DULA: A Differentiable Ergonomics Model for Postural Optimization in Physical HRI

07/14/2021
by   Amir Yazdani, et al.
11

Ergonomics and human comfort are essential concerns in physical human-robot interaction applications. Defining an accurate and easy-to-use ergonomic assessment model stands as an important step in providing feedback for postural correction to improve operator health and comfort. In order to enable efficient computation, previously proposed automated ergonomic assessment and correction tools make approximations or simplifications to gold-standard assessment tools used by ergonomists in practice. In order to retain assessment quality, while improving computational considerations, we introduce DULA, a differentiable and continuous ergonomics model learned to replicate the popular and scientifically validated RULA assessment. We show that DULA provides assessment comparable to RULA while providing computational benefits. We highlight DULA's strength in a demonstration of gradient-based postural optimization for a simulated teleoperation task.

READ FULL TEXT

page 1

page 2

page 3

research
05/06/2022

DULA and DEBA: Differentiable Ergonomic Risk Models for Postural Assessment and Optimization in Ergonomically Intelligent pHRI

Ergonomics and human comfort are essential concerns in physical human-ro...
research
08/12/2022

Occlusion-Robust Multi-Sensory Posture Estimation in Physical Human-Robot Interaction

3D posture estimation is important in analyzing and improving ergonomics...
research
02/04/2019

Detection of perfusion ROI as a quality control in perfusion analysis

In perfusion analysis automated approaches for image processing is prefe...
research
04/09/2023

Can ChatGPT and Bard Generate Aligned Assessment Items? A Reliability Analysis against Human Performance

ChatGPT and Bard are AI chatbots based on Large Language Models (LLM) th...
research
03/05/2022

ISO/TS 15066: How Different Interpretations Affect Risk Assessment

The current technical specification ISO/TS15066:2016(E) for safe human-r...
research
06/02/2022

Predicting Physical Object Properties from Video

We present a novel approach to estimating physical properties of objects...
research
02/15/2022

Towards a maturity model for crypto-agility assessment

This work proposes the Crypto-Agility Maturity Model (CAMM for short), a...

Please sign up or login with your details

Forgot password? Click here to reset