Distributed Cooperative Spectrum Optimization Method Based on Coalition Formation Game for Ocean and Traffic Iot
Funding: National Key R&D Program of China, Grant/Award Number: 2021QY0700; Natural Science Foundation of the Jiangsu Higher Education Institutions of China, Grant/Award Number: 23KJB120007; Jiangsu Province Natural Science Foundation, Grant/Award Number: BK20230415; National Natural Science Foundation of China, Grant/Award Number: U21B200362072250
ABSTRACT
With the acceleration of globalization and the advent of rapid technological development, the advancement of Ocean Internet of Things (OIoT) and Traffic Internet of Things (TIoT) communications is of particular significance. However, the existing problems are the scarcity of spectrum resources at sea, the presence of malicious jamming from external sources, and mutual interference within the system itself for OIoT and TIoT systems. It is therefore crucial to enhance spectrum utilization for maritime users and shore-side traffic. To tackle this issue, we propose a distributed anti-jamming cooperative spectrum decision-making method based on a coalition formation game. Specifically, it achieves stable coalition grouping by optimizing coalition formation strategies, thereby increasing the transmission rate. Furthermore, we demonstrate that the proposed coalition formation game can reach the Nash equilibrium solution through the application of exact potential game theory. Our proposed method ensures the feasibility of spectrum optimization in dynamic environments. Compared with other coalition formation algorithms, our proposed algorithm reduces the number of iterations needed for convergence by 50%, thus guaranteeing real-time system performance. Finally, the results of our simulations indicate that our strategy outperforms existing approaches in terms of total rate performance.
Conflicts of Interest
The authors declare no conflicts of interest.
Open Research
Data Availability Statement
The data that support the findings of this study are available from the corresponding author upon reasonable request.