University of Pennsylvania researcher Charles Loeffler believes that gun safety can be vastly improved by readily available wearable technology.
In a report released last week in the online journal PLOS ONE, Loeffler reported that wearable accelerometers, similar to those commonly used to track the distance logged by joggers, could also be used to track when someone fired a gun. Shooting a handgun, it turns out, forms a hard to miss pattern on accelerometer readouts, IEEE Spectrum reveals.
“A gunshot is pretty distinctive. You’re typically at rest because you’re trying to aim, and in a split second, your hand, wrist, and arm experience an impulsive transfer of energy,” Loeffler says. Therefore, if a wrist accelerometer were employed to monitor an individual’s movement, law enforcement officers could be alerted the precise moment a gun was fired.
The researcher worked diligently to prove this theory correct. He employed the local university police officers to fire a series of guns while wearing wrist accelerometers, and recorded their data while pulling the trigger. Upon completion of his study, he discovered that out of 357 gunshots, only 3 were not correctly identified by his technology.

Individual and averaged gunshot acceleration readings along the (a) X-axis, (b) Y-axis, and (c) Z-axis. Individual gunshot acceleration readings (in grey) are a 10% sample of the 359 gunshot acceleration readings (in black) in the sample average.
Loeffler has found that his accelerometers can correctly identify muzzle blast, recoil, and lift leading to very few “false positives.” Ideally, the researcher would like to implement his accelerometer into existing GPS monitoring technology. This combination would streamline the law enforcement process and lead officers to the exact location that someone illegally fired a weapon.
In collaboration with the engineering team over at UPenn, Loeffler is working on a prototype, though he does envision a slight setback. “Getting departments to adopt [this technology] would really depend on how much value they perceive from this offering,” he explains. “It will be more expensive than doing business as usual. The most likely places to deploy something like this are those that are dealing with a more pronounced gun violence problem.”
Having proving the utility of such a simple technology, there should be little trepidation from law enforcement units and judicial entities to test out this platform.
Interested in learning more? You can find the entire report here.