Differentiable Rendering as a Way to Program Cable-Driven Soft Robots

Research output: Working paperPreprintResearch

Standard

Differentiable Rendering as a Way to Program Cable-Driven Soft Robots. / Arnavaz, Kasra; Erleben, Kenny.

arXiv.org, 2024.

Research output: Working paperPreprintResearch

Harvard

Arnavaz, K & Erleben, K 2024 'Differentiable Rendering as a Way to Program Cable-Driven Soft Robots' arXiv.org.

APA

Arnavaz, K., & Erleben, K. (2024). Differentiable Rendering as a Way to Program Cable-Driven Soft Robots. arXiv.org.

Vancouver

Arnavaz K, Erleben K. Differentiable Rendering as a Way to Program Cable-Driven Soft Robots. arXiv.org. 2024.

Author

Arnavaz, Kasra ; Erleben, Kenny. / Differentiable Rendering as a Way to Program Cable-Driven Soft Robots. arXiv.org, 2024.

Bibtex

@techreport{ffcfa6d7e73a4a39876a5bfbd9539e0e,
title = "Differentiable Rendering as a Way to Program Cable-Driven Soft Robots",
abstract = "Soft robots have gained increased popularity in recent years due to their adaptability and compliance. In this paper, we use a digital twin model of cable-driven soft robots to learn control parameters in simulation. In doing so, we take advantage of differentiable rendering as a way to instruct robots to complete tasks such as point reach, gripping an object, and obstacle avoidance. This approach simplifies the mathematical description of such complicated tasks and removes the need for landmark points and their tracking. Our experiments demonstrate the applicability of our method",
author = "Kasra Arnavaz and Kenny Erleben",
year = "2024",
language = "English",
publisher = "arXiv.org",
type = "WorkingPaper",
institution = "arXiv.org",

}

RIS

TY - UNPB

T1 - Differentiable Rendering as a Way to Program Cable-Driven Soft Robots

AU - Arnavaz, Kasra

AU - Erleben, Kenny

PY - 2024

Y1 - 2024

N2 - Soft robots have gained increased popularity in recent years due to their adaptability and compliance. In this paper, we use a digital twin model of cable-driven soft robots to learn control parameters in simulation. In doing so, we take advantage of differentiable rendering as a way to instruct robots to complete tasks such as point reach, gripping an object, and obstacle avoidance. This approach simplifies the mathematical description of such complicated tasks and removes the need for landmark points and their tracking. Our experiments demonstrate the applicability of our method

AB - Soft robots have gained increased popularity in recent years due to their adaptability and compliance. In this paper, we use a digital twin model of cable-driven soft robots to learn control parameters in simulation. In doing so, we take advantage of differentiable rendering as a way to instruct robots to complete tasks such as point reach, gripping an object, and obstacle avoidance. This approach simplifies the mathematical description of such complicated tasks and removes the need for landmark points and their tracking. Our experiments demonstrate the applicability of our method

M3 - Preprint

BT - Differentiable Rendering as a Way to Program Cable-Driven Soft Robots

PB - arXiv.org

ER -

ID: 388543949