We present a gain adaptive tuning method for fiber Raman amplifier(FRA) using two-stage neural networks(NNs) and double weights updates. After training the connection weights of two-stage NNs separately in training ph...We present a gain adaptive tuning method for fiber Raman amplifier(FRA) using two-stage neural networks(NNs) and double weights updates. After training the connection weights of two-stage NNs separately in training phase, the connection weights of the unified NN are updated again in verification phase according to error between the predicted and target gains to eliminate the inherent error of the NNs. The simulation results show that the mean of root mean square error(RMSE) and maximum error of gains are 0.131 d B and 0.281 d B, respectively. It shows that the method can realize adaptive adjustment function of FRA gain with high accuracy.展开更多
针对协作通信系统中源到中继及中继到目的两阶段的瞬时信道状态信息(CSI)影响系统整体误码率(BER)的问题,提出一种综合衡量两阶段信道系数的中继选择方案。首先,根据每个候选中继的CSI,比较源到中继及中继到目的的两阶段信道系数,选出...针对协作通信系统中源到中继及中继到目的两阶段的瞬时信道状态信息(CSI)影响系统整体误码率(BER)的问题,提出一种综合衡量两阶段信道系数的中继选择方案。首先,根据每个候选中继的CSI,比较源到中继及中继到目的的两阶段信道系数,选出两者中较差的信道状态;然后,按照较差的信道状态对候选中继排序,得到近似较优的中继节点集合;最后,从中选择两阶段信道系数之和最大者作为被选中继参与协作传输。仿真结果表明,当候选中继节点数为100及5,BER下降到10-4及10-5时,所提的中继选择方案与基于最优较差信道的中继选择方案、基于最近邻关系的中继选择方案相比,所需信噪比(SNR)分别降低了0.4 d B和0.2 d B。所提方案能够增加无线中继网络的信息传输范围,提高信息传输的可靠性。展开更多
基金supported by the Natural Science Research Project of Colleges and Universities in Anhui Province (No.KJ2021A0479)the Science Research Program of Anhui University of Finance and Economics (No.ACKYC22082)。
文摘We present a gain adaptive tuning method for fiber Raman amplifier(FRA) using two-stage neural networks(NNs) and double weights updates. After training the connection weights of two-stage NNs separately in training phase, the connection weights of the unified NN are updated again in verification phase according to error between the predicted and target gains to eliminate the inherent error of the NNs. The simulation results show that the mean of root mean square error(RMSE) and maximum error of gains are 0.131 d B and 0.281 d B, respectively. It shows that the method can realize adaptive adjustment function of FRA gain with high accuracy.
文摘基于TDOA的超声波测距模型认为距离为声波的速度与时间差之积,忽略了温度等因素对速度的影响,此外,系统计时的误差影响了时间差测量,导致测距精度不高.分析了基于TDOA原理的超声波测距系统误差的主要来源,建立模型,通过实验对温度、距离衰减及时间差测量进行补偿,利用超声波反射特性对障碍物进行测距,并利用多探头在一定程度上削弱了方向性带来的影响.实验结果表明:系统性能稳定,测距精度高,环境适应性更强.在超声波测距范围内,最大误差不超过4 cm.
文摘针对协作通信系统中源到中继及中继到目的两阶段的瞬时信道状态信息(CSI)影响系统整体误码率(BER)的问题,提出一种综合衡量两阶段信道系数的中继选择方案。首先,根据每个候选中继的CSI,比较源到中继及中继到目的的两阶段信道系数,选出两者中较差的信道状态;然后,按照较差的信道状态对候选中继排序,得到近似较优的中继节点集合;最后,从中选择两阶段信道系数之和最大者作为被选中继参与协作传输。仿真结果表明,当候选中继节点数为100及5,BER下降到10-4及10-5时,所提的中继选择方案与基于最优较差信道的中继选择方案、基于最近邻关系的中继选择方案相比,所需信噪比(SNR)分别降低了0.4 d B和0.2 d B。所提方案能够增加无线中继网络的信息传输范围,提高信息传输的可靠性。
