A comparison of average-likelihood and maximum-likelihood ratio tests for detecting radar targets of unknown Doppler frequency

In a coherent search rader, the pulse-to-pulse Doppler shift of a signal is generally not known a priori. Given the distribution of this parameter, the best test variable for detection is the average of the likelihood ratio with respect to target Doppler frequency. Most coherent search radars employ a maximum-likelihood ratio detector, that is, a bank of independent Doppler filters, for detection. The average-likelihood and maximum-likelihood tests are compared here for a target with the Rayleigh amplitude distribution. It is shown that, over a wide range of detection and false-alarm probabilities, the performances of the two tests do not differ significantly. For this target model, the likelihood ratio has the Pareto distribution, which arises in some statistical problems in economics. The new results obtained here for the distribution of the sum of two or more Pareto-distributed variables are of considerable general interest.

[1]  A. Jazwinski Filtering for nonlinear dynamical systems , 1966 .

[2]  H. Kushner On the Differential Equations Satisfied by Conditional Probablitity Densities of Markov Processes, with Applications , 1964 .

[3]  E. J. Kelly,et al.  The Detection of Radar Echoes in Noise. I , 1960 .

[4]  Jess Marcum,et al.  A statistical theory of target detection by pulsed radar , 1948, IRE Trans. Inf. Theory.

[5]  A. T. Bharucha-Reid Elements of the theory of Markov processes and their applications , 1961 .

[6]  B. Mandelbrot The Variation of Certain Speculative Prices , 1963 .

[7]  Ivan Selin Detection of coherent radar returns of unknown Doppler shift , 1965, IEEE Trans. Inf. Theory.

[8]  R. Bucy Nonlinear filtering theory , 1965 .

[9]  R. L. Stratonovich A New Representation for Stochastic Integrals and Equations , 1966 .

[10]  H. Paul COOTNER, . Comments on the Variation of Certain Speculative Prices Cootner, ed., The Random Character of Stock Market Prices. , 1964 .

[11]  J. Doob Stochastic processes , 1953 .

[12]  C. Desoer,et al.  Linear System Theory , 1963 .

[13]  Thomas J. Goblick,et al.  Theoretical limitations on the transmission of data from analog sources , 1965, IEEE Trans. Inf. Theory.

[14]  A. Viterbi Phase-locked loop dynamics in the presence of noise by Fokker-Planck techniques , 1963 .

[15]  D. L. Snyder Optimum linear filtering of an integrated signal in white noise , 1966, IEEE Transactions on Aerospace and Electronic Systems.

[16]  A. J. Viterbi,et al.  Optimum Coherent Phase and Frequency Demodulation of a Class of Modulating Spectra , 1964, IEEE Transactions on Space Electronics and Telemetry.