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Rate Adaptive Based Resource Allocation with Proportional Fairness Constraints in OFDMA Systems
Zhendong Yin1, Shufeng Zhuang2, Zhilu Wu3
1School of Electronics and Information Engineering, Harbin Institute of Technology, 92 Xidazhi Street, Harbin 150001, China. yinzhendong@hit.edu.cn.
Sensors (Basel, Switzerland)
|October 2, 2015
Summary
This study introduces ACO-SPA, an efficient algorithm for Orthogonal Frequency Division Multiple Access (OFDMA) systems. It optimizes subcarrier and power allocation for higher system rates while ensuring proportional fairness.
Area of Science:
- Wireless communication networks
- Signal processing in telecommunications
Background:
- Orthogonal frequency division multiple access (OFDMA) is crucial for wireless sensor networks, enabling user-specific subcarrier allocation based on channel gains.
- Optimizing subcarrier and power assignment in OFDMA systems is vital for maximizing system sum rate.
Purpose of the Study:
- To address the NP-hard and non-convex resource allocation problem in OFDMA systems.
- To propose an efficient algorithm for rate-adaptive resource allocation with proportional fairness constraints.
Main Methods:
- A novel algorithm, ACO-SPA, combining Ant Colony Optimization (ACO) for subcarrier allocation and Suboptimal Power Allocation (SPA) is developed.
- The resource allocation problem is decomposed into two steps to reduce computational complexity.
- SPA is based on equalizing the sum of power and the reciprocal of channel-to-noise ratio across subchannels for each user.
Main Results:
- The proposed ACO-SPA algorithm demonstrates superior performance compared to traditional root-finding and linear methods.
- Simulation results validate the effectiveness of the algorithm in solving proportional resource allocation problems.
- The method achieves high system sum rates while adhering to proportional fairness constraints.
Conclusions:
- ACO-SPA offers an efficient and effective solution for resource allocation in OFDMA systems.
- The algorithm successfully balances system performance (sum rate) with fairness requirements.
- This approach provides a valuable contribution to optimizing OFDMA network performance.
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