Based on the perspective of collaborative innovation network, the paper creates the theoretical model of collaborative innovation network influencing enterprise innovation ability from the three dimensions of network scale, network strength and network diversification. The paper also explores the influence mechanism and path of collaborative innovation network, knowledge acquisition ability and the innovation ability of enterprises using structural equation. Finally the paper confirms the mediating effect of knowledge acquisition ability.