Point at the detection fusion problem of the mixed deployment of point information source and remote information source, the distributed detection fusion algorithm of mixed source was studied. The paper analyzed the characteristic of mixed source data fusion, studied the algorithm of asynchronous detection fusion based on Neyman-Pearson criterion. A numerical simulation experimental environment was constructed to test the algorithm. The verification results showed that the distributed detection fusion algorithm of mixed information source greatly reduced the missing alarm rate and improved warning accuracy.