The problem of analyzing a process comprising signal and noise is common in engineering practice and is most often encountered when solving optimal signal reception tasks. In this paper a solution of the problem of obtaining the probability density of the process that is the sum of white Gaussian noise and signal with a Gaussian mixture distribution was proposed. Also taken into consideration cumulant coefficients of the process and their usage for solving problems of detection and recover probability density of payload signals.

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