Title :
Statistical Performance Analysis of MDL Source Enumeration in Array Processing
Author :
Haddadi, Fariba ; Malek-Mohammadi, Mohammadreza ; Nayebi, Mohammad Mahdi ; Aref, Mohammad Reza
Author_Institution :
Dept. of Electr. Eng., Sharif Univ. of Technol., Tehran, Iran
Abstract :
In this correspondence, we focus on the performance analysis of the widely-used minimum description length (MDL) source enumeration technique in array processing. Unfortunately, available theoretical analysis exhibit deviation from the simulation results. We present an accurate and insightful performance analysis for the probability of missed detection. We also show that the statistical performance of the MDL is approximately the same under both deterministic and stochastic signal models. Simulation results show the superiority of the proposed analysis over available results.
Keywords :
array signal processing; statistical analysis; MDL source enumeration; array processing; minimum description length; statistical performance analysis; stochastic signal models; Deterministic signal; minimum description length (MDL); performance analysis; source enumeration;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2009.2028207