Nonlinear Adaptive Prediction of Chaotic Time Series With An Adaptive Sine-Volterra Predictive Filter

机译：自适应正弦-Volterra预测滤波器的混沌时间序列非线性自适应预测

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A new approach to nonlinear adaptive prediction of chaotic time series is presented by means of an adaptive sine-Volterra predictive filter based on the deterministic and nonlinear characteristics of chaotic time series. The named adaptive sine-Volterra predictive filter introduces sine function to approximate the Volterra filter based on linearization decomposition. Numerical simulation results show that the nonlinear adaptive filter proposed here has good performance for making adaptive prediction of chaotic time series.

机译：提出了一种基于混沌时间序列确定性和非线性特征的自适应正弦-Volterra预测滤波器，用于混沌时间序列的非线性自适应预测。命名的自适应正弦-Volterra预测滤波器引入了正弦函数，可基于线性化分解对Volterra滤波器进行近似。数值仿真结果表明，本文提出的非线性自适应滤波器对于混沌时间序列的自适应预测具有良好的性能。

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《Fifth International Conference on Electronic Measurement amp; Instruments (ICEMI'2001) Vol.1 Nov 18-21, 2001 Guilin, China》|2001年|p.471-476|共6页
会议地点 Guilin(CN);Guilin(CN)
作者
ZHANG Jia-Shu; XIAO Xian-Ci;
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作者单位

School of Computer and Communication Engineering, Southwest Jiaotong University, Chengdu, China 610031;

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原文格式 PDF
正文语种 eng
中图分类机械、仪表工业;
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1. MULTISTAGE ADAPTIVE HIGHER-ORDER NONLINEAR FINITE IMPULSE RESPONSE FILTERS FOR CHAOTIC TIME SERIES PREDICTIONS [J] . ZHANG JIA-SHU, XIAO XIAN-CI Chinese physics . 2001,第5期

机译：混沌时间序列预测的多阶自适应高阶非线性有限冲激响应滤波器
2. MULTISTAGE ADAPTIVE HIGHER-ORDER NONLINEAR FINITE IMPULSE RESPONSE FILTERS FOR CHAOTIC TIME SERIES PREDICTIONS [J] . ZHANG JIA-SHU, XIAO XIAN-CI 中国物理：英文版 . 2001,第005期

机译：混沌时间序列预测的多阶段自适应高阶非线性有限脉冲响应滤波器
3. Predicting Hyper-Chaotic Time Series Using Adaptive Higher-Order Nonlinear Filter [J] . ZHANG Jia-Shu, XIAO Xian-Ci 中国物理快报：英文版 . 2001,第003期

机译：使用自适应高阶非线性滤波器预测超混沌时间序列
4. Nonlinear Adaptive Prediction of Chaotic Time Series With An Adaptive Sine-Volterra Predictive Filter [C] . ZHANG Jia-Shu, XIAO Xian-Ci International Conference on Electronic Measuement Instruments . 2003

机译：具有自适应正弦波特拉预测滤波器混沌时间序列的非线性自适应预测
5. Stock Price Prediction using Adaptive Time Series Forecasting and Machine Learning Algorithms [D] . Chen, Lumeng. 2020

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6. Adaptive Anchoring Model: How Static and Dynamic Presentations of Time Series Influence Judgments and Predictions [O] . Petko Kusev, Paul van Schaik, Krasimira Tsaneva‐Atanasova, -1

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7. Denoising Nonlinear Time Series by Adaptive Filtering and Wavelet Shrinkage: A Comparison [O] . Jianbo Gao, Hussain Sultan, Jing Hu, 2012

机译：通过自适应滤波和小波收缩对非线性时间序列进行去噪：比较
8. Prediction and control of chaotic processes using nonlinear adaptive networks. [R] . Jones, R. D., Barnes, C. W., Flake, G. W., 1990

机译：非线性自适应网络对混沌过程的预测与控制。

Nonlinear Adaptive Prediction of Chaotic Time Series With An Adaptive Sine-Volterra Predictive Filter

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