Compositional:
警笛 ('police whistle/siren') +
声 ('sound'). The
声 suffix is freely productive —
雷声 (thunder),
哭声 (crying),
雨声 (rain) — letting Chinese name a sound source as a noun. In film/novel writing this phrase is a classic atmosphere-setter for chase or crime scenes.