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Spectrum resource sharing method for IoT based on graph matching algorithm
1Faculty of Engineering and Built Environment, The National University of Malaysia, 43600, Selangor, Malaysia. wjx010402ny@163.com.
This study introduces an advanced graph matching algorithm for Internet of Things (IoT) spectrum resource sharing. The method enhances efficiency and accuracy in complex environments, improving resource reuse rates.
Area of Science:
- Wireless communication
- Network resource management
- Graph theory applications
Background:
- Increasing demand for spectrum resources driven by Internet of Things (IoT) expansion.
- Limitations of current spectrum sharing methods, including low efficiency and poor performance in complex scenarios.
Purpose of the Study:
- To propose an efficient and accurate spectrum resource sharing method for the Internet of Things.
- To address the challenges of low sharing efficiency and complex environments in existing methods.
Main Methods:
- Development of a novel spectrum resource sharing method for IoT.
- Integration of bipartite graph matching, hypergraph matching, and auction theory.
- Utilizing a graph matching algorithm for resource allocation and sharing.
Main Results:
- Achieved accuracy exceeding 92.3%, with a curve value of 0.931 and Coefficient of Determination of 0.92.
- Demonstrated high accuracy and robustness across various conditions, including delay constraints, sample sizes, and malicious environments.
- Reported a resource reuse rate above 58.2% and efficient processing time (41.2 bps for 25 samples).
Conclusions:
- The proposed graph matching algorithm offers significant advantages for practical spectrum resource sharing in IoT.
- The method effectively handles complex environments and maintains high accuracy and efficiency.
- The algorithm provides a robust solution for optimizing spectrum resource allocation and reuse.
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