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Priors with a NUV representation (normal with unknown variance) have mostly been used for sparsity. In this paper, a novel NUV prior is proposed that effectively binarizes. While such a prior may have many uses, in this paper, we explore…

信号处理 · 电气工程与系统科学 2021-05-07 Raphael Keusch , Hans-Andrea Loeliger

Normals with unknown variance (NUV) and, more generally, normals with unknown parameters (NUP) can represent many useful priors including L_p norms and other sparsifying priors, and they blend well with linear-Gaussian models and Gaussian…

最优化与控制 · 数学 2025-01-28 Raphael Keusch , Hans-Andrea Loeliger

This paper considers real-time control and learning problems for finite-dimensional linear systems under binary-valued and randomly disturbed output observations. This has long been regarded as an open problem because the exact values of…

系统与控制 · 电气工程与系统科学 2024-11-12 Lantian Zhang , Lei Guo

The paper deals with the problem of output regulation of nonlinear systems by presenting a learning-based adaptive internal model-based design strategy. We borrow from the adaptive internal model design technique recently proposed in [1]…

系统与控制 · 电气工程与系统科学 2022-06-27 Lorenzo Gentilini , Michelangelo Bin , Lorenzo Marconi

In many real world problems, control decisions have to be made with limited information. The controller may have no a priori (or even posteriori) data on the nonlinear system, except from a limited number of points that are obtained over…

最优化与控制 · 数学 2011-05-12 Tansu Alpcan

This article presents the guided Bayesian optimization algorithm as an efficient data-driven method for iteratively tuning closed-loop controller parameters using an event-triggered digital twin of the system based on available closed-loop…

系统与控制 · 电气工程与系统科学 2025-11-05 Mahdi Nobar , Jürg Keller , Alisa Rupenyan , Mohammad Khosravi , John Lygeros

Quantum control aims to manipulate quantum systems toward specific quantum states or desired operations. Designing highly accurate and effective control steps is vitally important to various quantum applications, including energy…

量子物理 · 物理学 2023-01-11 Xinyu Fei , Lucas T. Brady , Jeffrey Larson , Sven Leyffer , Siqian Shen

An indirect data-driven control and transfer learning approach based on a data-driven feedback linearization with neural canonical control structures is proposed. An artificial neural network auto-encoder structure trained on recorded…

最优化与控制 · 数学 2024-11-05 Lukas Ecker , Markus Schöberl

In this contribution, we investigate a coarsely quantized Multi-User (MU)-Multiple Input Single Output (MISO) downlink communication system, where we assume 1-Bit Digital-to-Analog Converters (DACs) at the Base Station (BS) antennas. First,…

信息论 · 计算机科学 2018-03-01 Oliver De Candido , Hela Jedda , Amine Mezghani , A. Lee Swindlehurst , Josef A. Nossek

Normal priors with unknown variance (NUV) have long been known to promote sparsity and to blend well with parameter learning by expectation maximization (EM). In this paper, we advocate this approach for linear state space models for…

信息论 · 计算机科学 2016-02-10 Hans-Andrea Loeliger , Lukas Bruderer , Hampus Malmberg , Federico Wadehn , Nour Zalmai

Biaxial motion control systems are used extensively in manufacturing and printing industries. To improve throughput and reduce machine cost, lightweight materials are being proposed in structural components but may result in higher…

系统与控制 · 电气工程与系统科学 2024-04-09 Meng Yuan , Ye Wang , Chris Manzie , Zhezhuang Xu , Tianyou Chai

While Remote control over wireless connections is a key enabler for scalable control systems consisting of multiple actuator-sensor pairs, i.e., control systems, it entails two technical challenges. Due to the lack of wireless resources,…

信息论 · 计算机科学 2020-03-03 Abanoub M. Girgis , Jihong Park , Chen-Feng Liu , Mehdi Bennis

We propose a new analog feedback controller based on the classical cross coupled electronic oscillator. The goal is to drive a linear passive plant into oscillations. We model the circuit as Lur'e system and we derive a new graphical…

系统与控制 · 电气工程与系统科学 2022-03-31 Weiming Che , Thomas Chaffey , Fulvio Forni

Imaging and Image sensors is a field that is continuously evolving. There are new products coming into the market every day. Some of these have very severe Size, Weight and Power constraints whereas other devices have to handle very high…

硬件体系结构 · 计算机科学 2014-11-17 Nihar Athreyas , Zhiguo Lai , Jai Gupta , Dev Gupta

A novel method for control of dynamical systems, proposed in the paper, ensures an output signal belonging to the given set at any time. The method is based on a special change of coordinates such that the initial problem with given…

系统与控制 · 电气工程与系统科学 2019-12-19 Igor Furtat

This article studies the joint problem of uplink-downlink scheduling and power allocation for controlling a large number of actuators that upload their states to remote controllers and download control actions over wireless links. To…

信息论 · 计算机科学 2021-01-29 Abanoub M. Girgis , Jihong Park , Mehdi Bennis , Mérouane Debbah

Systems that capture and process analog signals must first acquire them through an analog-to-digital converter. While subsequent digital processing can remove statistical correlations present in the acquired data, the dynamic range of the…

信息论 · 计算机科学 2019-01-30 Or Ordentlich , Gizem Tabak , Pavan Kumar Hanumolu , Andrew C. Singer , Gregory W. Wornell

We suggest a novel methodology to obtain a digital representation of analog signals and to perform its back-conversion using memristive devices. In the proposed converters, the same memristive systems are used for two purposes: as elements…

仪器与探测器 · 物理学 2012-07-04 Y. V. Pershin , E. Sazonov , M. Di Ventra

Processing, storing and communicating information that originates as an analog signal involves conversion of this information to bits. This conversion can be described by the combined effect of sampling and quantization, as illustrated in…

信息论 · 计算机科学 2018-05-23 Alon Kipnis , Yonina C. Eldar , Andrea J. Goldsmith

We consider the problem of transmission of a sequence of real data produced by a Nyquist sampled band-limited analog source over a band-limited analog channel, which introduces an additive white Gaussian noise. An analog coding scheme is…

信息论 · 计算机科学 2007-07-16 Nandakishore Santhi , Alexander Vardy
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