Electric Press Bend-Point Detection Using Load Slope Smoothing
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Solution Overview
Problem
Conventional methods for detecting bend points in press-fitting operations using electric presses face challenges in precision due to variations in slope values and local vibrations, making it difficult to accurately determine the bend point, especially when speed variations occur.
Innovation Solution
An electric press system with a detection unit, input/storage unit, data-row calculation unit, slope calculation unit, and bend-point determination unit that calculates the slope of the load at a constant distance interval using a regression line and smoothing techniques to determine the bend point by exceeding a set reference value.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Measurement precision
If the slope of the load is calculated using simple second-order differences, then the bend point can be detected, but local vibrations are picked up and determination becomes difficult
Solution Approach 1:
The patent applies preliminary action by performing smoothing processing on the load values before calculating the second-order differences. This preprocessing step removes local vibrations and noise from the data, ensuring that the subsequent differential calculations are based on clean, reliable data. The smoothing is done in advance to prevent noise amplification during the differential operation.
Solution Approach 2:
The patent introduces an intermediary element in the form of a smoothing filter that mediates between the raw load data and the differential calculation. This intermediary processing step transforms the noisy raw data into smoothed data, which then serves as the input for calculating second-order differences, thereby preventing noise interference from affecting the bend point detection.
2Productivity
If the slope calculation is performed on actual detected load values, then the calculation can be carried out, but the values are buried in noise and significant values are difficult to obtain
Solution Approach 1:
The patent applies preliminary action by performing smoothing processing on the load values before calculating the second-order differences. This preprocessing step removes local vibrations and noise from the data, ensuring that the subsequent differential calculations are based on clean, reliable data. The smoothing is done in advance to prevent noise amplification during the differential operation.
3Ease of operation
If a fixed slope threshold is used for bend point determination, then the detection method is simple, but the bend point cannot be precisely detected when slope values vary individually
Solution Approach 1:
The patent applies dynamics by making the determination threshold dynamic rather than fixed. The threshold is calculated based on the statistical properties (standard deviation) of the second-order difference values, allowing it to adapt to different operating conditions and individual part variations. This dynamic threshold maintains detection simplicity while improving precision across varying slope conditions.
4Manufacturing precision
If the amount of change in position is extremely small, then the slope calculation can be performed, but the divided values do not have significance
Solution Approach 1:
The patent applies preliminary action by performing smoothing processing on the load values before calculating the second-order differences. This preprocessing step removes local vibrations and noise from the data, ensuring that the subsequent differential calculations are based on clean, reliable data. The smoothing is done in advance to prevent noise amplification during the differential operation.
Data Source
AI summary
A detection unit for detecting a data row of a press position and a load at the press position; an input/storage unit for inputting and storing a value serving as a reference for determining a bend point in a relation between the press position and the load at the press position; a data-row calculation unit for calculating a data row of a press position and a load at a constant distance interval based on the data row of the press position and the load detected; a slope calculation unit for calculating a slope of the load based on the press position and the load at the press position detected; and a bend-point determination unit for determining a point, at which the calculated slope of the load exceeds the value serving as the reference for determining the bend point, as the bend point are provided.


