← Search

Allan Zhao

5 accepted papers

2022

Automatic Co-Design of Aerial Robots Using a Graph Grammar

IROS 2022poster

Unmanned aerial vehicles (UAVs) have broad applications including disaster response, transportation, photography, and mapping. A significant bottleneck in the development of UAVs is the limited availability of automatic tools for task-specific co-design of a UAV's shape and controller. The developme…

Cited by 9SourceScholar
2022

Graph Grammar-Based Automatic Design for Heterogeneous Fleets of Underwater Robots

ICRA 2022poster

Autonomous underwater vehicles (AUVs) are spe-cialized robots that are commonly used for seafloor surveying and ocean water sampling. Computational design approaches have emerged to reduce the effort required to design both individual AUVs as well as fleets. As the number and scale of underwater mis…

Cited by 13SourceScholar
2021

Multi-Objective Graph Heuristic Search for Terrestrial Robot Design

ICRA 2021poster

We present methods for co-designing rigid robots over control and morphology (including discrete topology) over multiple objectives. Previous work has addressed problems in single-objective robot co-design or multi-objective control. However, the joint multi-objective co-design problem is extremely…

Cited by 42SourceScholar
2019

Learning-In-The-Loop Optimization: End-To-End Control And Co-Design Of Soft Robots Through Learned Deep Latent Representations

NeurIPS 2019poster

Soft robots have continuum solid bodies that can deform in an infinite number of ways. Controlling soft robots is very challenging as there are no closed form solutions. We present a learning-in-the-loop co-optimization algorithm in which a latent state representation is learned as the robot figure…

Cited by 71SourcePDFScholar
2019

Quasi-Direct Drive for Low-Cost Compliant Robotic Manipulation

ICRA 2019poster

Robots must cost less and be force-controlled to enable widespread, safe deployment in unconstrained human environments. We propose Quasi-Direct Drive actuation as a capable paradigm for robotic force-controlled manipulation in human environments at low-cost. Our prototype - Blue - is a human scale…

Cited by 115SourcecodeScholar