TY - GEN AU - Ghahfarokhi, Anahita Farhang AU - Schäfer, Jörg AU - Wagner, Matthias F. AU - Dorronsoro Díaz, Bernabé A4 - Ingeniería Informática PY - 2025 SN - 2169-3536 UR - http://hdl.handle.net/10498/39273 AB - The time series classification problem is highly relevant in many important domains, such as industry, finance, and healthcare. It is a long-known problem that has been addressed by a plethora of mathematical algorithms, including deep learning... LA - eng KW - Artificial intelligence KW - attention mechanisms KW - classification KW - explainable artificial intelligence KW - fault detection KW - linear discriminant analysis KW - machine learning KW - transformer KW - wavelet transforms KW - wind turbines TI - Explainable Artificial Intelligence for Time Series Using Attention Mechanism: Application to Wind Turbine Fault Detection DO - 10.1109/ACCESS.2025.3621003 ER -