Machine Tool Batch-Adaptive Machining Using Reference Functions

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Solution Overview

Problem

Current machine tools face challenges in reliably machining workpieces of different batches due to fluctuations in machinability, leading to potential tool damage and suboptimal processing results, as they lack effective methods to account for batch-specific variations in material properties and machining conditions.

Innovation Solution

A method involving the detection of measured variables during machining, comparison with reference functions stored from previous machining processes, and adjustment of process parameters through linear or convex combinations to adapt the machine tool operation to specific batch characteristics, enabling early identification and compensation of differences between batches.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Manufacturing precision

If traditional machine tools machine workpieces of different batches without adaptation, then manufacturing simplicity is maintained, but manufacturing precision deteriorates due to batch-specific variations in material properties

Engineering Contradiction:
Improvemachining quality consistencyVSAvoidprocess monitoring system
Core Design Contradiction:
Manufacturing precisionVSDevice complexity

Solution Approach 1:

The system performs preliminary characterization of each workpiece batch by detecting measured variables during initial machining operations and comparing them with reference functions stored in memory. This preliminary action establishes batch-specific profiles that enable subsequent adaptive machining, ensuring manufacturing precision without requiring complex real-time adjustments during production

Inventive Principle:
Principle #10Preliminary action

Solution Approach 2:

The system continuously monitors measured variables during machining processes and compares actual values with reference functions. This feedback mechanism enables automatic adjustment of machining parameters to compensate for batch-specific variations, maintaining consistent manufacturing quality across different workpiece batches

Inventive Principle:
Principle #23Feedback

2Reliability

If machine tools use fixed machining parameters for all batches, then ease of operation is maintained, but reliability deteriorates due to unaccounted material variations

Engineering Contradiction:
Improveprocess reliabilityVSAvoidparameter adjustment complexity
Core Design Contradiction:
ReliabilityVSEase of operation

Solution Approach 1:

The machine tool system automatically performs batch characterization and adaptive parameter adjustment without requiring manual intervention. The control device autonomously detects measured variables, compares them with reference functions, and adjusts machining parameters accordingly, ensuring process reliability while eliminating the need for operator expertise in parameter optimization

Inventive Principle:
Principle #25Self-service

Solution Approach 2:

The system dynamically adjusts machining parameters based on detected measured variables and batch-specific reference functions. By automatically modifying parameters such as cutting speed, feed rate, and depth of cut according to batch characteristics, the system ensures reliable machining processes across different material variations without requiring manual parameter changes

Inventive Principle:
Principle #35Parameter changes

3Manufacturing precision

If no batch-specific adaptation is performed, then productivity is maintained through continuous machining, but manufacturing precision deteriorates due to tool wear and material variations

Engineering Contradiction:
Improvedimensional accuracyVSAvoidmachining efficiency
Core Design Contradiction:
Manufacturing precisionVSProductivity

Solution Approach 1:

The system transitions from static, fixed machining parameters to dynamic, adaptive parameters that automatically adjust based on real-time detection of measured variables and batch-specific reference functions. This dynamic adaptation maintains dimensional accuracy throughout the machining process while minimizing non-productive interruptions for manual parameter changes or tool changes

Inventive Principle:
Principle #15Dynamics

Data Source

PatentUS20220187792A1Method for Operating a Machine Tool and a Machine Tool
Publication Date: 2022.06.16 SIEMENS AG
  • US20220187792A1 patent drawing
  • US20220187792A1 patent drawing
  • US20220187792A1 patent drawing

AI summary

Various embodiments of the teachings herein include a method for operating a machine tool comprising: during a machining process in which a first workpiece of a first batch is machined using the machine tool, detecting a measured variable using a detection device of the machine tool; determining a measured value characterizing the machining process as a function of the measured variable using an electronic computing device; and comparing the determined measured value with a reference function determined before the machining process using a reference machining process carried out before the machining process using the machine tool and/or by a further machine tool and stored in an electronic memory device, the reference function characterizing the reference machining process to machine a second workpiece of a second batch.