Design of adaptive backoff algorithm for satellite network using grey system

Qi Xiaohang , Zhang Qi , Tian Qinghua , Tao Ying , Xin Xiangjun , Liu Naijin
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Abstract

In contention-based satellite communication system, collisions between data packets may occur due to the randomly sending of the packets. A proper delay before each transmission can reduce the data collision rate. As classical random multiple access protocol, the slotted ALOHA (S-ALOHA) reduces the data collision rate through time slot allocation and synchronous measures. In order to improve the stability and throughput of satellite network, a backoff algorithm based on S-ALOHA will be effective. A new adaptive backoff algorithm based on S-ALOHA using grey system was proposed, which calculates the backoff time adaptively according to the network condition. And the network condition is estimated by each user terminal according to the prediction of the channel access success ratio using the model GM (1,1) in grey system. The proposed algorithm is compared to other known schemes such as the binary exponential backoff (BEB) and the multiple increase multiple decrease (MIMD) backoff. The performance of the proposed algorithm is simulated and analyzed. It is shown that throughput of the system based on the proposed algorithm is better than of system based on BEB and MIMD backoff. And there are also some improvements of the delay performance compared to using BEB. The proposed algorithm is especially effective for large number of user terminals in the satellite networks.

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基于灰色系统的卫星网络自适应退避算法设计
在基于竞争的卫星通信系统中,由于分组的随机发送,数据分组之间可能发生冲突。每次传输之前的适当延迟可以降低数据冲突率。作为经典的随机多址协议,时隙ALOHA(S-ALOHA)通过时隙分配和同步措施降低了数据冲突率。为了提高卫星网络的稳定性和吞吐量,一种基于S-ALOHA的退避算法将是有效的。提出了一种基于灰色系统的S-ALOHA自适应退避算法,该算法根据网络条件自适应地计算退避时间。并利用灰色系统中的GM(1,1)模型,根据信道接入成功率的预测,由每个用户终端估计网络状况。将所提出的算法与其他已知方案(如二进制指数退避(BEB)和多重增加多重减少(MIMD)退避)进行了比较。对该算法的性能进行了仿真分析。结果表明,基于该算法的系统吞吐量优于基于BEB和MIMD退避的系统。与使用BEB相比,延迟性能也有一些改进。该算法对卫星网络中的大量用户终端特别有效。
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