Augmented Reality for Maintenance Tasks with ChatGPT for Automated Text-to-Action

07/07/2023
by   Fang Xu, et al.
0

Advancements in sensor technology, artificial intelligence (AI), and augmented reality (AR) have unlocked opportunities across various domains. AR and large language models like GPT have witnessed substantial progress and are increasingly being employed in diverse fields. One such promising application is in operations and maintenance (O M). O M tasks often involve complex procedures and sequences that can be challenging to memorize and execute correctly, particularly for novices or under high-stress situations. By marrying the advantages of superimposing virtual objects onto the physical world, and generating human-like text using GPT, we can revolutionize O M operations. This study introduces a system that combines AR, Optical Character Recognition (OCR), and the GPT language model to optimize user performance while offering trustworthy interactions and alleviating workload in O M tasks. This system provides an interactive virtual environment controlled by the Unity game engine, facilitating a seamless interaction between virtual and physical realities. A case study (N=15) is conducted to illustrate the findings and answer the research questions. The results indicate that users can complete similarly challenging tasks in less time using our proposed AR and AI system. Moreover, the collected data also suggests a reduction in cognitive load and an increase in trust when executing the same operations using the AR and AI system.

READ FULL TEXT

page 14

page 15

page 17

page 19

page 24

research
05/17/2023

Augmenting Learning with Augmented Reality: Exploring the Affordances of AR in Supporting Mastery of Complex Psychomotor Tasks

This research seeks to explore how Augmented Reality (AR) can support le...
research
06/29/2023

Evaluation of AI-Supported Input Methods in Augmented Reality Environment

Augmented Reality (AR) solutions are providing tools that could improve ...
research
03/29/2023

Exploring the Design Space of Employing AI-Generated Content for Augmented Reality Display

As the two most common display content of Augmented Reality (AR), the cr...
research
04/26/2023

Multimodal Grounding for Embodied AI via Augmented Reality Headsets for Natural Language Driven Task Planning

Recent advances in generative modeling have spurred a resurgence in the ...
research
06/29/2023

AI-Powered Interfaces for Extended Reality to support Remote Maintenance

High-end components that conduct complicated tasks automatically are a p...
research
11/20/2018

Generating Classes of 3D Virtual Mandibles for AR-Based Medical Simulation

Simulation and modeling represent promising tools for several applicatio...
research
01/18/2023

Generative AI-empowered Effective Physical-Virtual Synchronization in the Vehicular Metaverse

Metaverse seamlessly blends the physical world and virtual space via ubi...

Please sign up or login with your details

Forgot password? Click here to reset