Title
Adaptive detection and estimation in the presence of useful signal and interference mismatches
Abstract
This paper considers adaptive detection and estimation in the presence of useful signal and interference mismatches. We assume a homogeneous environment where the random disturbance components from the primary and secondary data share the same covariance matrix. Moreover, the data under test contains a deterministic interference vector in addition to the possible useful signal. We focus on the situation where an energy fraction of both the useful signal and the deterministic interference may lie outside their nominal subspaces (conical uncertainty model). Under these conditions, we devise a procedure for the computation of the joint maximum likelihood (ML) estimators of the useful signal and interference vectors, resorting to a suitable rank-one decomposition of a semidefinite program (SDP) problem optimal solution. Hence, we use the aforementioned estimators for the synthesis of adaptive receivers based on different generalized likelihood ratio test (GLRT) criteria. At the analysis stage, we assess the performance of the new detectors in comparison with some decision rules, available in open literature.
Year
DOI
Venue
2009
10.1109/TSP.2008.2008249
IEEE Transactions on Signal Processing
Keywords
Field
DocType
deterministic interference,adaptive receiver,adaptive detection,joint maximum likelihood,interference vector,useful signal,different generalized likelihood ratio,interference mismatches,possible useful signal,deterministic interference vector,decision rule,maximum likelihood estimation,detectors,uncertainty,generalized likelihood ratio test,maximum likelihood,interference,testing,quadratic optimization,covariance matrix
Decision rule,Signal processing,Mathematical optimization,Likelihood-ratio test,Control theory,Interference (wave propagation),Covariance matrix,Detector,Deterministic system (philosophy),Mathematics,Estimator
Journal
Volume
Issue
ISSN
57
2
1053-587X
Citations 
PageRank 
References 
12
0.90
18
Authors
6
Name
Order
Citations
PageRank
Antonio De Maio172148.03
Silvio De Nicola2725.40
Yongwei Huang381450.83
Shuzhong Zhang42808181.66
Alfonso Farina574785.66
De Nicola, S.6120.90