For this animation I used a turbulence forcefield to influence a set of particles emitted by a plane. at the beginning of the animation the flow parameter of the forcefield is set to zero. I keyframed the flow parameter and increased it during the animation. In the end the flow parameter stays at 1 to prevent the particles from leaving.
you can download the blend file here