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March 30, 2026Journal of Electrical and Computer Engineering0 citationsOpen Access

Intelligent Routing Protocol Development for Enhancing Quality of Service in Wireless Sensor Networks

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OMOmar Ibrahim MustafaHMHisham Raad Jafer MerzehARAmaal Ghazi Hamad Rafash

Key Points

  • This research aims to enhance the quality of service in mission-critical wireless sensor networks through intelligent routing.
  • Evaluated the Mission-Critical Trust-Based Intelligent Routing Protocol (MC-TIRP) using Q-learning.
  • Conducted OPNET simulations involving 100 nodes.
  • Focused on multipath prioritization and energy-conscious routing choices.
  • MC-TIRP maintains around 50% packet delivery ratio with 40% malicious nodes.
  • Demonstrated 1825% increase in packet delivery ratio compared to ATRP, TQR, and AOTDV.
  • Showed a 15% reduction in end-to-end delay.

Abstract

Reliable and secure routing is required in mission‐critical wireless sensor networks (MC‐WSNs), but currently trust‐based protocols such as ATRP are limited by their inability to adapt effectively to attack intensity and their fixed trust weighting. In this paper, an evaluation of the algorithmic Mission‐Critical Trust‐Based Intelligent Routing Protocol (MC‐TIRP) is validated with its use of Q‐learning to aid in adaptive assessment of trust, multipath prioritization, and energy‐conscious routing choices. MC‐TIRP combines local and global trust measurements to provide dynamic detection of malicious nodes in denial‐of‐service, gray hole, and on−off attacks. OPNET simulations of 100 nodes were run to measure packet delivery ratio (PDR), end‐to‐end delay, throughput, and survivability. The findings indicate that MC‐TIRP can maintain around 50 percent PDR in the face of 40 percent malicious nodes, which is better than ATRP, TQR, and AOTDV in providing 1825 percent increased PDR and 15 percent reduced delay. These results indicate that MC‐TIRP is a viable routing framework to improve QoS, resilience, and energy efficiency of mission‐critical WSNs.

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Cite This Study

Mustafa et al. (2026) studied this question.

synapsesocial.com/papers/69c9c5a4f8fdd13afe0bd94ehttps://doi.org/10.1155/jece/2434524
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Also Consider

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  1. 1Trust‐Aware and Optimization‐Driven Secure Routing in Heterogeneous Wireless Sensor Networks for Internet of Things Applications2025
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  4. 4Lifetime improvement of wireless sensor networks by employing Trust Index Optimized Cluster Head Routing (TIOCHR)2024 · 11 citations
  5. 5Adaptive deep reinforcement learning–based secure routing for wireless sensor networks2026