| ANFIS | Adaptive neuro-fuzzy inference system |
| ApEn | Approximate entropy |
| CFBEE | Characteristic frequency band energy entropy |
| CMSPE | Composite multi-scale permutation entropy |
| CMSWPE | Composite multi-scale weighted permutation entropy |
| CWC | Continuous wavelet coefficients |
| CWRU | Case Western Reserve University |
| DE | Dispersion entropy |
| EE | Energy entropy |
| EEMD | Ensemble empirical mode decomposition |
| ELM | Extreme learning machine |
| EMD | Empirical mode decomposition |
| EWT | Empirical wavelet transform |
| FAWT | Flexible analytical wavelet transform |
| GCMSFE | Generalized composite multi-scale fuzzy entropy |
| GCMSPE | Generalized composite multi-scale permutation entropy |
| GRCMSE | Generalized refined composite multi-scale sample entropy |
| GCMSSDE | Generalized composite multi-scale symbol dynamic entropy |
| GCMSWPE | Generalized composite multi-scale weighted permutation entropy |
| GRCMSSE | Generalized refined composite multiscale sample entropy |
| GWO | Grey wolf optimizer |
| HSDE | Hierarchical symbolic dynamic entropy |
| HDE | Hierarchical dispersion entropy |
| HSE | Hierarchical sample entropy |
| HPE | Hierarchical permutation entropy |
| IEE | Improved energy entropy |
| IEMD | Improved empirical mode decomposition |
| IMSDE | Improved multi-scale dispersion entropy |
| IMSPE | Improved multi-scale permutation entropy |
| IR | Inner race |
| ISSD | Improved singular spectrum decomposition |
| IMS | Intelligence maintenance systems |
| LDA | Linear discriminant analysis |
| MBSE | Multi-band spectrum entropy |
| MHSE | Marginal Hilbert spectrum entropy |
| MLP | Multi-layer perceptron |
| WSST | Wavelet semi-soft threshold |
| MPA | Marine predators algorithm |
| MSE | Multi-scale entropy |
| MSDE | Multi-scale dispersion entropy |
| MSFDE | Multi-scale fluctuation-based dispersion entropy |
| MSFE | Multi-scale fuzzy entropy |
| MSSFE | Multi-scale symbolic fuzzy entropy |
| MMSFDE | Multivariable multi-scale fuzzy distribution entropy |
| MSPE | Multi-scale permutation entropy |
| MSSE | Multi-scale sample entropy |
| MSSDE | Multi-scale symbolic dynamic entropy |
| MSRCSDFE | Multi-scale refined composite standard deviation fuzzy entropy |
| MHMSFDE | Multivariable hierarchical multi-scale fluctuation dispersion entropy |
| mRMR | Max-relevance min-redundancy |
| OR | Outer race |
| PCA | Principal component analysis |
| PE | Permutation entropy |
| PGB | Planetary gearboxes |
| PSO | Particle swarm optimization |
| PNN | Probabilistic neural network |
| RCFOA | Reverse cognitive fruit fly optimization algorithm |
| RCMSAE | Refined composite multi-scale approximate entropy |
| RCMSDE | Refined composite multi-scale dispersion entropy |
| RCMSFE | Refined composite multi-scale fuzzy entropy |
| RF | Random forest |
| SFE | Symbolic fuzzy entropy |
| SVM | Support vector machine |
| SWD | Swarm decomposition |
| SMCMSDE | Stacking modified composite multi-scale dispersion entropy |
| t-SNE | t-distributed stochastic neighbor embedding |
| TSMSWPE | Time-shift multi-scale weighted permutation entropy |
| TSMSDE | Time-shift multi-scale dispersion entropy |
| VPMCD | Variable predictive models based discrimination |
| WMSFDE | Weighted multi-scale fluctuation-based dispersion entropy |
| WRCMSDE | Weighted refined composite multi-scale dispersion entropy |
| WRCMSDE | Weighted refined composite multi-scale dispersion entropy |
| WRCMSFE | Weighted refined composite multi-scale fuzzy entropy |
| WRCMSPE | Weighted refined composite multi-scale permutation entropy |