4.8 Article

Security-Aware Industrial Wireless Sensor Network Deployment Optimization

Journal

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS
Volume 16, Issue 8, Pages 5309-5316

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TII.2019.2961340

Keywords

Security; multipath routing; maximum flow problem; industrial wireless sensor network (IWSN); multiobjective deployment optimization

Funding

  1. National Natural Science Foundation of China (NSFC) [61976242, 61876059]
  2. Opening Project of Guangdong Province Key Laboratory of Computational Science, Sun Yat-sen University [2018002]
  3. Open Fund of Key Laboratory of Intelligent Perception and Image Understanding of the Ministry of Education [IPIU2019003]

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Security is crucial for industrial wireless sensor networks (IWSNs); therefore, in this article, we simultaneously consider the security, lifetime, and coverage issues by deploying sensor nodes and relay nodes in an industrial environment to analyze the multipath routing for enhancing security. For the security issue, the computation of disjoint routing paths is converted to a maximum flow problem. Then, the deployment problem is transformed into a multiobjective optimization problem, which we address by employing six state-of-the-art serial algorithms and two distributed parallel algorithms. Additionally, based on our prior work, by testing random grouping and prior knowledge-based grouping, as well as another optimizer, we propose enhanced distributed parallel algorithms. As verified by experiments, the proposed algorithms outperform their counterparts. Due to the characteristic of distributed parallelism, the time consumed by the proposed algorithms is significantly reduced compared to that of the serial algorithms. Therefore, the proposed algorithms can achieve better performance within a very limited time.

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