Evaluation of socially-aware robot navigation

Y Gao, CM Huang - Frontiers in Robotics and AI, 2022 - frontiersin.org
As mobile robots are increasingly introduced into our daily lives, it grows ever more
imperative that these robots navigate with and among people in a safe and socially …

Deep reinforcement learning for soft, flexible robots: Brief review with impending challenges

S Bhagat, H Banerjee, ZT Ho Tse, H Ren - Robotics, 2019 - mdpi.com
The increasing trend of studying the innate softness of robotic structures and amalgamating
it with the benefits of the extensive developments in the field of embodied intelligence has …

A survey of inverse reinforcement learning

S Adams, T Cody, PA Beling - Artificial Intelligence Review, 2022 - Springer
Learning from demonstration, or imitation learning, is the process of learning to act in an
environment from examples provided by a teacher. Inverse reinforcement learning (IRL) is a …

A survey on human-aware robot navigation

R Möller, A Furnari, S Battiato, A Härmä… - Robotics and …, 2021 - Elsevier
Intelligent systems are increasingly part of our everyday lives and have been integrated
seamlessly to the point where it is difficult to imagine a world without them. Physical …

Socially compliant navigation through raw depth inputs with generative adversarial imitation learning

L Tai, J Zhang, M Liu, W Burgard - 2018 IEEE international …, 2018 - ieeexplore.ieee.org
We present an approach for mobile robots to learn to navigate in dynamic environments with
pedestrians via raw depth inputs, in a socially compliant manner. To achieve this, we adopt …

Principles and guidelines for evaluating social robot navigation algorithms

A Francis, C Pérez-d'Arpino, C Li, F **a, A Alahi… - arxiv preprint arxiv …, 2023 - arxiv.org
A major challenge to deploying robots widely is navigation in human-populated
environments, commonly referred to as social robot navigation. While the field of social …

Socnavbench: A grounded simulation testing framework for evaluating social navigation

A Biswas, A Wang, G Silvera, A Steinfeld… - ACM Transactions on …, 2022 - dl.acm.org
The human-robot interaction community has developed many methods for robots to navigate
safely and socially alongside humans. However, experimental procedures to evaluate these …

Human-aware navigation planner for diverse human-robot interaction contexts

PT Singamaneni, A Favier… - 2021 IEEE/RSJ …, 2021 - ieeexplore.ieee.org
As more robots are being deployed into human environments, a human-aware navigation
planner needs to handle multiple contexts that occur in indoor and outdoor environments. In …

Safety concerns emerging from robots navigating in crowded pedestrian areas

P Salvini, D Paez-Granados, A Billard - International Journal of Social …, 2022 - Springer
The slogan “robots will pervade our environment” has become a reality. Drones and ground
robots are used for commercial purposes while semi-autonomous driving systems are …