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Parameter estimation method based on MUSIC and MP fusion

A parameter estimation and construction technology, applied in the field of parameter estimation, can solve problems such as large spectrum peak search dimension, difficulty in guaranteeing parameter estimation accuracy, high algorithm time complexity, etc., achieve accurate and fast parameter estimation, reduce complexity, and increase constraints Effect

Pending Publication Date: 2022-08-09
CHONGQING UNIV OF POSTS & TELECOMM
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Problems solved by technology

Among them, the MUSIC algorithm is widely used in parameter estimation because of its multi-signal simultaneous direction finding ability and high-resolution direction finding ability for signals in the antenna beam, but there is a problem that the spectrum peak search dimension is too large, and the time of the algorithm is complicated. too high
The MP algorithm is widely used because of its fast calculation speed, but it is difficult to guarantee the accuracy of parameter estimation.

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  • Parameter estimation method based on MUSIC and MP fusion
  • Parameter estimation method based on MUSIC and MP fusion
  • Parameter estimation method based on MUSIC and MP fusion

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Embodiment Construction

[0039] specific implementation

[0040] The purpose of the present invention is to provide a parameter estimation method based on MUSIC and MP fusion under the Wi-Fi system, which can improve estimation accuracy and reduce algorithm complexity on the basis of existing MUSIC and MP parameter estimation.

[0041] A kind of parameter estimation method based on MUSIC and MP fusion described in the present invention specifically comprises the following steps:

[0042] Step 1: There are K signal sources and N subcarriers in the Wi-Fi system. The receiver at the receiving end includes M antennas, receives CSI information from the signal sources, and constructs a two-dimensional matrix by using the CSI information of different antennas and different subcarriers X={x m,n } M×N , where x m,n (1≤m≤M, 1≤n≤N) represents the CSI information of the nth subcarrier on the mth antenna.

[0043] Step 2: Decompose the matrix X to solve the noise subspace and the signal subspace. The specific ...

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Abstract

The invention provides a parameter estimation method based on the fusion of multiple signal classification (MUSIC) and matching pursuit (MP), and relates to a parameter estimation method based on the fusion of the multiple signal classification (MUSIC) and the matching pursuit (MP). The method comprises the following steps of: firstly, constructing a two-dimensional matrix by using acquired channel state information (CSI) data from two dimensions of a subcarrier and an antenna; secondly, performing signal subspace and noise subspace decomposition on the two-dimensional matrix to construct a spectral function; on the basis of a spectral function, the time of flight (Time of Flight, ToF) of a signal is estimated through a one-dimensional MUSIC algorithm. And finally, substituting the estimated ToF into an MP algorithm to construct a dictionary matrix so as to estimate the angle of arrival (Angle of Arrival, AoA). According to the fusion parameter estimation method designed by the invention, the advantage of the MUSIC algorithm is utilized to guarantee the parameter estimation precision, and meanwhile, the advantage of high running speed of the MP algorithm is utilized to reduce the algorithm complexity after fusion, so that the performance index optimization of two-dimensional parameter estimation is realized.

Description

technical field [0001] The invention belongs to a parameter estimation method, and specifically relates to a parameter estimation method based on MUSIC and MP fusion in a Wi-Fi system. Background technique [0002] In recent years, people have been continuously innovating the indoor environment adaptive sensing technology based on the recognition of radio wave propagation characteristics to achieve richer perception and analysis. At present, the means used to realize environmental perception mainly include: infrared technology, ultra-wideband technology, radio frequency identification, ZigBee perception, ultrasonic technology and Wi-Fi perception technology. With the large-scale coverage of wireless local area networks, wireless terminal devices have been deployed in various work and entertainment places in human daily life, such as wireless routers, mobile phones, notebook computers, etc., using Wi-Fi signals to achieve wireless perception in indoor environments is just lik...

Claims

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Application Information

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IPC IPC(8): H04W4/021H04W4/33H04W64/00H04B7/08H04B7/06G01S17/894G01S17/08
CPCH04W4/021H04W4/33H04W64/00H04B7/0626H04B7/086G01S17/08G01S17/894Y02D30/70
Inventor 杨小龙张冰睿周牧谢良波王勇聂伟
Owner CHONGQING UNIV OF POSTS & TELECOMM