Tyler Bikaun

Project title

Unlocking Knowledge from Technical Texts using Deep Active Learning and Entity Typing

Host university

University of Western Australia

Supervisors: Professor Melinda Hodkiewicz, Dr Tim French and Dr Wei Lu

Benefit to Western Australia

Tyler is developing an Artificial Intelligence system able to analyse and learn from manuals, day-to-day work orders, and other un-structured records of engineering plant performance. By capturing and recognising the significance of patterns in these databases, this AI approach could improve understanding of asset performance and support more efficient maintenance practices in Western Australian mining and mineral processing facilities.

Thesis

Automatic knowledge extraction from industrial maintenance short text using deep learning

Report DOI

https://doi.org/10.26182/hhg8-ra38