Article ID | Journal | Published Year | Pages | File Type |
---|---|---|---|---|
6954217 | Mechanical Systems and Signal Processing | 2018 | 25 Pages |
Abstract
Variational mode decomposition is a completely non-recursive decomposition model, where all the modes are extracted concurrently. However, the model requires a preset mode number, which limits the adaptability of the method since a large deviation in the number of mode set will cause the discard or mixing of the mode. Hence, a method called Adaptive Variational Mode Decomposition (AVMD) was proposed to automatically determine the mode number based on the characteristic of intrinsic mode function. The method was used to analyze the simulation signals and the measured signals in the hydropower plant. Comparisons have also been conducted to evaluate the performance by using VMD, EMD and EWT. It is indicated that the proposed method has strong adaptability and is robust to noise. It can determine the mode number appropriately without modulation even when the signal frequencies are relatively close.
Related Topics
Physical Sciences and Engineering
Computer Science
Signal Processing
Authors
Jijian Lian, Zhuo Liu, Haijun Wang, Xiaofeng Dong,