Abstract Maintenance records in Computerized Maintenance Management Systems
(CMMS) contain valuable human knowledge on maintenance activities. These records …

Work orders, equipment information, technical records and best practices documents
contain within them a wealth of insights related to Equipment Maintenance which can be …

Across various industries, maintenance entries recorded over time contain decades of
experience and health records of different assets. Maintenance logs are usually free-form …

Recently, Prognostics and Health Management (PHM) has emerged to promote predictive
maintenance as a methodological key to overcome the limitations of traditional reliability …

Modern manufacturing paradigms have incorporated Prognostics and Health Management
(PHM) to implement data-driven methods for fault detection, failure prediction, and …

Maintenance record logbooks are an emerging text type in NLP. They typically consist of
free text documents with many domain specific technical terms, abbreviations, as well as …

Industrial maintenance plays a crucial role in manufacturing by significantly reducing
machine failure time and minimizing costs, especially in the revolution of Industry 4.0 …

Free-form text-based maintenance and service records related to industrial assets capture
the observations and actions of service engineers and are a crucial resource for assessing …

Despite recent dramatic successes, natural language processing (NLP) is not ready to
address a variety of real‐world problems. Its reliance on large standard corpora, a training …

Improving maintenance knowledge intelligence using text data has not been largely
explored in the literature of production and engineering management. The state-of-the-art …