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1. Efficient sparsity-promoting MAP estimation for Bayesian linear inverse problems NSTL国家科技图书文献中心

Lindbloom, Jonathan |  Glaubitz, Jan... -  《Inverse Problems》 - 2025,41(2) - 共31页

摘要:Bayesian hierarchical models can provide |  efficient algorithms for finding sparse solutions to ill | -posed linear inverse problems. The models typically |  comprise a conditionally Gaussian prior model for the |  unknown augmented by a generalized gamma hyper-prior
关键词: image reconstruction |  Bayesian inverse problems |  sparsity-promoting hierarchical Bayesian learning |  conditionally Gaussian priors |  (generalized) gamma hyper-priors |  convexity

2. Sparsity Promoting Observer Design for Wireless Sensor-Estimator Networks NSTL国家科技图书文献中心

Nachuan Yang |  Yuzhe Li... -  《IEEE Transactions on Automatic Control》 - 2025,70(2) - 1184~1191 - 共8页

摘要:, we formulate the design of the sparsity-promoting | In this article, we consider the design of |  structured Luenberger observers to generate sparse sensor | -estimator communication networks. We first illustrate the |  relationship between the topology of communication channels
关键词: Observers |  Optimization |  Wireless sensor networks |  Kalman filters |  Communication channels |  Wireless communication |  Networked control systems

3. Adaptive Regulated Sparsity Promoting Approach for Data-Driven Modeling and Control of Grid-Connected Solar Photovoltaic Generation NSTL国家科技图书文献中心

Zhongtian Zhang |  Javad Khazaei... -  《IEEE transactions on sustainable energy》 - 2025,16(1) - 560~572 - 共13页

摘要: sparsity-promoting hyperparameters for each state |  learning technique based on sparsity promotion for data | This paper introduces a new statistical | -driven modeling and control of solar photovoltaic (PV | ) systems. Compared with conventional sparse regression
关键词: Power system dynamics |  Adaptation models |  Nonlinear dynamical systems |  Voltage control |  Mathematical models |  Analytical models |  Heuristic algorithms |  Data-driven modeling |  Photovoltaic systems |  Adaptive systems

4. Data-driven optimal modeling and prediction of human brucellosis in China NSTL国家科技图书文献中心

Liu, Ying-Ping |  Sun, Gui-Quan -  《Nonlinear dynamics》 - 2025,113(8) - 9111~9131 - 共21页

摘要: improved data-driven method called sparsity-promoting |  simplify computation, this paper introduces a sparsity | -promoting technique-elastic network regularization-to | Brucellosis, a typical zoonotic disease, has |  long been a public health concern in China due to its
关键词: Data-driven |  Human brucellosis |  Homotopy parameter |  Dynamic mode decomposition |  Sparsity-promoting |  Spatiotemporal distribution

5. Robust design optimization with limited data for char combustion NSTL国家科技图书文献中心

Guo, Yulin |  Lee, Dongjin... -  《Structural and multidisciplinary optimization》 - 2025,68(3) - 共18页

摘要: estimate the PDD coefficients via sparsity-promoting | This work presents a robust design |  optimization approach for a char combustion process in a |  limited-data setting, where simulations of the fluid | -solid coupled system are computationally expensive. We
关键词: Robust design optimization |  Surrogate modeling |  Sparsity-promoting D-MORPH regression |  Polynomial dimensional decomposition |  Char combustion

6. Sparsity-aware complex-valued least mean kurtosis algorithms NSTL国家科技图书文献中心

Ozince, Nazim |  Menguc, Engin Cemal... -  《Signal Processing》 - 2025,226 - 共10页

摘要:, combining the well-known sparsity-promoting strategies |  sparsity-aware CLMK algorithms, named /0 0-norm CLMK (/0 |  outperform the existing sparsity-aware algorithms in terms | Complex-valued least mean kurtosis (CLMK | ) algorithm and its augmented version (ACLMK) have recently
关键词: Complex-valued least mean kurtosis |  Complex-valued signals |  Sparse system identification |  Augmented statistics

7. Regulating the macroscopic and microscopic self-assembly behavior of hydroxybutyl chitosan based on alkyl distribution NSTL国家科技图书文献中心

Bi, Shichao |  Sun, Guohui... -  《Carbohydrate Polymers》 - 2025,352 - 共10页

摘要: concentration or sparsity, promoting interchain assembly to | Hydroxybutyl chitosan (HBC), a derivative of |  chitosan, exhibits biocompatibility and temperature | -sensitive properties, rendering it utilized in tissue |  engineering, and biomedical science. Currently, HBC is
关键词: Hydroxybutyl chitosan |  Homogeneous modification |  Temperature sensitivity |  Self-assembly

8. Sparse optimization of H 2 controllers for LTI Systems: A log-barrier Method NSTL国家科技图书文献中心

Yang, Nachuan |  Tang, Jiawei... -  《Automatica》 - 2025,173 - 共9页

摘要: fora control system. Unlike the sparsity promoting |  control systems in the past decades, the sparsity of a |  control which enhances the controller's sparsity by | This paper studies the sparse optimization of |  H2 controllers for linear time-invariant systems
关键词: H2 performance |  Optimal control |  Sparsity

9. Damage identification in plate-like structures using frequency-coupled 1-based sparse estimation NSTL国家科技图书文献中心

Nathan Dwek |  Vasileios Dimopoulos... -  《Mechanical Systems & Signal Processing》 - 2025,224(Feb.) - 112084.1~112084.17 - 共17页

摘要: decomposition itself is performed using sparsity-promoting |  the desired spatial sparsity of the estimated damage | This article proposes a practical and |  effective damage identification approach for plate-like |  structures. This approach measures the back scattering
关键词: Structural health monitoring |  Non-destructive testing |  Damage identification |  Wave propagation |  Sparsity |  Inverse problems

10. Convergence analysis of the discretization of continuous-domain inverse problems NSTL国家科技图书文献中心

Guillemet, Vincent |  Fageot, Julien... -  《Inverse Problems》 - 2025,41(4) - 共35页

摘要: formed by the sparsity-promoting total-variation norm | We study continuous-domain linear inverse |  problems that involve a general data-fidelity term and a |  regularisation term. We consider a regularisation that is | , pre-composed with a differential operator that
关键词: sparsity |  convergence of optimization problems |  rate of convergence |  splines |  total variation norm
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