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This paper considers an online proximal-gradient method to track the minimizers of a composite convex function that may continuously evolve over time. The online proximal-gradient method is inexact, in the sense that: (i) it relies on an…

最优化与控制 · 数学 2020-04-24 Amirhossein Ajalloeian , Andrea Simonetto , Emiliano Dall'Anese

Nonlinear Model Predictive Control (NMPC) is a powerful and widely used technique for nonlinear dynamic process control under constraints. In NMPC, the state and control weights of the corresponding state and control costs are commonly…

最优化与控制 · 数学 2020-08-07 Dimche Kostadinov , Davide Scaramuzza

In recent years, there is a noteworthy advancement in autonomous drone racing. However, the primary focus is on attaining execution times, while scant attention is given to the challenges of dynamic environments. The high-speed nature of…

机器人学 · 计算机科学 2023-06-27 Qianhao Wang , Dong Wang , Chao Xu , Alan Gao , Fei Gao

We propose a novel gradient-based online optimization framework for solving stochastic programming problems that frequently arise in the context of cyber-physical and robotic systems. Our problem formulation accommodates constraints that…

机器学习 · 计算机科学 2026-01-06 Hao Ma , Melanie Zeilinger , Michael Muehlebach

Skysails Power GmbH is the leading manufacturer of light and efficient power kites that harness the wind's untapped supplies at high altitudes, aiming at profoundly altering wind energy's impact in achieving the global energy transition.…

最优化与控制 · 数学 2024-03-04 Rafal Noga , Xaver Paulig , Lukas Schmidt , Benjamin Karg , Manfred Quack , Mahmoud Soliman

Edge caching is being explored as a promising technology to alleviate the network burden of cellular networks by separating the computing functionalities away from cellular base stations. However, the service capability of existing caching…

网络与互联网体系结构 · 计算机科学 2019-02-20 Yao Zhang , Changle Li , Tom H. Luan , Yuchuan Fu , Weisong Shi , Lina Zhu

This paper addresses the abstract dynamic programming (DP) in the online scenario, where the abstract DP mapping is time-varying, instead of static. In this case, optimal costs and policies at different time instants are not the same in…

最优化与控制 · 数学 2021-07-06 Xiuxian Li , Lihua Xie

The integration of Mobile Edge Computing (MEC) and Wireless Power Transfer (WPT), which is usually referred to as Wireless Powered Mobile Edge Computing (WP-MEC), has been recognized as a promising technique to enhance the lifetime and…

网络与互联网体系结构 · 计算机科学 2021-04-23 Xingqiu He , Yuhang Shen , Xiong Wang , Sheng Wang , Shizhong Xu , Jing Ren

This paper presents a novel recovery technique for a fixed-wing UAV (Unmanned Aerial Vehicle) based on constrained optimization: i) we propose a trajectory generation for landing the UAV where it first reduces its altitude by deep stalling,…

最优化与控制 · 数学 2024-03-29 Huu Thien Nguyen , Ionela Prodan , Fernando A. C. C. Fontes

Algorithm designers typically assume that the input data is correct, and then proceed to find "optimal" or "sub-optimal" solutions using this input data. However this assumption of correct data does not always hold in practice, especially…

机器学习 · 计算机科学 2015-10-13 Hal Daumé , Samir Khuller , Manish Purohit , Gregory Sanders

Parameterized convex minorant (PCM) method is proposed for the approximation of the objective function in amortized optimization. In the proposed method, the objective function approximator is expressed by the sum of a PCM and a nonnegative…

机器学习 · 计算机科学 2023-11-13 Jinrae Kim , Youdan Kim

The primary goal of Optimal Power Flow (OPF) is to optimize the operation of a power system while meeting the demand and adhering to operational constraints. This paper presents a new approach for AC OPF. First, the approach constructs a…

最优化与控制 · 数学 2025-12-16 Mohammed N. Khamees , Kai Sun

This paper presents a model predictive control (MPC)-based online real-time adaptive control scheme for emergency voltage control in power systems. Despite tremendous success in various applications, real-time implementation of MPC for…

系统与控制 · 电气工程与系统科学 2021-06-08 Ramij Raja Hossain , Ratnesh Kumar

We propose an algorithm for distributed charging control of electric vehicles (EVs) using online learning and online convex optimization. Many distributed charging control algorithms in the literature implicitly assume fast two-way…

最优化与控制 · 数学 2015-07-28 Wann-Jiun Ma , Vijay Gupta , Ufuk Topcu

This article proposes an improved trajectory optimization approach for stochastic optimal control of dynamical systems affected by measurement noise by combining optimal control with maximum likelihood techniques to improve the reduction of…

系统与控制 · 电气工程与系统科学 2023-12-25 Prakash Mallick , Zhiyong Chen

The rapid deployment of distributed energy resources (DERs) is one of the essential efforts to mitigate global climate change. However, a vast number of small-scale DERs are difficult to manage individually, motivating the introduction of…

系统与控制 · 电气工程与系统科学 2026-03-26 Tao Tan , Rui Xie , Meng Yang , Yue Chen

We present an online model-based reinforcement learning algorithm suitable for controlling complex robotic systems directly in the real world. Unlike prevailing sim-to-real pipelines that rely on extensive offline simulation and model-free…

机器人学 · 计算机科学 2026-05-07 Fang Nan , Hao Ma , Qinghua Guan , Josie Hughes , Michael Muehlebach , Marco Hutter

This paper presents a new technique for induction motor parameter identification. The proposed technique is based on a simple startup test using a standard V/F inverter. The recorded startup currents are compared to that obtained by…

神经与进化计算 · 计算机科学 2016-11-17 Hassan M Emara , Wesam Elshamy , Ahmed Bahgat

Decentralized methods for computing optimal real and reactive power setpoints for residential photovoltaic (PV) inverters are developed in this paper. It is known that conventional PV inverter controllers, which are designed to extract…

最优化与控制 · 数学 2014-09-12 Emiliano Dall'Anese , Sairaj V. Dhople , Brian B. Johnson , Georgios B. Giannakis

This work proposes an optimal power management strategy for shipboard microgrids equipped with diesel generators and a battery energy storage system. The optimization provides both the unit commitment and the optimal power dispatch of all…

系统与控制 · 电气工程与系统科学 2023-04-18 Fabio D'Agostino , Marco Gallo , Matteo Saviozzi , Federico Silvestro