MUMBAI, India, June 24 -- Intellectual Property India has published a patent application (202441096440 A) filed by Don Bosco Institute Of Technology; Dr. Anasuya N Jadagerimath; Dr. K R Nataraj; Vishal M Davasam; Skanda I B; Dasha S Dharshan; and Deepthi N on December 06, 2024, for Predictive Maintenance For Industrial Machines: Leveraging Ai/Ml For Early Fault Detection.

Inventors include Don Bosco Institute Of Technology; Dr. Anasuya N Jadagerimath; Dr. K R Nataraj; Vishal M Davasam; Skanda I B; Dasha S Dharshan; and Deepthi N.

The application for the patent was published on June 12, 2026, under issue no. 24/2026.

Abstract: Predictive maintenance has emerged as a critical strategy in the machinery industry to optimize maintenance practices, minimize downtime, and enhance operational efficiency. This paper presents a comprehensive survey and novel approach leveraging machine learning (ML) techniques for predictive maintenance in lathe manufacturing. The focus is on managing big data generated by IoT sensors to enable early anomaly detection and proactive maintenance. By analysing machine health data, wear patterns, usage statistics, and environmental factors, predictive models are developed to forecast maintenance needs. Benefits include reducing unplanned downtime, improving machine reliability, extending equipment lifespan, and achieving significant cost savings by optimizing maintenance schedules. This research underscores the transformative potential of ML-driven predictive maintenance in revolutionizing industrial machinery management.

Disclaimer: Curated by HT Syndication.