Multi‐Channel System Identification with Perfect Sequences – Theory and Applications –
Multi‐Channel System Identification with Perfect Sequences – Theory and Applications –
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具有完美序列的多通道系统识别 – 理论与应用 –
DOI:
10.1002/9780470727188.ch7
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发表时间:
2008
期刊:
影响因子:
6.5
通讯作者:
C. Antweiler
中科院分区:
文献类型:
--
作者:
C. Antweiler
The fundamental problem of multi-channel system identification given the input and the output signals of a multiple input–single output (MISO) system arises in many application areas such as speech enhancement, acoustics, or mobile communication. In this chapter a new approach is presented, which is based on the normalized least-meansquare (NLMS) algorithm in combination with a special class of excitation signals, the so called perfect sequences (PSEQs). It opens up the possibility of uniquely identifying the true impulse responses of multiple channels with one measurement in a simple and efficient way for all numbers of channels and all system lengths. Owing to its fast tracking property, this new approach also allows the real-time acquisition of timevariant impulse responses. Furthermore, the method allows an identification of each kind of linear channel, radio or acoustic, and can easily be extended to multiple input–multiple output (MIMO)(eg, wireless) transmission.Several approaches have addressed the problem of measuring linear and time-invariant (LTI) system responses. In order to characterize a digital linear, time-invariant system, the most direct approach is to apply an impulsive excitation to the system and analyze its response. For many applications, however, we have to deal with system