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We investigate the signal reconstruction performance of sparse linear regression in the presence of noise when piecewise continuous nonconvex penalties are used. Among such penalties, we focus on the SCAD penalty. The contributions of this…

机器学习 · 统计学 2020-01-08 Tomoyuki Obuchi , Ayaka Sakata

Sliding mode control (SMC) is a robust and computationally efficient solution for tracking control problems of highly nonlinear systems with a great deal of uncertainty. High frequency oscillations due to chattering phenomena and…

最优化与控制 · 数学 2017-06-08 Mohammad Reza Amini , Mahdi Shahbakhti , Selina Pan , J. Karl Hedrick

Nonlinear precoding and pulse shaping are jointly considered in multi-user massive multiple-input multiple-output (MIMO) systems with low-resolution D/A-converters (DACs) in terms of algorithmic approach as well as large system performance.…

信息论 · 计算机科学 2021-06-29 Amine Mezghani , Robert W. Heath

We address the design of a model predictive control (MPC) scheme for large-scale linear systems using reduced-order models (ROMs). Our approach uses a ROM, leverages tools from robust control, and integrates them into an MPC framework to…

系统与控制 · 电气工程与系统科学 2026-03-24 Johannes Köhler , Carlo Scholz , Melanie Zeilinger

The presence of critical resonances in microwave power amplifiers has a negative impact on its behavior and performance. These critical resonances are usually predicted from pole-zero stability simulations. In this paper, a different and…

A disturbance-aware predictive control policy is proposed for DC-AC power inverters with the receding horizon optimization approach. First, a discrete event-driven hybrid automaton model has been constructed for the nonlinear inverter…

系统与控制 · 电气工程与系统科学 2020-12-23 Zhengxi Chen , Xun Shen

The orthogonal delay-Doppler division multiplexing (ODDM) modulation is a recently proposed multi-carrier modulation that features a realizable pulse orthogonal with respect to the delay-Doppler (DD) plane's fine resolutions. In this paper,…

信号处理 · 电气工程与系统科学 2024-10-24 Kehan Huang , Min Qiu , Jun Tong , Jinhong Yuan , Hai Lin

Nonlinear effects have been considered as the major limitations in coherent optical (CO) fiber transmission system. DSP based CO receiver with digital backpropagation (DBP) method has recently facilitated the compensation of fiber nonlinear…

信号处理 · 电气工程与系统科学 2021-05-27 A. K. M. Sharoar Jahan Choyon , Ruhin Chowdhury

An experimental wind-tunnel implementation of a model-free single-step deep reinforcement learning (SDRL) controller is presented for TS wave suppression in a flat plate boundary layer. The controller is deployed in a feedforward layout.…

The non-minimum phase (NMP) zero of a linear process located in the feedback connection cannot be cancelled by the same pole of controller according to the internal instability problem. However, such a zero can partly be cancelled by the…

最优化与控制 · 数学 2016-11-29 Farshad Merrikh-Bayat , Aliakbar Salimi

Audio restoration consists in inverting degradations of a digital audio signal to recover what would have been the pristine quality signal before the degradation occurred. This is valuable in contexts such as archives of music recordings,…

声音 · 计算机科学 2026-01-22 Carlos Hernandez-Olivan , Hendrik Vincent Koops , Hao Hao Tan , Elio Quinton

We show how spectral submanifold theory can be used to construct reduced-order models for harmonically excited mechanical systems with internal resonances. Efficient calculations of periodic and quasi-periodic responses with the…

动力系统 · 数学 2022-08-09 Mingwu Li , Shobhit Jain , George Haller

Spike and slab priors play a key role in inducing sparsity for sparse signal recovery. The use of such priors results in hard non-convex and mixed integer programming problems. Most of the existing algorithms to solve the optimization…

统计方法学 · 统计学 2019-04-02 Fekadu L. Bayisa , Zhiyong Zhou , Ottmar Cronie , Jun Yu

Channel estimation is a fundamental challenge in massive multiple-input multiple-output systems, where estimation accuracy governs the spectral efficiency and link reliability. In this work, we introduce Recursive Flow (RC-Flow), a novel…

Conventional acoustic beamformers typically assume short-time stationarity and process frequency bins independently, ignoring inter-frequency correlations. This is suboptimal for almost-periodic noise sources such as engines, fans, and…

音频与语音处理 · 电气工程与系统科学 2026-03-20 Giovanni Bologni , Martin Bo Møller , Richard Heusdens , Richard C. Hendriks

This paper presents a systematic theoretical performance analysis of the Real-Valued root-MUSIC (RV-root-MUSIC) algorithm under non-asymptotic conditions. A well-known limitation of RV-root-MUSIC is the estimation ambiguity caused by mirror…

性能 · 计算机科学 2026-01-28 Junyang Liu , Weicheng Zhao , Qingping Wang , Xiangtian Meng , Maria Greco , Fulvio Gini

In this paper, a modification to the training process of the popular SPLICE algorithm has been proposed for noise robust speech recognition. The modification is based on feature correlations, and enables this stereo-based algorithm to…

机器学习 · 计算机科学 2014-02-12 D. S. Pavan Kumar , N. Vishnu Prasad , Vikas Joshi , S. Umesh

Superconducting Parametric Amplifiers (SPAs) have seen great interest in recent years due to their high gain and quantum limited noise performance. Among these amplifiers, resonant SPAs have been widely developed for experiments where ultra…

仪器与探测器 · 物理学 2026-04-30 V. Gilles , T. Sweetnam , B. Mohammadian , M. A. McCulloch , L. Piccirillo

A method for adaptive model order reduction for nonsmooth discrete element simulation is developed and analysed in numerical experiments. Regions of the granular media that collectively move as rigid bodies are substituted with rigid bodies…

计算物理 · 物理学 2015-12-02 Martin Servin , Da Wang

This paper investigates a multilevel inverter with a capability that produces a wide voltage range with high quality. The selective harmonic elimination (SHE) method is considered for a single-phase 5-level cascaded H-bridge (CHB) inverter,…

系统与控制 · 电气工程与系统科学 2021-04-21 Milad Sadoughi , Amirhossein Pourdadashnia , Mohammad Farhadi-Kangarlu , Sadjad Galvani