RT dataset
T1 Time Series Sensor Data for Cutting Fluid Analysis from the SmarTaladrine Project
A1 Miguel Villalba, Félix de
A1 Velasco Pérez, Núria
A1 Movilla Alonso, Félix
A1 Cambra Baseca, Carlos
A1 Urda Muñoz, Daniel
A1 Herrero Cosío, Álvaro
A1 Alonso Presa, Martín
A1 Huidobro Fernández, Fernando
K1 Cutting fluid
K1 Taladrina
K1 Time series
K1 Sensors
K1 Imputation
K1 Data analysis
K1 Predictive maintenance
K1 Anomaly detection
K1 Lubricantes
K1 Lubrication and lubricants
K1 Proceso de datos
K1 Electronic data processing
AB This dataset provides multivariate time series data from sensors monitoring a cutting fluid (taladrina) test tank, collected as part of the "SmarTaladrine" project. The primary monitored variables are pH, Temperature, Concentration, and Conductivity. The data spans from December 17, 2024, to April 1, 2025. The dataset includes a raw, preprocessed version of these four variables, which contains missing values as originally observed. Additionally, for each of the four primary variables, separate files are provided showcasing the results of imputing these missing values using five different methods: a pre-trained MOMENT model, a fine-tuned MOMENT model, an LSTM-based Variational Autoencoder (LSTM-VAE), K-Nearest Neighbors (KNN), and a hybrid KNN-Clustering method (HybridKCL). This dataset is intended for developing and evaluating models for cutting fluid analysis, anomaly detection, predictive maintenance, and for benchmarking time series imputation techniques within industrial machining contexts.
PB Universidad de Burgos
YR 2025
FD 2025-05-19
LK http://hdl.handle.net/10259/10492
UL http://hdl.handle.net/10259/10492
LA eng
NO Miguel, Félix de, Velasco-Pérez, N., Movilla Alonso, F., Cambra, C., Urda Muñoz, D., Herrero, A., Alonso Presa, M., & Huidobro Fernandez, F. (2025). Time Series Sensor Data for Cutting Fluid Analysis from the SmarTaladrine Project [Data set]. Universidad de Burgos. https://doi.org/10.71486/W044-C137
NO This work was supported by the project "Solución innovadora, embebida en máquina o auxiliar, para la eco gestión inteligente de taladrinas en operaciones de mecanizado (SmarTaladrine)", funded by the Programa Estatal para Impulsar la Investigación Científico-Técnica y su Transferencia, del Plan Estatal de Investigación Científica, Técnica y de Innovación 2021-2023, within the framework of the Plan de Recuperación, Transformación y Resiliencia (Spain).
DS Repositorio Institucional de la Universidad de Burgos
RD 21-may-2026