A Markov-Middleton Model for Bursty Impulsive Noise: Modeling and Receiver Design

被引:74
|
作者
Ndo, Gaetan [1 ]
Labeau, Fabrice [1 ]
Kassouf, Marthe [2 ]
机构
[1] McGill Univ, Dept Elect & Comp Engn, Montreal, PQ H3A 2A7, Canada
[2] Inst Rech Hydro Quebec IREQ, Varennes, PQ J3X 1S1, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Channel coding; Hidden Markov model (HMM); impulsive noise modeling; Markov chain; maximum a posteriori (MAP) detection; Middleton class A model; CLASS-A; INTERFERENCE ENVIRONMENT; PARAMETER-ESTIMATION; OPTIMUM RECEPTION;
D O I
10.1109/TPWRD.2013.2273942
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Transmission over channels impaired by impulsive noise, such as in power substations, calls for peculiar mitigation techniques at the receiver side in order to cope with signal deterioration. For these techniques to be effective, a reliable noise model is usually required. One of the widely accepted models is the Middleton Class A, which presents the twofold advantage to be canonical (i.e., invariant of the particular physical source mechanisms) and to exhibit a simple probability density function (PDF) that only depends on three physical parameters, making this model very attractive. However, such a model fails in replicating bursty impulsive noise, where each impulse spans over several consecutive noise samples, as usually observed (e. g., in power substations). Indeed, the Middleton Class A model only deals with amplitude or envelope statistics. On the other hand, for models based on Markov chains, although they reproduce the bursty nature of impulses, the determination of the suitable number of states and the noise distribution associated with each state can be challenging. In this paper, 1) we introduce a new impulsive noise model which is, in fact, a Hidden Markov Model, whose realizations exactly follow a Middleton Class A distribution and 2) we evaluate optimum and suboptimum detections for a coded transmission impaired by the proposed noise model.
引用
收藏
页码:2317 / 2325
页数:9
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