METHOD AND SYSTEM FOR MONITORING TOOL WEAR TO ESTIMATE RUL OF TOOL IN MACHINING

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.

Knowledge representationPlanningG05B 19/4065G01N 3/58G01N 2203/0218G05B 2219/37252G05B 2219/41376G05B 2219/50276

AI classification

Planning1.00
Knowledge representation0.99
Evolutionary computation0.33
Vision0.04
AI hardware0.01
Machine learning0.01
Natural language0.00
Speech0.00

Ownership

TATA CONSULTANCY SERVICES LIMITED

assignment · 536410448

Assignors

KRISHNA, ANKUR, MUHAMMED, BILAL

On an employer assignment, the assignors are typically the inventors.

From the same owner

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