智能电网中异构通信网络的自适应速率控制

Adaptive Rate Control in Smart Grid Heterogeneous Communications Network

  • 摘要: 为了提高智能电网中家域网的传输控制协议(TCP)性能,提出一种自适应速率控制方法。家域网采用电力线通信(PLC)和无线局域网(WLAN)技术,具有异构特点。该控制方法利用WLAN的通信机制提高PLC的链路利用率,采用启发式动态规划,通过神经网络训练估计瓶颈链路的容量,根据应用的长期服务质量调整TCP数据包的发送速率。仿真结果表明,该方法可以有效滤除PLC信道中冲击噪声的负面影响,其性能优于现有TCP的拥塞控制。

     

    Abstract: An adaptive rate control is proposed to improve Transmission Control Protocol (TCP) performance in the Home Area Networks (HANs) in smart grid. The HAN has heterogeneous feature and adopts Power Line Communications (PLC) and Wireless Local Area Network (WLAN) technologies. The proposed method exploits the communications mechanism of WLAN to improve the PLC link utilization. The Heuristic Dynamic Programming (HDP) technique is employed to obtain the optimal rate control policy. The bottleneck link capacity is estimated by neural network training. The sending rate of TCP data packet is adapted according to the long-term quality of service (QoS) of applications. Simulation results illustrate that the proposed method effectively filters out the negative impact from the impulse noise in PLC channel and outperforms the existing TCP.

     

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