Why Does The F-15 Make THIS Strange Noise Before Takeoff?

Have you ever heard that strange whistle, ""fweep"" or ""whoop"" sound an F-15 makes before takeoff?

Most people assume it's coming directly from the engines, but the real explanation is far more interesting.