Search Results - Complex―valued algorithm
-
1
Space-time domain equalization algorithm based on complex-valued neural network in a long-haul photonic-aided MIMO THz system
ISSN: 1539-4794, 1539-4794Published: United States 01.03.2024Published in Optics letters (01.03.2024)“… We proposed a novel, to the best of our knowledge, space-time domain equalization algorithm based on MIMO-complex-valued neural networks (CVNN…”
Get more information
Journal Article -
2
Is a Complex-Valued Stepsize Advantageous in Complex-Valued Gradient Learning Algorithms?
ISSN: 2162-237X, 2162-2388Published: United States IEEE 01.12.2016Published in IEEE transaction on neural networks and learning systems (01.12.2016)“…Complex gradient methods have been widely used in learning theory, and typically aim to optimize real-valued functions of complex variables. The stepsize of…”
Get full text
Journal Article -
3
Singular Signal Measurement Based on Bidirectional Recursive Complex-Valued Wavelet Algorithm
ISSN: 1939-0114, 1939-0122Published: London Hindawi 14.05.2022Published in Security and communication networks (14.05.2022)“…The normal operation fault of the power system is usually caused by a short-circuit fault. At this time, the system changes drastically from one state to…”
Get full text
Journal Article -
4
Two Fast Complex-Valued Algorithms for Solving Complex Quadratic Programming Problems
ISSN: 2168-2267, 2168-2275, 2168-2275Published: United States IEEE 01.12.2016Published in IEEE transactions on cybernetics (01.12.2016)“…In this paper, we propose two fast complex-valued optimization algorithms for solving complex quadratic programming problems: 1…”
Get full text
Journal Article -
5
A hybrid complex spectral conjugate gradient learning algorithm for complex-valued data processing
ISSN: 0952-1976, 1873-6769Published: Elsevier Ltd 01.07.2024Published in Engineering applications of artificial intelligence (01.07.2024)“…Complex-valued neural networks (CVNNs) have become a powerful modelling tool for complex-valued data processing…”
Get full text
Journal Article -
6
Convergence of Batch Split-Complex Backpropagation Algorithm for Complex-Valued Neural Networks
ISSN: 1026-0226, 1607-887XPublished: New York Hindawi Limiteds 01.01.2009Published in Discrete Dynamics in Nature and Society (01.01.2009)“…The batch split-complex backpropagation (BSCBP) algorithm for training complex-valued neural networks is considered…”
Get full text
Journal Article -
7
A Complex-valued Encoding Bat Algorithm for Solving 0–1 Knapsack Problem
ISSN: 1370-4621, 1573-773XPublished: New York Springer US 01.10.2016Published in Neural processing letters (01.10.2016)“…This paper proposes a novel complex-valued encoding bat algorithm (CPBA) for solving 0–1 knapsack problem. The complex-valued encoding method which can be…”
Get full text
Journal Article -
8
Convergence of an Online Split-Complex Gradient Algorithm for Complex-Valued Neural Networks
ISSN: 1026-0226, 1607-887XPublished: New York Hindawi Limiteds 01.01.2010Published in Discrete Dynamics in Nature and Society (01.01.2010)“…The online gradient method has been widely used in training neural networks. We consider in this paper an online split-complex gradient algorithm for complex-valued neural networks…”
Get full text
Journal Article -
9
Deterministic convergence of complex mini-batch gradient learning algorithm for fully complex-valued neural networks
ISSN: 0925-2312, 1872-8286Published: Elsevier B.V 24.09.2020Published in Neurocomputing (Amsterdam) (24.09.2020)“…This paper investigates the fully complex mini-batch gradient algorithm for training complex-valued neural networks…”
Get full text
Journal Article -
10
Adaptive CL-BFGS Algorithms for Complex-Valued Neural Networks
