A Novel Crosstalk Estimation Method for Twist Non-Uniformity in Twisted-Wire Pairs

被引:12
|
作者
Liu, Qiangqiang [1 ]
Zhao, Yang [1 ]
Yan, Wei [1 ,2 ]
Huang, Chao [1 ]
Mueed, Abdul [1 ]
Meng, Zhaojuan [1 ]
机构
[1] Nanjing Normal Univ, Sch Elect & Automat Engn, Nanjing 210046, Peoples R China
[2] Nanjing Normal Univ, Zhenjiang Inst Innovat & Dev, Zhenjiang 212004, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Crosstalk; Prediction algorithms; Transmission line matrix methods; Wires; Neural networks; Time-domain analysis; Finite difference methods; Monte Carlo (MC) method; adaptive beetle antennae search (ABAS) algorithm; back propagation neural network (BPNN) algorithm; finite difference time domain (FDTD); non-uniform pitch twisted pair; crosstalk; MODEL;
D O I
10.1109/ACCESS.2020.2976136
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Based on the research of Monte Carlo (MC) method and adaptive beetle antennae search (ABAS) algorithm, a new crosstalk estimation method for non-uniform pitch twisted pair is proposed in this paper. First, the model of non-uniform pitch twisted pair is established based on the principle of twisted pair production. Then, the MC method and ABAS-BPNN (back propagation neural network) algorithm are used to construct a parasitic parameter mean extraction network for non-uniform pitch twisted pairs. Finally, the network is combined with the finite difference time domain (FDTD) algorithm to predict crosstalk. In the verification and analysis part of the numerical experiments, on the one hand, the ABAS-BPNN algorithm model is compared with the basic BAS-BPNN algorithm model, the BPNN algorithm model and the GA (genetic algorithm) -BPNN algorithm model, verifying the accuracy and efficiency of the improved BAS-BPNN algorithm. On the other hand, the validity and applicability of the proposed method in crosstalk prediction for non-uniform pitch twisted pair are verified by comparison with the results of the transmission line matrix (TLM) algorithm.
引用
收藏
页码:38318 / 38326
页数:9
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