Signal approximation with Pascal's triangle and sampling

被引:0
作者
Chen, Lei [1 ]
Yu, Xinghuo [2 ]
Lu, Jinhu [1 ]
机构
[1] Beihang Univ, Beijing Adv Innovat Ctr Big Data & Brain Comp, Sch Automat Sci & Elect Engn, State Key Lab Software Dev Environm, Beijing 100191, Peoples R China
[2] RMIT Univ, Sch Engn, Melbourne, Vic 3001, Australia
来源
PROCEEDINGS OF THE 32ND 2020 CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2020) | 2020年
基金
中国国家自然科学基金; 澳大利亚研究理事会;
关键词
Signal approximation; Sampling; Discretization; CIRCUITS; ERROR;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This brief explores the approximation properties of a unique basis expansion based on Pascal's triangle, which realizes a sampled-data driven approach between a continuous-time signal and its discrete-time representation. The roles of certain parameters, such as sampling time interval or model order, and signal characteristics, i.e., its curvature, on the approximation are investigated. Approximate errors in one and multiple-step predictions are analyzed. Furthermore, time-variant approximations under the thresholds of signal curvature are employed to narrow errors and provide flexibilities.
引用
收藏
页码:1571 / 1575
页数:5
相关论文
共 19 条
[1]   Event Driven Modeling and Characterization of the Second Order Voltage Switched Charge Pump PLL [J].
Ali, Ehsan ;
Hangmann, Christian ;
Hedayat, Christian ;
Haddad, Fayrouz ;
Rahajandraibe, Wenceslas ;
Hilleringmann, Ulrich .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2016, 63 (03) :347-358
[2]   Stand-Still Self-Identification of Flux Characteristics for Synchronous Reluctance Machines Using Novel Saturation Approximating Function and Multiple Linear Regression [J].
Bedetti, Nicola ;
Calligaro, Sandro ;
Petrella, Roberto .
IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2016, 52 (04) :3083-3092
[3]   Fast polygonal approximation of digital curves using relaxed straightness properties [J].
Bhowmick, Partha ;
Bhattacharya, Bhargab B. .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2007, 29 (09) :1590-1602
[4]   Sorter-Based Arithmetic Circuits for Sigma-Delta Domain Signal Processing-Part I: Addition, Approximate Transcendental Functions, and Log-Domain Operations [J].
Fujisaka, Hisato ;
Kamio, Takeshi ;
Ahn, Chang-Jun ;
Sakamoto, Masahiro ;
Haeiwa, Kazuhisa .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2012, 59 (09) :1952-1965
[5]   Universal Lower Bound for Finite-Sample Reconstruction Error and Its Relation to Prolate Spheroidal Functions [J].
Gulcu, Talha Cihad ;
Ozaktas, Haldun M. .
IEEE SIGNAL PROCESSING LETTERS, 2018, 25 (01) :50-54
[6]   Polynomial-Based maximum-likelihood technique for synchronization in digital receivers [J].
Hamila, R ;
Vesma, J ;
Renfors, M .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2002, 49 (08) :567-576
[7]   Event-Based Robust Sampled-Data Model Predictive Control: A Non-Monotonic Lyapunov Function Approach [J].
He, Ning ;
Shi, Dawei .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2015, 62 (10) :2555-2564
[8]   Data-driven approximate optimal tracking control schemes for unknown non-affine non-linear multi-player systems via adaptive dynamic programming [J].
Jiang, He ;
Luo, Yanhong .
ELECTRONICS LETTERS, 2017, 53 (07) :465-467
[9]   A Sampling Theory Approach for Continuous ARMA Identification [J].
Kirshner, Hagai ;
Maggio, Simona ;
Unser, Michael .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2011, 59 (10) :4620-4634
[10]   The Optimal Spatially-Smoothed Source Patterns for the Pseudospectral Time-Domain Method [J].
Lin, Zhili .
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2010, 58 (01) :227-229