The concept of pseudo range measurement is introduced to transform the nonlinear problem of infrared passive location to a linear problem. A closed form solution to the optimal linear position estimate is presented. Simulated results shown that the accuracy of the proposed method is colse to the performance of the best estimate. It is applicable to the cases when the extinction coefficients of multiple different wavelengths are undnown or can not be obtained for enough accuracy.