ML Estimation of Signal Amplitude in Laplace Noise

Estimation of the received signal amplitude is critical to the optimization of the performance of detectors for data communication systems operating in the presence of impulse-like interference. A binary data communication system in the presence of Laplace noise is considered. Maximum likelihood estimators are derived for both data-aided and non- data-aided cases. A ML-based non-data-aided absolute median estimator with simpler implementation is also proposed. The performances of the proposed estimators are examined and compared to the well-known mean estimator and absolute moment estimator in terms of their mean- squared errors. Numerical results quantify the superiority of the optimal ML estimators over the conventional estimators.

[1]  I. Richer,et al.  Long-range communications at extremely low frequencies , 1974 .

[2]  M. W. Thompson,et al.  Coherent detection in Laplace noise , 1994 .

[3]  R. M. Norton,et al.  The Double Exponential Distribution: Using Calculus to Find a Maximum Likelihood Estimator , 1984 .

[4]  P. Mertz Model of Impulsive Noise for Data Transmission , 1961 .

[5]  John B. Thomas,et al.  Detectors for discrete-time signals in non-Gaussian noise , 1972, IEEE Trans. Inf. Theory.

[6]  Bo Hu,et al.  Soft-Limiting Receiver Structures for Time-Hopping UWB in Multiple-Access Interference , 2008, IEEE Transactions on Vehicular Technology.

[7]  R. Marks,et al.  Detection in Laplace Noise , 1978, IEEE Transactions on Aerospace and Electronic Systems.

[8]  C. W. Helstrom,et al.  Detectability of signals in Laplace noise , 1989 .

[9]  N. Beaulieu,et al.  On characterizing multiple access interference in TH-UWB systems with impulsive noise models , 2008, 2008 IEEE Radio and Wireless Symposium.

[10]  S. F. George,et al.  Detection of Targets in Non-Gaussian Sea Clutter , 1970, IEEE Transactions on Aerospace and Electronic Systems.

[11]  Bo Hu,et al.  Accurate evaluation of multiple-access performance in TH-PPM and TH-BPSK UWB systems , 2004, IEEE Transactions on Communications.

[12]  Brian M. Sadler,et al.  On the performance of episodic UWB and direct-sequence communication systems , 2004, IEEE Transactions on Wireless Communications.

[13]  Gary L. Wise,et al.  Robust detection in nominally Laplace noise , 1994, IEEE Trans. Commun..

[14]  Norman C. Beaulieu,et al.  UWB receiver designs based on a gaussian-laplacian noise-plus-MAI model , 2010, IEEE Transactions on Communications.

[15]  J. Pfanzagl Parametric Statistical Theory , 1994 .

[16]  Thomas Kaiser,et al.  Impulsive noise in UWB systems and its suppression , 2006, Mob. Networks Appl..

[17]  H. Vincent Poor,et al.  An Introduction to Signal Detection and Estimation , 1994, Springer Texts in Electrical Engineering.

[18]  Jocelyn Fiorina,et al.  WLC28-2: A Simple IR-UWB Receiver Adapted to Multi-User Interferences , 2006, IEEE Globecom 2006.

[19]  Norman C. Beaulieu,et al.  A novel zonal UWB receiver with superior performance , 2009, IEEE Transactions on Communications.

[20]  G. Durisi,et al.  On the validity of Gaussian approximation to characterize the multiuser capacity of UWB TH PPM , 2002, 2002 IEEE Conference on Ultra Wideband Systems and Technologies (IEEE Cat. No.02EX580).

[21]  Thomas Kaiser,et al.  On the impulsiveness of multiuser interferences in TH-PPM-UWB systems , 2006, IEEE Transactions on Signal Processing.

[22]  Ta-Hsin Li,et al.  Estimation of the Frequency of Sinusoidal Signals in Laplace Noise , 2007, 2007 IEEE International Symposium on Information Theory.