Fault Diagnostic Technique Using Machine Mode Similarity Analysis
Artificial intelligence applications are widely used for fault diagnosis by monitoring vibration data. In order for artificial intelligence applications to provide the most efficient results, they need to be trained using data obtained by…
Pharmaceutical Industry and Predictive Maintenance Applications
Predictive maintenance is a proactive strategy crucial in the pharmaceutical industry, renowned for its precision and compliance requirements. Unlike traditional approaches, predictive maintenance employs advanced technologies to predict…
Sustainable Future by Improving the Maintenance Strategies
As a result of the gradual depletion of the resources in the world and the problems such as global warming, excessive concreting, air and water pollution, and loss of biodiversity; it is clear that it is becoming more difficult for all…
History and Future of Maintenance Culture
Maintenance is a comprehensive concept encompassing tests, measurements, replacements, adjustments, and repairs aimed at enhancing overall system health. This blog explores the future of maintenance cultures. In the early stages,…
What is Fault Tree Analysis?
Fault Tree Analysis (FTA) is a systematic and graphical method used for analyzing and understanding the potential failure modes within a system. It provides a structured approach to assess the relationships between various events and their…
Predictive Maintenance with Electrical Signature Analysis
As a result of targeting more reliable and more sustainable factories by reducing the need for human resource, the increasing needs of the industry, and the costs caused by these needs; machine health and predictive maintenance topics…
What is FMEA?
Failure Mode and Effects Analysis (FMEA) is a systematic, proactive approach for evaluating a process to identify where and how it might fail. It serves as a critical risk management tool across diverse sectors, aiding in the…
Understanding Rotating Machinery Data
Machinery data encompasses the extensive set of information generated by rotating machinery during its operational cycles. This data comprises various measurable parameters, performance metrics, and operational characteristics, providing a…
Preventive vs Predictive Maintenance
Maintenance operations ensure mechanical systems remain in working order, but not all maintenance strategies are created equal. Two common approaches are preventive maintenance vs predictive maintenance, each with its unique methods and…
First Step in AI-Based Predictive Maintenance
Predictive maintenance using AI can prevent equipment failures by predicting when a maintenance action is required. Rule-based systems use hard-coded thresholds, while ML-based systems use advanced modelling to predict failure. Anomaly…