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In this work, we propose a data-driven approach to optimize the parameters of a simulation such that control policies can be directly transferred from simulation to a real-world quadrotor. Our neural network-based policies take only onboard…

机器人学 · 计算机科学 2022-12-29 Sven Gronauer , Matthias Kissel , Luca Sacchetto , Mathias Korte , Klaus Diepold

This paper studies an optimal control problem for a string of vehicles with safety requirements and finite-time specifications on the approach time to a target region. Our problem formulation is motivated by scenarios involving autonomous…

最优化与控制 · 数学 2017-07-14 Pavankumar Tallapragada , Jorge Cortes

To improve the security and robustness of autonomous driving models, this paper presents SMET, a scenariobased metamorphic testing tool for autonomous driving models. The metamorphic relationship is divided into three dimensions (time,…

机器人学 · 计算机科学 2021-04-09 Haiyang Ao , Ya Pan

This paper investigates the problem of optimal frequency regulation of multi-machine power networks where each synchronous machine is described by a sixth order model. By analyzing the physical energy stored in the network and the…

最优化与控制 · 数学 2016-03-23 Tjerk Stegink , Claudio De Persis , Arjan van der Schaft

To achieve accurate contour tracking of robotic manipulators with dynamic uncertainties, coupling and actuator faults, an adaptive non-singular terminal sliding mode control (ANTSMC) based on cross-coupling is proposed. Firstly, the…

动力系统 · 数学 2021-10-19 Zhu Dachang , Du Baolin , Cui Aodong , Zhu Puchen

Sample efficiency is important when optimizing parameters of locomotion controllers, since hardware experiments are time consuming and expensive. Bayesian Optimization, a sample-efficient optimization framework, has recently been widely…

机器人学 · 计算机科学 2018-10-11 Rika Antonova , Akshara Rai , Christopher G. Atkeson

Bias estimation or sensor registration is an essential step in ensuring the accuracy of global tracks in multisensor-multitarget tracking. Most previously proposed algorithms for bias estimation rely on local measurements in centralized…

统计方法学 · 统计学 2016-03-23 Ehsan Taghavi , R. Tharmarasa , T. Kirubarajan , Yaakov Bar-Shalom , Mike McDonald

This paper presents an energy and thermal management system for electric race cars, where we tune a lift-off-throttle signal for the driver in real-time to respect energy budgets and thermal constraints. First, we compute the globally…

最优化与控制 · 数学 2026-03-05 Erik van den Eshof , Jorn van Kampen , Mauro Salazar

Traffic simulation aims to learn a policy for traffic agents that, when unrolled in closed-loop, faithfully recovers the joint distribution of trajectories observed in the real world. Inspired by large language models, tokenized multi-agent…

机器学习 · 计算机科学 2025-03-17 Zhejun Zhang , Peter Karkus , Maximilian Igl , Wenhao Ding , Yuxiao Chen , Boris Ivanovic , Marco Pavone

Addressing safe and efficient interaction between connected and automated vehicles (CAVs) and human-driven vehicles in a mixed-traffic environment has attracted considerable attention. In this paper, we develop a framework for stochastic…

系统与控制 · 电气工程与系统科学 2025-07-01 Viet-Anh Le , Behdad Chalaki , Filippos N. Tzortzoglou , Andreas A. Malikopoulos

This paper proposes a time-efficient attitude-tracking controller considering the slew rate constraint and control constraint. The algorithm defines the sliding surface, which is the linear combination of command, body, and regulating…

最优化与控制 · 数学 2024-08-20 Seungyeop Han , Byeong-Un Jo , Koki Ho

In this paper, we explore the application of the Decision Transformer, a decision-making algorithm based on the Generative Pre-trained Transformer (GPT) architecture, to multi-vehicle coordination at unsignalized intersections. We formulate…

机器人学 · 计算机科学 2024-10-10 Eunjae Lee , Minhee Kang , Yoojin Choi , Heejin Ahn

This paper proposes a novel monitoring methodology for car-following control of automated vehicles that uses real-time measurements of spacing and velocity obtained through vehicle sensors. This study focuses on monitoring the time gap, a…

系统与控制 · 电气工程与系统科学 2021-02-02 Wissam Kontar , Soyoung Ahn

We explore the idea of automatically crafting a tuning dataset for Statistical Machine Translation (SMT) that makes the hyper-parameters of the SMT system more robust with respect to some specific deficiencies of the parameter tuning…

计算与语言 · 计算机科学 2017-10-03 Preslav Nakov , Stephan Vogel

Switched reluctance motors are appealing because they are inexpensive in both construction and maintenance. The aim of this paper is to develop a commutation function that linearizes the nonlinear motor dynamics in such a way that the…

系统与控制 · 电气工程与系统科学 2022-09-15 Max van Meer , Gert Witvoet , Tom Oomen

We bring a control perspective to the problem of identifying paths of measures for sampling via dynamic measure transport (DMT). We highlight the fact that commonly used paths may be poor choices for DMT and connect existing methods for…

机器学习 · 统计学 2025-11-07 Aimee Maurais , Bamdad Hosseini , Youssef Marzouk

This paper presents a nonlinear control algorithm for speed control of a permanent magnet motor. The idea relies on a feedback linearization technique which also ensures adherence to current and voltage bounds. These bounds arise from…

系统与控制 · 电气工程与系统科学 2019-11-27 Shravan Mohan

Robots performing manipulation tasks must operate under uncertainty about both their pose and the dynamics of the system. In order to remain robust to modeling error and shifts in payload dynamics, agents must simultaneously perform…

系统与控制 · 计算机科学 2017-07-31 Patrick Slade , Preston Culbertson , Zachary Sunberg , Mykel Kochenderfer

We investigate the problem of using a learning-based strategy to stabilize a synthetic toggle switch via an external control approach. To overcome the data efficiency problem that would render the algorithm unfeasible for practical use in…

系统与控制 · 电气工程与系统科学 2022-04-12 Sara Maria Brancato , Francesco De Lellis , Davide Salzano , Giovanni Russo , Mario di Bernardo

The focus of this paper is an integrated, fault-tolerant vehicle supervisory control algorithm for the overall stability of ground vehicles. Vehicle control systems contain many sensors and actuators that can communicate with each other…

系统与控制 · 电气工程与系统科学 2020-08-14 Ozan Temiz , Melih Cakmakci , Yildiray Yildiz