Gun violence incidents represent a pressing challenge globally, highlighting the need for innovative technologies that can effectively detect and respond to gunfire in real-time. Gunshot detection systems, which employ acoustic sensors and advanced algorithms, are designed to identify and locate the source of gunfire swiftly.