Search Results for author: Jacopo Panerati

Found 9 papers, 7 papers with code

What is the Impact of Releasing Code with Publications? Statistics from the Machine Learning, Robotics, and Control Communities

1 code implementation19 Aug 2023 SiQi Zhou, Lukas Brunke, Allen Tao, Adam W. Hall, Federico Pizarro Bejarano, Jacopo Panerati, Angela P. Schoellig

Open-sourcing research publications is a key enabler for the reproducibility of studies and the collective scientific progress of a research community.

safe-control-gym: a Unified Benchmark Suite for Safe Learning-based Control and Reinforcement Learning in Robotics

4 code implementations13 Sep 2021 Zhaocong Yuan, Adam W. Hall, SiQi Zhou, Lukas Brunke, Melissa Greeff, Jacopo Panerati, Angela P. Schoellig

In recent years, both reinforcement learning and learning-based control -- as well as the study of their safety, which is crucial for deployment in real-world robots -- have gained significant traction.

reinforcement-learning Reinforcement Learning (RL)

Safe Learning in Robotics: From Learning-Based Control to Safe Reinforcement Learning

4 code implementations13 Aug 2021 Lukas Brunke, Melissa Greeff, Adam W. Hall, Zhaocong Yuan, SiQi Zhou, Jacopo Panerati, Angela P. Schoellig

The last half-decade has seen a steep rise in the number of contributions on safe learning methods for real-world robotic deployments from both the control and reinforcement learning communities.

Decision Making reinforcement-learning +2

Learning-based Bias Correction for Time Difference of Arrival Ultra-wideband Localization of Resource-constrained Mobile Robots

1 code implementation2 Mar 2021 Wenda Zhao, Jacopo Panerati, Angela P. Schoellig

Accurate indoor localization is a crucial enabling technology for many robotics applications, from warehouse management to monitoring tasks.

Indoor Localization Management

Learning-based Bias Correction for Ultra-wideband Localization of Resource-constrained Mobile Robots

no code implementations20 Mar 2020 Wenda Zhao, Abhishek Goudar, Jacopo Panerati, Angela P. Schoellig

Accurate indoor localization is a crucial enabling technology for many robotics applications, from warehouse management to monitoring tasks.

Indoor Localization Management

Multi-Vehicle Mixed-Reality Reinforcement Learning for Autonomous Multi-Lane Driving

no code implementations26 Nov 2019 Rupert Mitchell, Jenny Fletcher, Jacopo Panerati, Amanda Prorok

In this article, we present a safe and efficient framework that enables the learning of driving policies for autonomous vehicles operating in a shared workspace, where the absence of collisions cannot be guaranteed.

Autonomous Driving Mixed Reality +2

Decentralized Connectivity Control in Quadcopters: a Field Study of Communication Performance

1 code implementation23 Sep 2019 Jacopo Panerati, Benjamin Ramtoula, David St-Onge, Yanjun Cao, Marcel Kaufmann, Aidan Cowley, Lorenzo Sabattini, Giovanni Beltrame

Redundancy and parallelism make decentralized multi-robot systems appealing solutions for the exploration of extreme environments.

Robotics Multiagent Systems C.2.4; C.4; I.2.9

An Adversarial Approach to Private Flocking in Mobile Robot Teams

2 code implementations23 Sep 2019 Hehui Zheng, Jacopo Panerati, Giovanni Beltrame, Amanda Prorok

We present a method that generates private flocking controllers that hide the identity of the leader robot.

Motion Planning

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