Learning modular robot control policies

J Whitman, M Travers, H Choset - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Modular robots can be rearranged into a new design, perhaps each day, to handle a wide
variety of tasks by forming a customized robot for each new task. However, reconfiguring just …

Modular robot design optimization with generative adversarial networks

J Hu, J Whitman, M Travers… - … Conference on Robotics …, 2022 - ieeexplore.ieee.org
Modular robots are made up of a set of components which can be configured and
reconfigured to form customized robots for a wide range of tasks. Fully utilizing the flexibility …

Task2Morph: Differentiable Task-Inspired Framework for Contact-Aware Robot Design

Y Cai, S Yang, M Li, X Chen, Y Mao… - 2023 IEEE/RSJ …, 2023 - ieeexplore.ieee.org
Optimizing the morphologies and the controllers that adapt to various tasks is a critical issue
in the field of robot design, aka. embodied intelligence. Previous works typically model it as …

Constraint Programming for Component-Level Robot Design

A Wilhelm, N Napp - … on Intelligent Robots and Systems (IROS), 2023 - ieeexplore.ieee.org
Effective design automation for building robots would make development faster and easier
while also less prone to design errors. However, complex multi-domain constraints make …

Design and Control Co-Optimization for Automated Design Iteration of Dexterous Anthropomorphic Soft Robotic Hands

P Mannam, X Liu, D Zhao, J Oh… - 2024 IEEE 7th …, 2024 - ieeexplore.ieee.org
We automate soft robotic hand design iteration by co-optimizing design and control policy for
dexterous ma-nipulation skills in simulation. Our design iteration pipeline combines genetic …

Learning modular robot locomotion from demonstrations

J Whitman, H Choset - arXiv preprint arXiv:2210.17491, 2022 - arxiv.org
Modular robots can be reconfigured to create a variety of designs from a small set of
components. But constructing a robot's hardware on its own is not enough--each robot …

[PDF][PDF] Design Iteration of Dexterous Compliant Robotic Manipulators

P Mannam - 2024 - kilthub.cmu.edu
The goal of personal robotics is to have robots in homes performing everyday tasks
efficiently to improve our quality of life. Towards this end, manipulators are needed which …

Tackling simulation inconsistencies in the robot design process by selective empirical evaluation

A Chattoraj, E Vin, Y Tanaka, JN Pantig… - Proceedings of Cyber …, 2023 - dl.acm.org
We present a computational design pipeline that allows evaluation of the robot and
environment parameters in a robust manner, giving insight into interactions that can lead to …

Automating Automation with Modular Robot Synthesis

JS Whitman - 2022 - search.proquest.com
Robots have been used to automate many tasks, and yet designing robots remains largely a
manual process. This thesis seeks to" automate automation" by developing methods to …

[PDF][PDF] Composition Learning in “Modular” Robot Systems

J Hu - 2022 - ri.cmu.edu
Modular robot and multi-robot systems share a concept in common: composition, ie the
study of how parts can be combined so they can be used to achieve certain objectives. Our …