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Range-Free Anchor-Based Localization in WSN Using Optimized Support Vector Machine Derived by Teamwork Optimization Algorithm

  • V. Ch. Sekhar Rao Rayavarapu,
  • Arunanshu Mahapatro,
  • R. Divya Kanti

摘要

In recent days, node localization became complex in Wireless Sensor Networks (WSNs). Localization is differentiated into two types, namely range-free as well as range-based models. Localization related to topological information and nodes is referred to as range-free approaches. In range-based approaches, distances among the nodes are validated. The scope of this paper is on range-free anchor-based localization. It is performed using the Teamwork Optimization Algorithm (TOA) based on anchor nodes. Through the range-free concept, the nodes are assigned randomly. The unknown node locations are formulated using the Optimized Support Vector Machine (SVM) with TOA. This SVM-based TOA technique is utilized to compute the unknown node coordination to guarantee localization accuracy via the multi-objective problem. The validation outcome displayed that the recommended approach attained an enhanced performance rate in Distance Vector Hop (DV-Hop) in terms of computational complexity, accuracy, and communication cost.