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Large Scale Energy Efficient Sensor Network Routing Using a Quantum Processor Unit
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Hybrid intelligence-powered secure clustering with trust-optimized routing for next-generation MANET communication.

T Anuprathibha1, R Maheswari2, A Suresh Babu3

  • 1Department of Information Technology, V.S.B. Engineering College (An Autonomous Institution), Karur, Tamilnadu, India. anuprathiba16@gmail.com.

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|March 11, 2026
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Summary

This study introduces a Hybrid Intelligence-Powered Secure Clustering and Trust-Optimized Routing (HISCTR) framework for Mobile Ad Hoc Networks (MANETs). HISCTR enhances security, energy efficiency, and network life through intelligent clustering and trust-based routing.

Keywords:
ClusteringMobile adhoc networkOptimization algorithmsRoutingWireless sensor network

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Area of Science:

  • Computer Science
  • Network Security
  • Artificial Intelligence

Background:

  • Mobile Ad Hoc Networks (MANETs) face challenges in secure, energy-efficient communication due to dynamic topologies and intrusions.
  • Existing solutions struggle to balance security, energy efficiency, and reliability in resource-constrained MANETs.

Purpose of the Study:

  • To propose a Hybrid Intelligence-Powered Secure Clustering and Trust-Optimized Routing (HISCTR) framework for MANETs.
  • To enhance security, energy efficiency, and network longevity in MANETs.

Main Methods:

  • Implemented Geographical Adaptive Fidelity Clustering (GAFC) for stable clustering.
  • Utilized Addax Optimization Algorithm (AOA) for energy-balanced Cluster Head selection.
  • Employed Fuzzy Trust Vector Computation (FTVC) and Halfway Escape Optimization (HEO) for reliable routing.
  • Integrated Transformer and CNN models for hybrid deep-learning-based intrusion detection.

Main Results:

  • Achieved a mean power consumption of 0.8 mJ.
  • Reached a throughput of 0.92 Mbps.
  • Demonstrated a network life of 5300 rounds with a 99.5% efficiency rate.
  • Showcased superior performance in packet delivery ratio and overall efficiency.

Conclusions:

  • The HISCTR framework offers a robust and scalable solution for secure and energy-efficient communication in MANETs.
  • Hybrid intelligence integration effectively addresses MANET security and performance challenges.
  • The proposed model significantly improves network lifespan and reliability.