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Numerical optimization has become a popular approach to plan smooth motion trajectories for robots. However, when sharing space with humans, balancing properly safety, comfort and efficiency still remains challenging. This is notably the…

机器人学 · 计算机科学 2022-10-25 Philipp Kratzer , Marc Toussaint , Jim Mainprice

We study discrete-time finite-horizon optimal control problems in probability spaces, whereby the state of the system is a probability measure. We show that, in many instances, the solution of dynamic programming in probability spaces…

最优化与控制 · 数学 2024-04-09 Antonio Terpin , Nicolas Lanzetti , Florian Dörfler

When navigating complex environments, animals often combine multiple strategies to mitigate the effects of external disturbances. These modalities often correspond to different sources of information, leading to speed-accuracy trade-offs.…

统计力学 · 物理学 2025-09-19 Francesco Mori , L. Mahadevan

In this paper, we propose a novel methodology for path planning and scheduling for multi-robot navigation that is based on optimal transport theory and model predictive control. We consider a setup where $N$ robots are tasked to navigate to…

机器人学 · 计算机科学 2025-09-01 Usman A. Khan , Mouhacine Benosman , Wenliang Liu , Federico Pecora , Joseph W. Durham

Network control theory (NCT) has recently been utilized in neuroscience to facilitate our understanding of brain stimulation effects. A particularly useful branch of NCT is optimal control, which focuses on applying theoretical and…

其他定量生物学 · 定量生物学 2025-01-17 Kangli Dong , Siya Chen , Ying Dan , Lu Zhang , Xinyi Li , Wei Liang , Yue Zhao , Yu Sun

The optimal cooperative guidance in the nonlinear setting for intercepting a target by multiple pursuers is studied in the paper. As certain relative angles can improve observability, the guidance command is required to cooperatively…

最优化与控制 · 数学 2024-01-17 Han Wang , Zheng Chen

Aerial drones offer a distinct potential to reduce the delivery time and energy consumption for the delivery of time-sensitive and small products. However, there is still a need in the relevant industry to understand the performance of…

最优化与控制 · 数学 2022-09-12 Tanveer Hossain Bhuiyan , Mohammad Roni , Victor Walker

As "Space Mobility and Logistics" was listed as one of the five core competencies in the US Space Force's doctrine document, there is a growing interest in developing technologies to enable in-space refueling, servicing, assembly, and…

最优化与控制 · 数学 2025-08-27 Koki Ho

We propose an approach for mapping natural language instructions and raw observations to continuous control of a quadcopter drone. Our model predicts interpretable position-visitation distributions indicating where the agent should go…

机器人学 · 计算机科学 2018-12-11 Valts Blukis , Dipendra Misra , Ross A. Knepper , Yoav Artzi

Drones are a promising technology for autonomous data collection and indoor sensing. In situations when human-controlled UAVs may not be practical or dependable, such as in uncharted or dangerous locations, the usage of autonomous UAVs…

机器人学 · 计算机科学 2023-04-19 Aswin Iyer , Santosh Narayan , Naren M , Manoj kumar Rajagopal

Navigating dynamic physical environments without obstructing or damaging human assets is of quintessential importance for social robots. In this work, we solve autonomous drone navigation's sub-problem of predicting out-of-domain human and…

人工智能 · 计算机科学 2024-04-02 Aryan Garg , Renu M. Rameshan

Deep sequence models have achieved notable success in time-series analysis, such as interpolation and forecasting. Recent advances move beyond discrete-time architectures like Recurrent Neural Networks (RNNs) toward continuous-time…

机器学习 · 计算机科学 2025-08-05 Haoran Li , Muhao Guo , Yang Weng , Hanghang Tong

The following paper reviews recent developments in the field of optimization of space robotics. The extent of focus of this paper is on the perception (robotic sense of analyzing surroundings) in space robots in the exploration of…

机器人学 · 计算机科学 2015-05-05 S. Ahsan Badruddin , S. M. Dildar Ali

Coordinating multi-articulated bodies to generate purposeful movement is a formidable computational challenge. Yet the human motor system performs this task robustly in dynamic, uncertain environments, despite noisy and delayed feedback,…

神经元与认知 · 定量生物学 2026-02-24 Alessandro Salatiello

It is increasingly common to encounter data from dynamic processes captured by static cross-sectional measurements over time, particularly in biomedical settings. Recent attempts to model individual trajectories from this data use optimal…

机器学习 · 统计学 2020-07-28 Alexander Tong , Jessie Huang , Guy Wolf , David van Dijk , Smita Krishnaswamy

Over the past decade, there has been a remarkable surge in utilizing quadrotors for various purposes due to their simple structure and aggressive maneuverability, such as search and rescue, delivery and autonomous drone racing, etc. One of…

机器人学 · 计算机科学 2024-09-11 Jin Zhou , Jiahao Mei , Fangguo Zhao , Jiming Chen , Shuo Li

This paper addresses the problem of autonomous task allocation by a swarm of autonomous, interactive drones in large-scale, dynamic spatio-temporal environments. When each drone independently determines navigation, sensing, and recharging…

机器人学 · 计算机科学 2025-11-13 Chuhao Qin , Evangelos Pournaras

Vision-based object tracking is an essential precursor to performing autonomous aerial navigation in order to avoid obstacles. Biologically inspired neuromorphic event cameras are emerging as a powerful alternative to frame-based cameras,…

机器人学 · 计算机科学 2024-01-04 Sourav Sanyal , Rohan Kumar Manna , Kaushik Roy

Modern deep neural network (DNN) trainings utilize various training techniques, e.g., nonlinear activation functions, batch normalization, skip-connections, etc. Despite their effectiveness, it is still mysterious how they help accelerate…

机器学习 · 计算机科学 2024-03-05 Cheng Chen , Junjie Yang , Yi Zhou

This paper studies high-speed online planning in dynamic environments. The problem requires finding time-optimal trajectories that conform to system dynamics, meeting computational constraints for real-time adaptation, and accounting for…

机器人学 · 计算机科学 2025-02-21 Gilhyun Ryou , Lukas Lao Beyer , Sertac Karaman