Hi Lapsap,
Welcome to our forum. ;D
You don't want a buzzer, the circuit needs a piezo transducer. D4, C7 and D3 are supposed to stop the transducer from whistling after about 1 second.
The circuit is supposed to trigger from nearly any fairly high-pitch sound, not just a "fizzle", whatever that...