aims to find a minimum subset of nodes whose removal decomposes a graph into at least k connected components, which belongs to the family of critical node detection problems. It is an important NP-hard problem with various real-world applications. In this paper, we propose a simple and effective simulated hill climbing search (SHCS) to solve it. SHCS consists of three complementary search phases: forward search, stagnation search and backward search. Extensive experiments on two groups of widely-used benchmark instances are conducted to evaluate performance. The results show that it significantly outperforms the state-of-the-art algorithms in terms of both solution quality and computational time on most of the instances.
UR - http://www.scopus.com/inward/record.url?scp=85208263293&partnerID=8YFLogxK
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U2 - 10.1109/CASE59546.2024.10711754
DO - 10.1109/CASE59546.2024.10711754
M3 - Conference contribution
AN - SCOPUS:85208263293
T3 - IEEE International Conference on Automation Science and Engineering
SP - 1729
EP - 1734
BT - 2024 IEEE 20th International Conference on Automation Science and Engineering, CASE 2024
PB - IEEE Computer Society
T2 - 20th IEEE International Conference on Automation Science and Engineering, CASE 2024
Y2 - 28 August 2024 through 1 September 2024
ER -