Press Machining State Estimation Using Zone-Based Load Similarity

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Solution Overview

Problem

Existing technologies struggle to accurately estimate the machining state of a pressing machine, particularly in terms of tool wear, clearance, and chipping, leading to potential defects in the manufacturing process.

Innovation Solution

A machining-state-estimating device and method that utilizes a processor to analyze measurement data from load and distance sensors, generating comprehensive reference data based on criterion reference data and zone shape information to determine the similarity degree between actual and estimated machining states, thereby improving the accuracy of estimating parameters such as punch wear, die wear, clearance, and chipping.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Manufacturing precision

If comprehensive reference data is generated based on criterion reference data and zone shape information, then manufacturing precision is improved, but device complexity increases

Engineering Contradiction:
Improvemachining state estimation accuracyVSAvoiddata processing complexity
Core Design Contradiction:
Manufacturing precisionVSDevice complexity

Solution Approach 1:

The punched contour is divided into multiple zones, with zone shape information (zone length and retreating amount) calculated for each zone. This segmentation allows the system to handle complex machining states by breaking them down into manageable regional components, improving estimation accuracy without overwhelming the processing system.

Inventive Principle:
Principle #1Segmentation

Solution Approach 2:

Comprehensive reference data is generated in advance by synthesizing criterion reference data with zone shape information before actual machining state estimation is needed. This preliminary preparation of reference data reduces real-time processing complexity while maintaining high estimation accuracy.

Inventive Principle:
Principle #10Preliminary action

2Measurement precision

If similarity degree determination is performed between comprehensive reference data and measurement data, then measurement precision is improved, but loss of time increases

Engineering Contradiction:
Improvemachining state measurement accuracyVSAvoiddata comparison time
Core Design Contradiction:
Measurement precisionVSLoss of time

Solution Approach 1:

Comprehensive reference data including zone-specific characteristics is generated in advance, so that during actual measurement, the system only needs to compare measurement data against pre-prepared reference patterns. This eliminates the need for real-time complex calculations while maintaining high measurement precision.

Inventive Principle:
Principle #10Preliminary action

Solution Approach 2:

The similarity degree determination is performed on zone-specific characteristics rather than entire contour data. By comparing zone length and retreating amount for each zone separately, the system achieves precise measurement with reduced computational burden and faster processing time.

Inventive Principle:
Principle #1Segmentation

Data Source

PatentUS20260054343A1Machining-state-estimating device, and machining-state-estimating method
Publication Date: 2026.02.26 PANASONIC INTELLECTUAL PROPERTY MANAGEMENT CO LTD
  • US20260054343A1 patent drawing
  • US20260054343A1 patent drawing
  • US20260054343A1 patent drawing

AI summary

A machining-state-estimating device includes a storage device and a processor. The storage device stores criterion reference data corresponding to a parameter that defines a machining state of a pressing machine and zone shape information. The zone shape information defines a zone length and a retreating amount. The zone length indicates a length of each of at least one zone representing a punched contour by the pressing machine. The retreating amount indicates a dimensional change of the punched contour from a predetermined position in each of the at least one zone. The processor acquires measurement data indicating a measurement result of a machining load of machining performed by the pressing machine, and generates comprehensive reference data regarding the machining load based on the criterion reference data and the zone shape information. The processor determines a similarity degree that is an index of a degree of similarity between the comprehensive reference data and the measurement data, and estimates a machining state in each of the at least one zone based on the similarity degree determined.