Papers with predictive maintenance systems
MaintNet: A Collaborative Open-Source Library for Predictive Maintenance Language Resources (2020.coling-demos)
Copied to clipboard
| Challenge: | Maintenance record logbooks are an emerging text type in NLP. maintenance record logbook data is often written in non-standard language with many domain specific technical terms, abbreviations, and non-standardized spelling and grammar. |
| Approach: | They propose to create a collaborative open-source library of technical and domain-specific language resources for maintenance record logbooks. |
| Outcome: | The proposed library provides tools to aid in their (pre-)processing and clustering. |
NLP Tools for Predictive Maintenance Records in MaintNet (2020.aacl-demo)
Copied to clipboard
| Challenge: | Maintenance logbooks often contain free text fields with domain specific terms, abbreviations, and non-standard spelling . most standard NLP pipelines for pre-processing and annotation are trained on standard contemporary corpora. |
| Approach: | They propose to create an open-source library and data repository for predictive maintenance language datasets and to evaluate the tools available at MaintNet. |
| Outcome: | The proposed tools improve the performance of existing pipelines and improve the quality of the existing ones. |