journal article·2024Open access

A Layered Energy-Efficient Multi-Node Scheduling Mechanism for Large-Scale WSN

Xue Zhao, Shaojun Tao, Hongying Tang, Jiang Wang, Baoqing Li

Computers, Materials & Continua· Volume 79· Issue 1

Abstract

In recent years, target tracking has been considered one of the most important applications of wireless sensor network (WSN). Optimizing target tracking performance and prolonging network lifetime are two equally critical objectives in this scenario. The existing mechanisms still have weaknesses in balancing the two demands. The proposed heuristic multi-node collaborative scheduling mechanism (HMNCS) comprises cluster head (CH) election, pre-selection, and task set selection mechanisms, where the latter two kinds of selections form a two-layer selection mechanism. The CH election innovatively introduces the movement trend of the target and establishes a scoring mechanism to determine the optimal CH, which can delay the CH rotation and thus reduce energy consumption. The pre-selection mechanism adaptively filters out suitable nodes as the candidate task set to apply for tracking tasks, which can reduce the application consumption and the overhead of the following task set selection. Finally, the task node selection is mathematically transformed into an optimization problem and the genetic algorithm is adopted to form a final task set in the task set selection mechanism. Simulation results show that HMNCS outperforms other compared mechanisms in the tracking accuracy and the network lifetime.
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Energy Efficient Wireless Sensor Networks · Distributed Control Multi-Agent Systems · Security in Wireless Sensor Networks

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (24)

Show source-provided references
1. An enhanced energy efficient protocol for large-scale IoT-based heterogeneous WSN
2. An evaluation of Ad-hoc routing protocols for wireless sensor networks
3. An enhanced energy proficient clustering (EEPC) algorithm for relay selection in heterogeneous WSNs10.1016/j.adhoc.2021.102473 ↗
4. Multiple strategies differential privacy on sparse tensor factorization for network traffic analysis in 5G10.1109/TII.2021.3082576 ↗
5. A novel QoS based secure unequal clustering protocol with intrusion detection system in wireless sensor networks10.1007/s11277-021-08101-2 ↗
6. Sensor-networked underwater target tracking based on grubbs criterion and improved particle filter algorithm10.1109/ACCESS.2019.2943916 ↗
7. A novel approach to reliable sensor selection and target tracking in sensor networks10.1109/TII.2019.2916091 ↗
8. Agent driven resource scheduling in wireless sensor networks: Fuzzy approach
9. Tracking of moving target in wireless sensor network with improved network life time using PSO10.1007/s11277-021-08574-1 ↗
10. Adaptive event-driven robust set membership estimation for received-signal-strength-based moving targets localization10.1109/JIOT.2021.3138784 ↗
11. Sensor selection for target tracking in wireless sensor networks with uncertainty10.1109/TSP.2016.2595500 ↗
12. Sensor selection for maneuvering target tracking in wireless sensor networks with uncertainty10.1109/JSEN.2021.3136546 ↗
13. An energy-balanced multi-sensor scheduling scheme for collaborative target tracking in wireless sensor networks10.1177/1550147717698968 ↗
14. Data-driven dynamic active node selection for event localization in IoT applications—A case study of radiation localization10.1109/ACCESS.2019.2894956 ↗
15. Dynamic cluster members scheduling for target tracking in sensor networks10.1109/JSEN.2016.2597544 ↗
16. Optimized node selection for compressive sleeping wireless sensor networks10.1109/TVT.2015.2400635 ↗
17. Interval data fusion with preference aggregation for balancing measurement accuracy and energy consumption in WSN10.1007/s11277-021-08132-9 ↗
18. Dynamic spatial-correlation-aware topology control of wireless sensor networks using game theory10.1109/JSEN.2020.3043748 ↗
19. Coordinated and adaptive information collecting in target tracking wireless sensor networks10.1109/JSEN.2014.2388234 ↗
20. Sensing node selection and mobile sink displacement in the environments with multiple targets10.1049/wss2.12013 ↗
21. Energy-efficient clustering protocol for underwater wireless sensor networks using optimized glowworm swarm optimization10.3389/fmars.2023.1117787 ↗
22. Intelligent sensing scheduling for mobile target tracking wireless sensor networks10.1109/JIOT.2021.3125530 ↗
23. Dynamic nodes collaboration for target tracking in wireless sensor networks10.1109/JSEN.2021.3093473 ↗
24. Node scheduling for all-directional intrusion detection in SDR-based 3D WSNs10.1109/JSEN.2016.2558043 ↗