Performing fractional delay via fractional singular spectrum analysis

This paper proposes a fractional singular spectrum analysis (SSA)-based method for performing the fractional delay. First, the input sequence is divided into two overlapping sequences with the first sequence being the input sequence without its last point and the second sequence being the input sequence without its first point. Then, the singular value decompositions (SVD) are performed on the trajectory matrices constructed based on these two sequences. Next, the designs of both the right unitary matrix and the left unitary matrix for generating the new trajectory matrix are formulated as the quadratically constrained quadratic programing problems. The analytical solutions of these quadratically constrained quadratic programing problems are derived via the SVD approach. Finally, the fractional SSA components are obtained by performing the diagonal averaging operation, and the fractional delay sequence is obtained by summing up all the fractional SSA components together. Since the fractional SSA operations are nonlinear and adaptive, our proposed method is a kind of nonlinear and adaptive approach for performing the fractional delay. Besides, by discarding some fractional SSA components, the joint fractional delay operation and the denoising operation can be performed simultaneously.

[1]  Lars Wanhammar,et al.  Filter structures composed of all-pass and FIR filters for interpolation and decimation by a factor of two , 1999 .

[2]  Bingo Wing-Kuen Ling,et al.  Grouping and selecting singular spectral analysis components for denoising based on empirical mode decomposition via integer quadratic programming , 2018, IET Signal Process..

[3]  Bingo Wing-Kuen Ling,et al.  Linear phase properties of the singular spectrum analysis components for the estimations of the RR intervals of electrocardiograms , 2020, Signal Image Video Process..

[4]  Ziyin Huang,et al.  De-Hankelization of singular spectrum analysis matrices via L1 norm criterion , 2019, Signal Image Video Process..

[5]  Li Qiu,et al.  General multirate building structures with application to nonuniform filter banks , 1998 .

[6]  Bingo Wing-Kuen Ling,et al.  Grouping and Selecting Singular Spectrum Analysis Components for Denoising Via Empirical Mode Decomposition Approach , 2019, Circuits Syst. Signal Process..

[7]  Chien-Cheng Tseng,et al.  Designs of Fixed-Fractional-Delay Filters Using Fractional-Derivative Constraints , 2012, IEEE Transactions on Circuits and Systems II: Express Briefs.

[8]  Bingo Wing-Kuen Ling,et al.  De-Hankelization of Singular Spectrum Analysis Matrices via L1 Norm Criterion , 2018, 2018 IEEE 23rd International Conference on Digital Signal Processing (DSP).

[9]  Bingo Wing-Kuen Ling,et al.  Suppressing the Spikes in Electroencephalogram via an Iterative Joint Singular Spectrum Analysis and Low-Rank Decomposition Approach , 2020, Sensors.

[10]  Bingo Wing-Kuen Ling,et al.  Singular spectral analysis-based denoising without computing singular values via augmented Lagrange multiplier algorithm , 2019, IET Signal Process..

[11]  Abdelfatah Charef,et al.  A Simple Design of Fractional Delay FIR Filter Based on Binomial Series Expansion Theory , 2019, Circuits Syst. Signal Process..

[12]  Bingo Wing-Kuen Ling,et al.  Effectiveness analysis of bio-electronic stimulation therapy to Parkinson's diseases via joint singular spectrum analysis and discrete fourier transform approach , 2020, Biomed. Signal Process. Control..

[13]  H. Johansson,et al.  On the design of adjustable fractional delay FIR filters using digital differentiators , 2003, The 2010 International Conference on Green Circuits and Systems.

[14]  Abdelfatah Charef,et al.  A new approach for the design of fractional delay by an FIR filter. , 2018, ISA transactions.

[15]  R. K. Jarial,et al.  Modified non-adaptive bandpass filter based phase locked loop , 2020 .

[16]  Tian-Bo Deng,et al.  Decoupling Minimax Design of Low-Complexity Variable Fractional-Delay FIR Digital Filters , 2011, IEEE Transactions on Circuits and Systems I: Regular Papers.

[17]  Tian-Bo Deng Minimax Design of Low-Complexity Allpass Variable Fractional-Delay Digital Filters , 2010, IEEE Transactions on Circuits and Systems I: Regular Papers.

[18]  B. Ling,et al.  Reconstructing signal from quantized signal based on singular spectral analysis , 2018, Digit. Signal Process..

[19]  Zhengyuan Xu,et al.  A Two-Dimensional Constellation Design Method for Visible Light Communications With Signal-Dependent Shot Noise , 2018, IEEE Communications Letters.

[20]  Kok Lay Teo,et al.  Maximally Decimated Paraunitary Linear Phase FIR Filter Bank Design via Iterative SVD Approach , 2015, IEEE Transactions on Signal Processing.

[21]  Bingo Wing-Kuen Ling,et al.  Representations of Linear Dual-Rate System Via Single SISO LTI Filter, Conventional Sampler and Block Sampler , 2008, IEEE Transactions on Circuits and Systems II: Express Briefs.

[22]  Shanjin Wang,et al.  Efficient and Adaptive Signal Denoising Based on Multistage Singular Spectrum Analysis , 2021, IEEE Transactions on Instrumentation and Measurement.

[23]  Hai Huyen Dam Design of Variable Fractional Delay Filter with Fractional Delay Constraints , 2014, IEEE Signal Processing Letters.

[24]  Kok Lay Teo,et al.  Two-Channel Linear Phase FIR QMF Bank Minimax Design via Global Nonconvex Optimization Programming , 2010, IEEE Transactions on Signal Processing.