ISSN: 2162-237X, 2162-2388, 2162-2388Published: United States IEEE 01.09.2023Published in IEEE transaction on neural networks and learning systems (01.09.2023)“…Complex-valued limited-memory BFGS (CL-BFGS) algorithm is efficient for the training of complex-valued neural networks (CVNNs…”
Get full text
Journal Article -
11
Performance Analysis of Shrinkage Linear Complex-Valued LMS Algorithm
ISSN: 1070-9908, 1558-2361Published: New York IEEE 01.08.2019Published in IEEE signal processing letters (01.08.2019)“…The shrinkage linear complex-valued least mean squares (SL-CLMS) algorithm with a variable step size overcomes the conflicting issue between fast convergence and low steady-state misalignment…”
Get full text
Journal Article -
12
Online censoring complex-valued NSAF algorithms: Design, analysis, and applications
ISSN: 0165-1684Published: Elsevier B.V 01.02.2026Published in Signal processing (01.02.2026)“… Recently, several effective augmented complex-valued normalized subband adaptive filtering (NSAF…”
Get full text
Journal Article -
13
Bias-compensated augmented complex-valued NSAF algorithm and its low-complexity implementation
ISSN: 0165-1684, 1872-7557Published: Elsevier B.V 01.03.2023Published in Signal processing (01.03.2023)“… To handle colored noisy input and output measurements in the complex domain, this paper proposes an augmented complex-valued estimation-input NSAF (ACEI-NSAF…”
Get full text
Journal Article -
14
Variable step-size widely linear complex-valued NLMS algorithm and its performance analysis
ISSN: 0165-1684, 1872-7557Published: Elsevier B.V 01.12.2019Published in Signal processing (01.12.2019)“…•The variable step-size widely linear complex-valued NLMS (VSS-WL-CNLMS) algorithm which is applicable to the case of highly correlated input is proposed, where the variable step-size (VSS…”
Get full text
Journal Article -
15
A novel complex-valued bat algorithm
ISSN: 0941-0643, 1433-3058Published: London Springer London 01.11.2014Published in Neural computing & applications (01.11.2014)“… This paper presents a new bat algorithm based on complex-valued encoding where the real part and the imaginary part will be updated separately…”
Get full text
Journal Article -
16
Selective partial-update augmented complex-valued LMS algorithm and its performance analysis
ISSN: 0165-1684, 1872-7557Published: Elsevier B.V 01.11.2021Published in Signal processing (01.11.2021)“…•This paper proposes a selective partial-update augmented complex-valued LMS algorithm…”
Get full text
Journal Article -
17
Diffusion augmented complex-valued LMS algorithm with shared measurements and its performance analysis
ISSN: 0165-1684Published: 01.11.2022Published in Signal processing (01.11.2022)Get full text
Journal Article -
18
Variable Step-Size Widely Linear Complex-Valued Affine Projection Algorithm and Performance Analysis
ISSN: 1053-587X, 1941-0476Published: New York IEEE 2020Published in IEEE transactions on signal processing (2020)“…In this paper, a variable step-size widely linear complex-valued affine projection algorithm (VSS-WLCAPA…”
Get full text
Journal Article -
19
A variable regularization parameter widely linear complex-valued NLMS algorithm: Performance analysis and wind prediction
ISSN: 0165-1684Published: Elsevier B.V 01.12.2022Published in Signal processing (01.12.2022)“…•To overcome the conflict that the adaptive regularized complex-valued NLMS algorithms cannot have optimal performance when the regularization parameter is large or small, a widely linear complex…”
Get full text
Journal Article -
20
Complex-Valued Neural Networks: A Comprehensive Survey
ISSN: 2329-9266, 2329-9274Published: Piscataway Chinese Association of Automation (CAA) 01.08.2022Published in IEEE/CAA journal of automatica sinica (01.08.2022)“…Complex-valued neural networks (CVNNs) have shown their excellent efficiency compared to their real counter-parts in speech enhancement, image and signal processing…”
Get full text
Journal Article