Research Article

Evaluation of Dynamic Uncertainty of Rolling Bearing Vibration Performance

Table 1

Different methods used to calculate time delay and embedding dimension.

MethodPurposeAdvantageDisadvantage

AutocorrelationCalculating τSimple operationNot suitable for high-dimensional and nonlinear problems
Multiple autocorrelationCalculating τ(1) Simple operation
(2) Suitable for high-dimensional problems
(3) Has obvious geometric significance
Not suitable for nonlinear problems
Mutual informationCalculating τSuitable for high-dimensional and nonlinear problemsComplex operation
G-PCalculating mWide application rangeInfluenced by subjective factors easily
False nearest neighborCalculating mSimple operation(1) Vulnerable to noise
(2) Influenced by subjective factors easily
CaoCalculating m(1) Few data are needed
(2) Identifies the deterministic or random signal effectively
(3) Only the parameter τ is required
Complex operation
C-CCalculating τw and m simultaneously(1) Simple operation
(2) Wide application range
(3) Good calculation effect