What do you consider the major research themes or solutions in the existing literature?
  • Traditional Routing Protocols: AODV, DSR, OLSR dominate early solutions

Q & A Forum
Literature Review & Gap Analyses

Q: What do you consider the major research themes or solutions in the existing literature?

Literature Review (2)
  • Traditional Routing Protocols: AODV, DSR, OLSR dominate early solutions
  • ML-based Security Models: SVM, Decision Tree and shallow neural nets applied for Intrusion Detection
  • Trust-Based Frameworks: Much explored, node reputation, and behavior-based trust mechanisms
  • AI/DRL Approaches: DRL is showing promise regarding adaptive, real-time secure routing
  • Federated Learning Models: Emerging but limited – Proposed for privacy-aware IDS
  • Swarm Intelligence and Bio-inspired Models: Ant colony optimization and PSO-based routing
  • Hybrid Frameworks: Merging trust models with DRL is coming up

Research review services and PhD literature review help are often used to critically evaluate these themes.

Gap Insight: Nothing but outdated ML/Trust schemes; hardly any field deployment of FL and DRL in dynamic MANETs.

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