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Ensuring the safe and efficient operation of Advanced Air Mobility (AAM) in low-altitude airspace requires a reliable, robust, and resilient surveillance system capable of continuously detecting, identifying, and tracking aircraft under…

Human drivers naturally balance the risks of different concerns while driving, including traffic rule violations, minor accidents, and fatalities. However, achieving the same behavior in autonomous driving systems remains an open problem.…

系统与控制 · 电气工程与系统科学 2026-03-06 Shuhao Qi , Zengjie Zhang , Zhiyong Sun , Sofie Haesaert

Safe reinforcement learning (RL) seeks to mitigate unsafe behaviors that arise from exploration during training by reducing constraint violations while maintaining task performance. Existing approaches typically rely on a single policy to…

机器人学 · 计算机科学 2026-05-12 Murad Dawood , Usama Ahmed Siddiquie , Shahram Khorshidi , Maren Bennewitz

Autonomous navigation requires robots to generate trajectories for collision avoidance efficiently. Although plenty of previous works have proven successful in generating smooth and spatially collision-free trajectories, their solutions…

机器人学 · 计算机科学 2023-09-18 Zhefan Xu , Kenji Shimada

In this work, we extend the Spatiotemporal Tube (STT) framework to address Probabilistic Temporal Reach-Avoid-Stay (PrT-RAS) tasks in dynamic environments with uncertain obstacles. We develop a real-time tube synthesis procedure that…

机器人学 · 计算机科学 2025-12-29 Siddhartha Upadhyay , Ratnangshu Das , Pushpak Jagtap

The software architecture behind modern autonomous vehicles (AV) is becoming more complex steadily. Safety verification is now an imminent task prior to the large-scale deployment of such convoluted models. For safety-critical tasks in…

系统与控制 · 电气工程与系统科学 2024-09-18 Aditya Parameshwaran , Yue Wang

Remote physiological measurement (RPM) has emerged as a promising non-invasive method for monitoring physiological signals using the non-contact device. Although various domain adaptation and generalization methods were proposed to promote…

计算机视觉与模式识别 · 计算机科学 2025-11-11 Xiao Yang , Jiyao Wang , Yuxuan Fan , Can Liu , Houcheng Su , Weichen Guo , Zitong Yu , Dengbo He , Kaishun Wu

This paper proposes a Robust Safe Control Architecture (RSCA) for safe-decision making. The system to be controlled is a vehicle in the presence of bounded disturbances. The RSCA consists of two parts: a Supervisor MPC and a Controller MPC.…

系统与控制 · 电气工程与系统科学 2022-06-22 Maryam Nezami , Ngoc Thinh Nguyen , Georg Männel , Hossam Seddik Abbas , Georg Schildbach

One way of ensuring operator's safety during human-robot collaboration is through Speed and Separation Monitoring (SSM), as defined in ISO standard ISO/TS 15066. In general, it is impossible to avoid all human-robot collisions: consider for…

机器人学 · 计算机科学 2024-01-08 Shohei Fujii , Quang-Cuong Pham

Achieving both realism and controllability in closed-loop traffic simulation remains a key challenge in autonomous driving. Dataset-based methods reproduce realistic trajectories but suffer from covariate shift in closed-loop deployment,…

机器人学 · 计算机科学 2025-09-23 Keyu Chen , Wenchao Sun , Hao Cheng , Sifa Zheng

Continual test-time domain adaptation (CTTA) aims to adjust pre-trained source models to perform well over time across non-stationary target environments. While previous methods have made considerable efforts to optimize the adaptation…

计算机视觉与模式识别 · 计算机科学 2024-12-31 Yanshuo Wang , Xuesong Li , Jinguang Tong , Jie Hong , Jun Lan , Weiqiang Wang , Huijia Zhu , Haoxing Chen

A minimum-time reorientation of an axisymmetric rigid spacecraft controlled by three torques is studied. The orientation of the body is modeled such that the attitude kinematics are representative of a spin-stabilized spacecraft. The…

最优化与控制 · 数学 2022-03-23 Elisha R. Pager , Anil V. Rao

The attitude control of a spacecraft is integral to achieving mission success. However, failures in actuators such as reaction wheels are detrimental and can often lead to an early end of mission. We propose a Lyapunov-based adaptive…

最优化与控制 · 数学 2025-04-17 Camilo Riano-Rios , George Nehma , Madhur Tiwari

Action anticipation, intent prediction, and proactive behavior are all desirable characteristics for autonomous driving policies in interactive scenarios. Paramount, however, is ensuring safety on the road --- a key challenge in doing so is…

机器人学 · 计算机科学 2019-01-01 Karen Leung , Edward Schmerling , Mo Chen , John Talbot , J. Christian Gerdes , Marco Pavone

Autonomously driving vehicles must be able to navigate in dynamic and unpredictable environments in a collision-free manner. So far, this has only been partially achieved in driverless cars and warehouse installations where marked…

机器人学 · 计算机科学 2022-07-22 Marcell Missura , Arindam Roychoudhury , Maren Bennewitz

In systems where the ability to actuate is a scarce resource, e.g., spacecrafts, it is desirable to only apply a given controller in an intermittent manner--with periods where the controller is on and periods where it is off. Motivated by…

系统与控制 · 电气工程与系统科学 2022-04-08 Pio Ong , Gilbert Bahati , Aaron D. Ames

Autonomous cars can reduce road traffic accidents and provide a safer mode of transport. However, key technical challenges, such as safe navigation in complex urban environments, need to be addressed before deploying these vehicles on the…

机器人学 · 计算机科学 2021-06-29 Smit Saparia , Andreas Schimpe , Laura Ferranti

Reinforcement learning (RL) has shown considerable potential in autonomous driving (AD), yet its vulnerability to perturbations remains a critical barrier to real-world deployment. As a primary countermeasure, adversarial training improves…

机器学习 · 计算机科学 2026-01-06 Qi Wei , Junchao Fan , Zhao Yang , Jianhua Wang , Jingkai Mao , Xiaolin Chang

Despite the rapid improvement of autonomous driving technology in recent years, automotive manufacturers must resolve liability issues to commercialize autonomous passenger car of SAE J3016 Level 3 or higher. To cope with the product…

机器人学 · 计算机科学 2022-11-21 Ho Suk , Taewoo Kim , Hyungbin Park , Pamul Yadav , Junyong Lee , Shiho Kim

Understanding and monitoring human behavior in metro stations play an important role in supporting suicide prevention efforts, where early identification of high-risk situations can enable timely intervention. This requires assessing…

计算机视觉与模式识别 · 计算机科学 2026-05-27 Safwen Naimi , Wassim Bouachir , Guillaume-Alexandre Bilodeau , Brian Mishara