Research Article
Investigating Rotor Conditions on Wind Turbines Using Integrating Tree Classifiers
Table 1
Comparison of related studies on wind turbine using machine learning algorithms.
| Reference number | Year | Literature survey (methods used) | Wavelet | Neural network | Sparse Bayesian learning | Spectrum analysis | Tree classifiers | Dynamic analysis | Autoregressive model | Discriminant analysis | Nearest neighbors | Support vector machines | Ensemble classification | Clustering | Evolutionary algorithm | K-means | Genetic algorithm | Fuzzy logic | Interval observer approach | Blade element momentum | Kriging model | Simulator | Damage detection algorithm | Whale optimization algorithm |
| Bi et al. [9] | 2019 | | | | | | | | | | | | | | | | | | | | | | | Pan et al. [10] | 2019 | | | | | | | | | | | | | | | | | | | | | | | Gao et al. [11] | 2019 | | | | | | | | | | | | | | | | | | | | | | | Kang et al. [12] | 2019 | | | | | | | | | | | | | | | | | | | | | | | Karimirad and Michailides [13] | 2019 | | | | | | | | | | | | | | | | | | | | | | | Jiménez et al. [14] | 2020 | | | | | | | | | | | | | | | | | | | | | | | Nielson et al. [15] | 2020 | | | | | | | | | | | | | | | | | | | | | | | Xu et al. [16] | 2020 | | | | | | | | | | | | | | | | | | | | | | | Movsessian et al. [17] | 2020 | | | | | | | | | | | | | | | | | | | | | | | Solimine et al. [18] | 2020 | | | | | | | | | | | | | | | | | | | | | | | Kim et al. [19] | 2020 | | | | | | | | | | | | | | | | | | | | | | | Civelek [20] | 2020 | | | | | | | | | | | | | | | | | | | | | | | Beale et al. [21] | 2020 | | | | | | | | | | | | | | | | | | | | | | | Pujol-Vazquez et al. [22] | 2020 | | | | | | | | | | | | | | | | | | | | | | | Emami et al. [23] | 2020 | | | | | | | | | | | | | | | | | | | | | | | Elgammi et al. [24] | 2020 | | | | | | | | | | | | | | | | | | | | | | | Awadallah and El-Sinawi. [25] | 2020 | | | | | | | | | | | | | | | | | | | | | | | Saleem and Kim [26] | 2020 | | | | | | | | | | | | | | | | | | | | | | | Philippidis and Eliopoulos [27] | 2020 | | | | | | | | | | | | | | | | | | | | | | | Krause and Ostermann [28] | 2020 | | | | | | | | | | | | | | | | | | | | | | | Liu et al. [29] | 2020 | | | | | | | | | | | | | | | | | | | | | | | Qais et al. [30] | 2020 | | | | | | | | | | | | | | | | | | | | | | | Current research | 2020 | | | | | | | | | | | | | | | | | | | | | | |
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