studded tire detection
TRANSCRIPT
ENSC 45 - Studded Tire Detection
Will Cooper, Patrick Hinshaw, Patrick McCarthy, Brian Spink
Intro
• Project Goal: To detect and count the total number of cars and determine which have studs.
• Original scope• Automated stud detector prototype
• New scope• Developing a method for stud detection
Milestones
• MATLAB algorithm to detect cars• MATLAB program to detect studded tires
MATLAB Algorithm Flowchart
• Signal Extraction• Collect all relevant
signals from a set of data
• Signal Analysis• Perform 3 types of
analysis for stud determination
• Calculation of Results• Calculate the total
number of cars and studs
Extraction Method
Input a threshold
Extraction Method (Continued)
Data Analysis
Percent Analysis
PDF Analysis
PDF Analysis
Results
• Text file with relevant data• Time of signal• Values of each detection method• Total number of cars / studs detected
• MATLAB demo of tireDetect.m
Error Analysis
Caveats
• SNR / undesired signals• Data Collection Inconsistencies• Rudimentary signal extraction• Reliability of detection algorithms• Inconsistent errors
Improved Analysis Possibilities
• Higher quality equipment• Sensitive sample extraction• Weighted voting scheme• Additional test methods• More detailed error evaluation• PPV• NPV
Budget
• Polsen SCL-1075 microphone -$50• ATR-6550 microphone -$55• Bat detector microphone -$50• Set of studded tires -$100• MATLAB Licenses -$300 _________ Total : $555
Project Continuation
• All research items will be passed down• MATLAB programs and experimental data• Microphones• Research articles
• Suggestions• Collaboration with other methods• Video implementation
Conclusion
• Developed an algorithm to detect studded tires• Total car & stud counter• Formatted text file for output
• Sound is a viable means of detection
• State of studded tires in Washington State• Recent talks of a ban