Výsledky vyhledávání - Complex―valued algorithm*
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Space-time domain equalization algorithm based on complex-valued neural network in a long-haul photonic-aided MIMO THz system
ISSN: 1539-4794, 1539-4794Vydáno: United States 01.03.2024Vydáno v 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…”
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Is a Complex-Valued Stepsize Advantageous in Complex-Valued Gradient Learning Algorithms?
ISSN: 2162-237X, 2162-2388Vydáno: United States IEEE 01.12.2016Vydáno v 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…”
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A hybrid complex spectral conjugate gradient learning algorithm for complex-valued data processing
ISSN: 0952-1976, 1873-6769Vydáno: Elsevier Ltd 01.07.2024Vydáno v Engineering applications of artificial intelligence (01.07.2024)“…Complex-valued neural networks (CVNNs) have become a powerful modelling tool for complex-valued data processing…”
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Adaptive CL-BFGS Algorithms for Complex-Valued Neural Networks
ISSN: 2162-237X, 2162-2388, 2162-2388Vydáno: United States IEEE 01.09.2023Vydáno v 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…”
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Online censoring complex-valued NSAF algorithms: Design, analysis, and applications
ISSN: 0165-1684Vydáno: Elsevier B.V 01.02.2026Vydáno v Signal processing (01.02.2026)“… Recently, several effective augmented complex-valued normalized subband adaptive filtering (NSAF…”
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Variable Step-Size Widely Linear Complex-Valued Affine Projection Algorithm and Performance Analysis
ISSN: 1053-587X, 1941-0476Vydáno: New York IEEE 2020Vydáno v IEEE transactions on signal processing (2020)“…In this paper, a variable step-size widely linear complex-valued affine projection algorithm (VSS-WLCAPA…”
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A Complex-valued Encoding Bat Algorithm for Solving 0–1 Knapsack Problem
ISSN: 1370-4621, 1573-773XVydáno: New York Springer US 01.10.2016Vydáno v 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…”
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Bias-compensated augmented complex-valued NSAF algorithm and its low-complexity implementation
ISSN: 0165-1684, 1872-7557Vydáno: Elsevier B.V 01.03.2023Vydáno v 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…”
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Two Fast Complex-Valued Algorithms for Solving Complex Quadratic Programming Problems
ISSN: 2168-2267, 2168-2275, 2168-2275Vydáno: United States IEEE 01.12.2016Vydáno v 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…”
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Singular Signal Measurement Based on Bidirectional Recursive Complex-Valued Wavelet Algorithm
ISSN: 1939-0114, 1939-0122Vydáno: London Hindawi 14.05.2022Vydáno v 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…”
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Complex-valued encoding metaheuristic optimization algorithm: A comprehensive survey
ISSN: 0925-2312, 1872-8286Vydáno: Elsevier B.V 24.09.2020Vydáno v Neurocomputing (Amsterdam) (24.09.2020)“… In this paper, we aim to provide researchers with a comprehensive and extensive overview of complex-valued encoding metaheuristic algorithms and applications for function optimization, engineering…”
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Performance Analysis of Shrinkage Linear Complex-Valued LMS Algorithm
ISSN: 1070-9908, 1558-2361Vydáno: New York IEEE 01.08.2019Vydáno v 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…”
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Complex-valued artificial hummingbird algorithm for global optimization and short-term wind speed prediction
ISSN: 0957-4174, 1873-6793Vydáno: Elsevier Ltd 15.07.2024Vydáno v Expert systems with applications (15.07.2024)“… In order to improve the accuracy of wind speed prediction, this article presents the first Complex-valued version of the Artificial Hummingbird Algorithm (CAHA…”
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Variable step-size widely linear complex-valued NLMS algorithm and its performance analysis
ISSN: 0165-1684, 1872-7557Vydáno: Elsevier B.V 01.12.2019Vydáno v 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…”
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Deterministic convergence of complex mini-batch gradient learning algorithm for fully complex-valued neural networks
ISSN: 0925-2312, 1872-8286Vydáno: Elsevier B.V 24.09.2020Vydáno v Neurocomputing (Amsterdam) (24.09.2020)“…This paper investigates the fully complex mini-batch gradient algorithm for training complex-valued neural networks…”
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Selective partial-update augmented complex-valued LMS algorithm and its performance analysis
ISSN: 0165-1684, 1872-7557Vydáno: Elsevier B.V 01.11.2021Vydáno v Signal processing (01.11.2021)“…•This paper proposes a selective partial-update augmented complex-valued LMS algorithm…”
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Diffusion augmented complex-valued LMS algorithm with shared measurements and its performance analysis
ISSN: 0165-1684Vydáno: 01.11.2022Vydáno v Signal processing (01.11.2022)Získat plný text
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Adaptive stepsize estimation based accelerated gradient descent algorithm for fully complex-valued neural networks
ISSN: 0957-4174, 1873-6793Vydáno: Elsevier Ltd 01.02.2024Vydáno v Expert systems with applications (01.02.2024)“… However, the choice of stepsize has a great impact on the optimization process. In this paper, two adaptive stepsize estimation methods are proposed for complex-valued NAG algorithm for efficient training of fully complex-valued neural networks…”
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Widely Linear Complex-Valued Estimated-Input LMS Algorithm for Bias-Compensated Adaptive Filtering With Noisy Measurements
ISSN: 1053-587X, 1941-0476Vydáno: New York IEEE 01.07.2019Vydáno v IEEE transactions on signal processing (01.07.2019)“…) algorithm is developed. It is able to achieve an unbiased parameter estimation and, thus, outperforms the widely linear complex-valued LMS (WL-CLMS…”
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Complex-Valued Neural Networks: A Comprehensive Survey
ISSN: 2329-9266, 2329-9274Vydáno: Piscataway Chinese Association of Automation (CAA) 01.08.2022Vydáno v 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…”
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