Dynamic Routing Resilience in MANETs: A Bio-Inspired SORA Framework with Ant Colony-driven Security and Scalability
Abigail Uwem Etim *
Department of Electrical and Electronics Engineering, University of Uyo, Nigeria.
Kufre M. Udofia
Department of Electrical and Electronics Engineering, University of Uyo, Nigeria.
Akaninyene B. Obot
Department of Electrical and Electronics Engineering, University of Uyo, Nigeria.
*Author to whom correspondence should be addressed.
Abstract
This study introduces the Secure Optimized Routing Algorithm (SORA) and its enhanced variant, ACO-SORA, that incorporates Ant Colony Optimization (ACO) to address security vulnerabilities and inefficiencies in Mobile Ad Hoc Networks (MANETs). SORA achieved a 92% packet delivery fraction (PDF) and 20 ms end-to-end delay, outperforming AODV (85% PDF, 35 ms), ZRP (88% PDF, 28 ), and DSR (80% PDF, 40 ), while maintaining a 0.8 normalized routing load (NRL) versus AODV (1.2), ZRP (1.0), and DSR (1.5). Its bio-inspired extension, ACO-SORA, further reduced NRL by 15–20% (0.70 vs. SORA’s 0.85) and slashed route acquisition time by 50–60% (2 vs. SORA’s 5 ) through dynamic pheromone-guided path prioritization, ensuring sub-millisecond reconvergence during topology changes. ACO-SORA sustained linear throughput scalability up to 500 nodes (100 Mbps vs. SORA’s 90 Mbps) and reduced energy consumption by 12–15% through adaptive route maintenance, addressing legacy protocols’ limitations in scalability and congestion-induced latency. Both protocols demonstrated resilience against adversarial threats, with SORA mitigating 40–60% higher routing overhead in AODV/DSR and ACO-SORA enhancing robustness through heuristic-based stable path selection. By synergizing security-driven routing with bio-inspired optimization, ACO-SORA resolved critical gaps in prior trust-aware mechanisms, such as excessive control overhead and delayed rediscovery cycles, while ensuring 95% attack detection accuracy in high-mobility scenarios. These advancements situate SORA and ACO-SORA as transformative solutions for MANETs in adversarial, resource-constrained environments, offering a blueprint for hybrid protocols that balance efficiency, robustness, and adaptive resilience.
Keywords: Secure Optimised Routing Algorithm (SORA), Mobile Ad Hoc Networks (MANETs), Packet Delivery Fraction (PDF), Normalised Routing Load (NRL), Energy Consumption, Security Threats