A Wearable System for Accelerometer-Based Detection and Classification of Firearm Use
January 23, 2020 | University of PennsylvaniaEstimated reading time: 1 minute

Description: Wearable inertial sensors to recognize wrist movements and other signals corresponding to firearm usage
Problem: Individuals serving their sentences in the community are responsible for nearly half of gun violence incidents in the US. Released offenders are often required to wear GPS monitoring devices, but there is currently no way to track if these individuals are using firearms in violation of their terms of release.
Solution: Dr. Charles Loeffler at the University of Pennsylvania has developed a wearable gunshot detection system which could detect when individuals fire a weapon. This new system extends the functionality of wearable monitoring devices by using accelerometers to identify the distinct accelerations and movements associated with firing a gun. When combined with existing GPS monitoring systems, an individual could be linked to a crime scene and identified as a shooter.
A prototype device was tested by police officers firing guns at a firing range, the general public going about everyday activities, and construction workers involved in work that could produce shocks or accelerations (sledgehammering, jackhammering, etc.). In these trials, the device was able to discern gunshots correctly 99.7% of the time and not identify other events as false positives.
Advantages
- Provides evidence that a monitored individual has fired a weapon in connection with a crime or in violation of his or her terms of release.
- Engineered to detect the unique signature of a gunshot and not be set off accidentally by everyday activities, or even high-impact activities such as heavy construction work
- Could be linked with existing GPS monitoring to provide evidence that the person was at a given location and fired a weapon
Inventor
Dr. Charles Loeffler is the Jerry Lee Assistant Professor of Criminology at the University of Pennsylvania. His research examines measurement problems in criminology, including estimating the life-course consequences of contact with the criminal justice system. He also works on developing measurement tools for difficult-to-observe criminal behaviors.
Stage of Development
- Prototype system demonstrated
- Journal article published
Intellectual Property
UP Provisional Patent Filed - Ref. 14-7059vvRecognizing firearm discharges using wearable accelerometers
Reference Media
- Loeffler, C.E. (2014) Detecting Gunshots Using Wearable Accelerometers. PLoS ONE.
- Chant, I. (2014) Wearable Tech Could Help Track Gun Violence. IEEE Spectrum.
Suggested Items
Laird Thermal Systems Announces Max Kley as New CEO
04/18/2025 | Laird Thermal SystemsLaird Thermal Systems (LTS) is pleased to announce the appointment of Dr. Max Kley as its new Chief Executive Officer, effective April 1, 2025. Max Kley brings a wealth of international leadership experience to LTS, having successfully led and developed businesses across the USA, Europe, and Asia.
ViTrox Marks 25 Years of Innovation with Cutting-Edge Solutions at NEPCON China 2025 in Shanghai
04/18/2025 | ViTrox TechnologiesViTrox, which aims to be the World’s Most Trusted Technology Company, is proud to announce its participation in NEPCON China 2025, taking place from April 22–24, 2025, at Booth #1E45, Shanghai World Expo Exhibition & Convention Centre (SWEECC).
Hanon Systems Wins Third PACE Award for Visible-Light LED Photocatalyst Technology
04/18/2025 | PRNewswireHanon Systems, a leading global automotive thermal management supplier and subsidiary of Hankook & Company Group, has been named a winner of the 2025 PACE Awards. This marks the company's third win, making it the first Korean supplier to achieve this recognition.
Navigating Robotics Deployment Challenges with SINBON
04/18/2025 | PRNewswireIn spite of the potential for robotics technology to expand productivity, several implementation challenges continue to stand in the way of more widespread adoption.
Lam Research Donates Leading-Edge Etch System to Accelerate Nanofabrication R&D at UC Berkeley
04/17/2025 | PRNewswireLam Research Corp. announced the donation of its innovative multi-chamber semiconductor etching system to the Marvell Nanofabrication Laboratory at the University of California, Berkeley to advance research and development (R&D) for next-generation chip technologies.