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Training large-scale neural networks requires solving nonconvex optimization where the choice of optimizer fundamentally determines both convergence behavior and computational efficiency. While adaptive methods like Adam have long dominated…

机器学习 · 计算机科学 2026-01-30 Chenrui Xu , Wenjing Yan , Ying-Jun Angela Zhang

Homogeneous observer for linear multi-input multi-output (MIMO) system is designed. A prefilter of the output is utilized in order to improve robustness of the observer with respect to measurement noises. The use of such a prefilter also…

系统与控制 · 电气工程与系统科学 2024-01-09 Xubin Ping , Konstantin Zimenko , Andrey Polyakov , Denis Efimov

Nature has long inspired the development of swarm intelligence (SI), a key branch of artificial intelligence that models collective behaviors observed in biological systems for solving complex optimization problems. Particle swarm…

神经与进化计算 · 计算机科学 2025-11-18 Dikshit Chauhan , Shivani , P. N. Suganthan

This paper proposes an agent with particle swarm optimization (PSO) based on a Fuzzy Markup Language (FML) for students learning performance evaluation and educational applications, and the proposed agent is according to the response data…

人工智能 · 计算机科学 2019-04-15 Chang-Shing Lee , Mei-Hui Wang , Chi-Shiang Wang , Olivier Teytaud , Jialin Liu , Su-Wei Lin , Pi-Hsia Hung

PSO is a widely recognized optimization algorithm inspired by social swarm. In this brief we present a heterogeneous strategy particle swarm optimization (HSPSO), in which a proportion of particles adopt a fully informed strategy to enhance…

神经与进化计算 · 计算机科学 2016-08-02 Wen-Bo Du , Wen Ying , Gang Yan , Yan-Bo Zhu , Xian-Bin Cao

In this paper, we consider controlling a class of single-input-single-output (SISO) commensurate fractional-order nonlinear systems with parametric uncertainty and external disturbance. Based on backstepping approach, an adaptive controller…

系统与控制 · 电气工程与系统科学 2020-05-15 Xinyao Li , Changyun Wen , Ying Zou

In order to coordinate the economy and voltage quality of a meshed AC/VSC-MTDC system, a new corrective security-constrained multi-objective optimal power flow (SC-MOPF) method is presented in this paper. A parallel SC-MOPF model with N-1…

信号处理 · 电气工程与系统科学 2020-01-22 Yahui Li , Yang Li

This paper is concerned with the design of optimal control for finite-dimensional control-affine nonlinear dynamical systems. We introduce an optimal control problem that specifically optimizes nonlinear observability in addition to…

系统与控制 · 计算机科学 2017-08-03 Atiye Alaeddini , Kristi A. Morgansen , Mehran Mesbahi

Robust single-vessel tracking from fixed coastal platforms is hindered by modality-specific degradations: cameras suffer from illumination and visual clutter, while LiDAR performance drops with range and intermittent returns. We present a…

Multiobjective control design is known to be a difficult problem both in theory and practice. Our approach is to search for locally optimal solutions of a nonsmooth optimization problem that is built to incorporate minimization objectives…

最优化与控制 · 数学 2009-05-25 Suat Gumussoy , Didier Henrion , Marc Millstone , Michael L. Overton

In this paper we propose an approach based on an Online Feedback Optimization (OFO) controller with grid input-output sensitivity estimation for real-time grid operation, e.g., at subsecond time scales. The OFO controller uses grid…

系统与控制 · 电气工程与系统科学 2022-05-17 Miguel Picallo , Lukas Ortmann , Saverio Bolognani , Florian Dörfler

Particle filtering for target tracking using multi-input multi-output (MIMO) pulse-Doppler radars faces three long-standing obstacles: a) the absence of reliable likelihood models for raw radar data; b) the computational and statistical…

信号处理 · 电气工程与系统科学 2025-12-11 Shixiong Wang , Wei Dai , Geoffrey Ye Li

This paper introduces a novel control framework to address the satisfaction of multiple time-varying output constraints in uncertain high-order MIMO nonlinear control systems. Unlike existing methods, which often assume that the constraints…

系统与控制 · 电气工程与系统科学 2026-03-23 Farhad Mehdifar , Lars Lindemann , Charalampos P. Bechlioulis , Dimos V. Dimarogonas

The combination of Federated Learning (FL), Multimodal Large Language Models (MLLMs), and edge-cloud computing enables distributed and real-time data processing while preserving privacy across edge devices and cloud infrastructure. However,…

神经与进化计算 · 计算机科学 2025-02-19 Gaith Rjouba , Hanae Elmekki , Saidul Islam , Jamal Bentahar , Rachida Dssouli

Microperforated panels (MPPs) display excellent capacity in noise control applications owing to their high strength, simple design, and efficacy in low-frequency sound absorption. Traditionally, the development of MPPs has relied on a…

综合物理 · 物理学 2024-10-10 Duo Zhang , Yang Zhang , Sichen Yuan , Jiong Tang , Kai Zhou

This paper concentrates on the study of the decentralized fuzzy control method for a class of fractional-order interconnected systems with unknown control directions. To overcome the difficulties caused by the multiple unknown control…

系统与控制 · 电气工程与系统科学 2020-10-20 Bingyun Liang , Shiqi Zheng , Choon Ki Ahn

The theory of multiple-input multiple-output (MIMO) technology has been well-developed to increase fading channel capacity over single-input single-output (SISO) systems. This capacity gain can often be leveraged by utilizing channel state…

信息论 · 计算机科学 2008-02-25 Il Han Kim , David J. Love

According to the physical phenomena of atmospheric channels and wave propagation, performance of wireless communication systems can be optimized by simply adjusting its parameters. This way is more economically favorable than consuming…

信号处理 · 电气工程与系统科学 2018-02-23 Mohammad Ali Amirabadi , Vahid Tabataba Vakili

We consider the problem of output feedback controller sparsification for systems with parametric uncertainties. We develop an optimization scheme that minimizes the performance deterioration caused by the sparsification process, while…

最优化与控制 · 数学 2018-05-16 Reza Arastoo , MirSaleh Bahavarnia

In this paper, an adaptive observer is proposed for multi-input multi-output (MIMO) discrete-time linear time-invariant (LTI) systems. Unlike existing MIMO adaptive observer designs, the proposed approach is applicable to LTI systems in…

系统与控制 · 电气工程与系统科学 2024-01-31 Anchita Dey , Shubhendu Bhasin