Research graph
References from Topology-conditioned particle-assisted deep reinforcement learning for energy-efficient routing in wireless sensor networks. Local targets link to admitted publications; unresolved targets remain external evidence.
Wireless sensor networks: from fundamentals and applications to innovations and future trends
10.1109/access.2025.3572328 · 2025 · External reference
A survey on routing protocols for wireless sensor networks
10.1016/j.adhoc.2003.09.010 · 2005 · External reference
AI-driven energy-efficient routing in IoT-Based wireless sensor networks: a comprehensive review
10.3390/s25247408 · 2025 · External reference
A survey of energy-efficient clustering routing protocols for wireless sensor networks based on metaheuristic approaches
10.1007/s10462-023-10402-w · 2023 · External reference
Grey wolf optimizer
10.1016/j.advengsoft.2013.12.007 · 2014 · External reference
Particle swarm optimization
1995 · External reference
The whale optimization algorithm
10.1016/j.advengsoft.2016.01.008 · 2016 · External reference
Optimized RNN-based performance prediction of IoT and WSN-oriented smart city application using improved honey Badger algorithm
10.1016/j.measurement.2023.112505 · 2023 · External reference
Deep reinforcement learning for network routing optimization: a systematic survey
10.1016/j.neucom.2025.132263 · 2026 · External reference
A survey on intelligent routing protocols in wireless sensor networks
10.1016/j.jnca.2013.04.001 · 2014 · External reference
Hybrid fusion paradigm in advanced process monitoring: a panoramic review and future perspectives
10.1021/acs.iecr.5c02759 · 2025 · External reference
Reinforcement learning: an introduction
10.1109/tnn.1998.712192 · 1998 · External reference
Reinforcement-learning based energy efficient optimized routing protocol for WSN
10.1007/s12083-022-01315-6 · 2022 · External reference
Improving the software-defined wireless sensor networks routing performance using reinforcement learning
10.1109/jiot.2021.3102130 · 2022 · External reference
FROMS: feedback routing for optimizing multiple sinks in WSN with reinforcement learning
2007 · External reference
Q-Probabilistic routing in wireless sensor networks
2007 · External reference
QELAR: a machine-learning-based adaptive routing protocol for energy-efficient and lifetime-extended underwater sensor networks
10.1109/tmc.2010.28 · 2010 · External reference
Deep reinforcement learning resource allocation in wireless sensor networks with energy harvesting and relay
10.1109/jiot.2021.3094465 · 2022 · External reference
Deep reinforcement learning-based topology optimization for self-organized wireless sensor networks
2019 · External reference
Security enhancement for deep reinforcement learning-based strategy in energy-efficient wireless sensor networks
10.3390/s24061993 · 2024 · External reference
Energy-efficient intelligent routing scheme for IoT-enabled WSNs
10.1109/jiot.2021.3051768 · 2021 · External reference
On study of multiset dimension in fuzzy zero divisor graphs associated with commutative rings
10.1007/s44196-024-00706-2 · 2024 · External reference
Enhanced image hash using cellular automata with sponge construction and elliptic curve cryptography for secure image transaction
2025 · External reference
Hippopotamus optimization algorithm: a novel nature-inspired optimization algorithm
10.1038/s41598-024-54910-3 · 2024 · External reference
Accelerated particle swarm optimization algorithm for efficient cluster head selection in WSN
2024 · External reference
Adaptive enhanced grey wolf optimizer for efficient cluster head selection and network lifetime maximization in wireless sensor networks
2026 · External reference
Energy efficient cluster routing protocol for wireless sensor networks using hybrid metaheuristic approache’s
10.1016/j.adhoc.2024.103473 · 2024 · External reference
Hybrid optimization algorithm for clustering and routing in WSN
2022 · External reference
Improved link net-based energy prediction: clustering-based routing and improved kernel-LMS algorithm for data aggregation in WSN
10.1016/j.compeleceng.2025.110855 · 2026 · External reference
Energy-optimization route and cluster head selection using M-PSO and GA in wireless sensor networks
2024 · External reference
Energy efficient cluster and travelling salesman problem based data collection using WSNs for intelligent water irrigation and fertigation
10.1016/j.measurement.2020.107835 · 2020 · External reference
Routing optimization with deep reinforcement learning in knowledge defined networking
10.1109/tmc.2023.3235446 · 2024 · External reference
WOAD3QN-RP: an intelligent routing protocol in wireless sensor networks—a swarm intelligence and deep reinforcement learning based approach
10.1016/j.eswa.2023.123089 · 2024 · External reference
RLBEEP: reinforcement-learning-based energy efficient control and routing protocol for wireless sensor networks
10.1109/access.2022.3167058 · 2022 · External reference
Asymmetric lightweight cryptographic-based secure routing technique in IoT-based WSN via optimal path selection using hybrid optimization algorithm
10.1016/j.knosys.2025.114720 · 2025 · External reference
Efficient and dynamic cluster head selection for improving network lifetime in WSN using whale optimization algorithm
10.1007/s11277-021-09192-7 · 2022 · External reference
Inductive graph neural networks for zero-shot scalable cluster head selection in wireless sensor networks
2026 · External reference
WSN clustering with decision transformer and dynamic cluster head selection
2026 · External reference
Multiple agent based reinforcement learning for energy efficient routing in WSN
10.1007/s11276-022-03198-0 · 2023 · External reference