Patent №
US 11,630,435
Granted
2023-04-18
Filed 2020
Owner
TATA CONSULTANCY SERVICES LIMITED
Lab
—
AI components
2
kr · planning
Assignment
Recorded
Dataset
AIPD
2023_r1 edition
Application
16976833
Tool wear monitoring is critical for quality and precision of manufacturing of parts in the machining industry. Existing tool wear monitoring and prediction methods are sensor based, costly and pose challenge in ease of implementation. Embodiments herein provide method and system for monitoring tool wear to estimate Remaining Useful Life (RUL) of a tool in machining is disclosed. The method provides a tool wear model, which combines tool wear physics with data fitting, capture practical considerations of a machining system, which makes the tool wear prediction and estimated RUL more stable, reliable and robust. Further, provides cost effective and practical solution. The disclosed physics based tool wear model for RUL estimation captures privilege of physics of tool wear and easily accessible data from CNC machine to monitor and predict tool wear and RUL of the tool in real-time.
AI classification
Ownership
TATA CONSULTANCY SERVICES LIMITED
assignment · 536410448
Assignors
KRISHNA, ANKUR, MUHAMMED, BILAL
On an employer assignment, the assignors are typically the inventors.