Prediction method, prediction system and application based on multi-order channel
A channel prediction and prediction algorithm technology, which is applied in transmission systems, transmission monitoring, electrical components, etc., can solve problems such as performance loss, performance gain is not obvious, and damage to the deployment effect of massive MIMO
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[0173] Embodiment: Solving the mobility problem in massive MIMO by Prony multi-order channel prediction based on vectorization, specifically including:
[0174] 1. The present invention generalizes the classic Prony method to a vector form, and proposes Algorithm 1. Using this algorithm, the present invention can use previously obtained channel vector samples to predict future channel vectors instead of predicting the channel of each antenna, thereby making the prediction more efficient.
[0175] Mathematical notation: Except for special instructions, the present invention uses bold to represent matrices and vectors. Specifically, I represents the identity matrix; (x) T ,(x) * ,and(x) H Respectively represent the transpose, conjugate, and conjugate transpose of the matrix x; is the Moore-Penrose violation of x; tr{·} the trace of a square matrix; ||·|| 2 Represents a two-norm; ||·|| F is the Frobenius norm or F-norm of the matrix; Express expectations; is the Kronec...
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