Design of Deployment and Access Algorithms for Hybrid Communication Networks Based on Comprehensive Performance Optimization

Aiming at the multi-objective solution problem of the deployment optimization of the hybrid communication network based on PLC, wireless and dual-mode collaborative networking, this paper proposes an algorithm design based on comprehensive performance optimization with business benefits as the orientation. Firstly, according to the non-ideal channel conditions and the low latency service requirements, the cross-layer modeling of the physical layer and MAC layer is adopted. Then, a dynamic weighting mechanism based on different service levels is defined, and a hybrid communication network adaptive access model considering the constraints of business benefits, network performance, and networking costs is designed. The hybrid communication network deployment and access algorithm design based on K-mean clustering and the improved NSGA-II are realized. Finally, the algorithm performance simulation and comparative analysis are carried out. The simulation results show that the proposed algorithm design can effectively balance the two objectives of network benefits and deployment costs under various network constraints and provide diversified deployment strategies in a targeted manner.

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Publication Details

Journal
Electronics
Published
2026-06-24
DOI
https://doi.org/10.3390/electronics15132791
Primary Topic
IoT Networks and Protocols
Type
article
Field-Weighted Citation Impact
0.00
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article

Design of Deployment and Access Algorithms for Hybrid Communication Networks Based on Comprehensive Performance Optimization

Sen Yang, Zhaozhu Li, Fengyi Zheng, Jiaqi Qi et al.
Electronics
IoT Networks and Protocols
article

Design of Deployment and Access Algorithms for Hybrid Communication Networks Based on Comprehensive Performance Optimization

Sen Yang, Zhaozhu Li, Fengyi Zheng, Jiaqi Qi, Guangrun Yang
article en

Abstract

Aiming at the multi-objective solution problem of the deployment optimization of the hybrid communication network based on PLC, wireless and dual-mode collaborative networking, this paper proposes an algorithm design based on comprehensive performance optimization with business benefits as the orientation. Firstly, according to the non-ideal channel conditions and the low latency service requirements, the cross-layer modeling of the physical layer and MAC layer is adopted. Then, a dynamic weighting mechanism based on different service levels is defined, and a hybrid communication network adaptive access model considering the constraints of business benefits, network performance, and networking costs is designed. The hybrid communication network deployment and access algorithm design based on K-mean clustering and the improved NSGA-II are realized. Finally, the algorithm performance simulation and comparative analysis are carried out. The simulation results show that the proposed algorithm design can effectively balance the two objectives of network benefits and deployment costs under various network constraints and provide diversified deployment strategies in a targeted manner.

ElectronicsVol. 15(13)
China Southern Power Grid (China) (CN), Power Grid Corporation (India) (IN)
Industry, innovation and infrastructure
Openalex Percentile: Top 10%
IoT Networks and Protocols
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