What are the current status of tvl bpp in research locale?
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The current status of time-varying linear systems (TVLS) in research locale is being explored through various approaches. One approach is the use of local polynomial modeling (LPM) and variable bandwidth selection (VBS) algorithms . This method models the time-varying coefficients of a TVLS locally using polynomials and estimates them through least squares estimation with a kernel having a certain bandwidth. The LPM-VBS method has shown improved performance compared to conventional TVLS identification methods in a wide variety of testing conditions . Another approach is the use of Phase Evaluation BP (PEBP) for backpropagation neural networks (BPNN) . PEBP introduces a phase evaluation mechanism that divides the training process into phases, allowing for the evaluation and adjustment of the learning mode and rectification of symptomatic neurons . These approaches aim to overcome the limitations of traditional methods and improve the performance of TVLS identification and BPNN training .
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