Table 1 Comprehensive analysis.
Authors | Year | Model/architecture | Resource allocation | Resource allocation | Load management |
|---|---|---|---|---|---|
Hu et al.16 | 2014 | Wireless Heterogeneous Network (5G) | Energy and spectrum-efficient allocation | Optimized spectrum and energy use | Dynamic load balancing across heterogeneous networks |
Luoto et al.17 | 2015 | Co-primary multi-operator small cell network | Shared spectrum among operators | Improved spectrum efficiency | Cooperative load distribution among operators |
Georgakopoulos et al.18 | 2016 | Sustainable 5G resource-sharing model | Energy and resource-efficient allocation | Enhanced sustainability via sharing | Dynamic load adaptation for efficiency |
Kliks et al.19 | 2018 | 5G network resource-sharing framework | Multi-operator resource sharing | Efficient spectrum and infrastructure use | Decentralized load management |
Lloret et al.20 | 2011 | WSN for vineyard monitoring | Image processing-based allocation | Energy-efficient sensor usage | Task-based load distribution |
Thakre et al.21 | 2022 | PD-NOMA for 5G | Power-domain allocation | Improved spectral efficiency | User clustering for load balancing |
Naeem et al.22 | 2021 | RL/DL-based MIMO system | AI-driven dynamic allocation | Optimized MIMO resource usage | Adaptive load control via AI |
Qian et al.23 | 2015 | Super Base Station (5G) | Centralized resource management | High-capacity utilization | Centralized load coordination |
Logeshwaran et al.24 | 2019 | D2D communication | Enhanced D2D resource allocation | Improved proximity-based reuse | Interference-aware load management |
Kiruthiga et al.25 | 2021 | WSN data aggregation | In-network aggregation | Energy-efficient data transmission | Reduced communication load |
Yarkina et al.26 | 2022 | Multi-tenant 5G slicing | Priority-based slice allocation | Equitable resource sharing | Performance-isolated slice management |
Lloret et al.27 | 2012 | Underwater WSN (2.4 GHz) | Bandwidth-constrained allocation | Low-frequency band utilization | Delay-tolerant load handling |
Benzaghta et al.28 | 2021 | Massive MIMO (5G) | Channel estimation-based allocation | High spatial efficiency | User-centric load distribution |