基于改进模拟退火算法的卫星通信传输链路优化方法

    Optimization method of satellite communication transmission link based on improved simulated annealing algorithm

    • 摘要: 在卫星通信中,多条链路的协同工作与权重设定对于整体通信性能的优化至关重要。传统方法在分配资源和优化链路时,调整权重过于死板,静态权重设定过多,影响传输链路通信效果。为此,设计了一种基于改进模拟退火算法的卫星通信传输链路优化方法。该方法先分析卫星网络节点的连接状态,通过考虑各路径的能量消耗完成最优传输路径选择。然后采用改进模拟退火算法对链路编码进行精确校准,以减少传输误差和损耗。最后融合多条独立链路数据,构建卫星通信传输链路优化模型,完成目标函数设计。求解目标函数时,融合模拟退火算法的全局搜索能力和粒子群优化的快速收敛特性,通过迭代优化算法在复杂的卫星网络中进行全面搜索,找到全局最优的链路配置方案。实验结果表明,该方法可实现误码率低于10‰,信息传输成功率高于92%,且其不同孔径下的链路接收效率归一化值较高,充分验证了该方法的有效性与优越性,具有更大的应用价值。

       

      Abstract: In satellite communication, the collaborative work and weight setting of multiple links are crucial for optimizing overall communication performance. Traditional methods are too rigid in adjusting weights and setting too many static weights when allocating resources and optimizing links, which affects the communication effectiveness of transmission links. Therefore, a satellite communication transmission link optimization method based on improved simulated annealing algorithm was designed. This method first analyzes the connection status of satellite network nodes and selects the optimal transmission path by considering the energy consumption of each path. Then, an improved simulated annealing algorithm is used to accurately calibrate the link encoding, in order to reduce transmission errors and losses. Finally, multiple independent link data are fused to construct an optimization model for satellite communication transmission links, and the objective function design is completed. When solving the objective function, the global search capability of simulated annealing algorithm and the fast convergence characteristics of particle swarm optimization are integrated. Through iterative optimization algorithm, a comprehensive search is conducted in complex satellite networks to find the globally optimal link configuration scheme. The experimental results show that when the design method is applied, its error rate is less than 10 ‰, the success rate of information transmission is higher than 92%, and the normalized values of link reception efficiency under different apertures are high, which fully verifies the effectiveness and superiority of the method and has greater application value.