Motor Vehicle Damage Classification via Impact Sound Amplitude Envelope
Find Innovative SolutionsGenerate Solutions
Solution Overview
Problem
Existing methods for recognizing and classifying damage incidents on motor vehicles using impact sound signals cannot differentiate between types of damage, such as dents, scratches, and major deformations, requiring optical evaluation which is impractical while the vehicle is moving.
Innovation Solution
A method that determines the amplitude envelope of impact sound signals and classifies them based on time progression, using high-pass filtering to reduce background noise and calculate signal properties like maximum amplitude, energy, and variance, allowing for accurate classification of damage incidents.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Difficulty of detecting and measuring
If impact sound signals are used to detect damage incidents, then detection capability is improved, but classification accuracy deteriorates because different damage types cannot be differentiated
Solution Approach 1:
The patent transforms the impact sound signal from frequency domain analysis to time domain analysis by determining the amplitude envelope. This parameter transformation enables differentiation between damage types based on temporal characteristics such as rise time, decay time, and peak amplitude, thereby improving classification accuracy while maintaining detection capability
Solution Approach 2:
The patent applies high-pass filtering to the impact sound signal before analysis to pre-remove background noise and irrelevant frequency components. This preliminary action enhances the signal quality and makes subsequent amplitude envelope analysis more effective in distinguishing between different damage types
2Measurement precision
If optical evaluation is used to classify damage types, then classification accuracy is improved, but timeliness deteriorates because visual inspection cannot be performed while the vehicle is moving
Solution Approach 1:
The patent replaces the mechanical/optical inspection process with acoustic signal analysis. By analyzing the amplitude envelope of impact sound signals in the time domain, the system can classify damage types automatically and immediately, eliminating the need for delayed visual inspection and enabling real-time classification while the vehicle is in motion
3Measurement precision
If detailed classification of damage incidents is implemented, then classification accuracy is improved, but computational complexity increases
Solution Approach 1:
The patent extracts only the essential features from the impact sound signal by determining the amplitude envelope and analyzing its time progression characteristics. This extraction approach focuses computational resources on the most discriminative parameters (rise time, decay time, peak amplitude) rather than processing the entire signal spectrum, thereby reducing computational complexity while maintaining classification accuracy
Applied Scientific Principles
This section explains which scientific principles are used to turn an abstract innovation direction into a practical engineering solution.
Function Achieved in This Case
Enables accurate and timely classification of damage incidents, reducing computational time and erroneous messages by differentiating between types of damage through analysis of signal properties and time-dependent characteristics.
Implementation Method 1
at least one impact sound sensor, which is connected with an evaluation unit for signal transfer
Implementation Method 2
frequencies of the impact sound signal which lie below a threshold frequency are dampened by means of a filter, in particular a high-pass filter
Implementation Method 3
an amplitude envelope of the impact sound signal is determined, and in that the impact sound signal is classified on the basis of the time progression of the amplitude envelope
Data Source
AI summary
A method for recognizing and classifying damage incidents and/or contact incidents, in particular on motor vehicles, the different forms of damage incident shall be detected, evaluated and classified by way of detecting and evaluating at least one impact sound signal. An amplitude envelope of the impact sound signal is determined and the impact sound signal is classified based on the time progression of the amplitude envelope. This involves assigning different damage incidents or contact incidents to different kinds of time progression of the amplitude envelope.


