A confidence limit for the empirical mode decomposition and Hilbert spectral analysis
Goddard Space Flight Center · Wallops Flight Facility · +3 more institutions
Abstract
The confidence limit is a standard measure of the accuracy of the result in any statistical analysis. Most of the confidence limits are derived as follows. The data are first divided into subsections and then, under the ergodic assumption, the temporal mean is substituted for the ensemble mean. Next, the confidence limit is defined as a range of standard deviations from this mean. However, such a confidence limit is valid only for linear and stationary processes. Furthermore, in order for the ergodic assumption to be valid, the subsections have to be statistically independent. For non‐stationary and nonlinear processes, such an analysis is no longer valid. The confidence limit of the method here termed EMD/HSA…
Citation impact
- FWCI
- 20.71
- Percentile
- 100%
- References
- 23
Authors
7Topics & keywords
- Ergodic theory
- Hilbert–Huang transform
- Mathematics
- Standard deviation
- Statistics
- Limit (mathematics)
- Range (aeronautics)
- Confidence interval