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Time Series Sensor Data for Cutting Fluid Analysis from the SmarTaladrine Project
No full textThis 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.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)
Virtual Echoes: Enhancing Empathy Through the Experience of Others’ Physiology in Emotional Virtual Scenarios
No full textEmpathy is a soft skill that allows individuals to
understand and share the feelings of others. Scientists have
demonstrated that mirror neurons are responsible for
empathy. Empathy can cause a person to feel the pain of
strangers or distant individuals as their own. Furthermore,
research suggests that empathy plays a critical role in social
cognition, enabling individuals to build trust and cooperate
in complex social environments. In an increasingly
interconnected and diverse world, developing empathy is
essential. This skill not only helps in personal relationships
but also in professional settings, as it facilitates
communication and collaboration among individuals
Aplicación para el desarrollo del lenguaje en niños con Síndrome de Prader-Willi
Full text linkEl Síndrome de Prader-Willi, de origen genético, se asocia frecuentemente con retraso en el desarrollo del lenguaje y discapacidades cognitivas. El empleo de pictogramas facilita la codificación y decodificación del lenguaje, promoviendo la adquisición de vocabulario y estructuras sintácticas básicas. Además, contribuye a la estimulación neurocognitiva a través del soporte visual, reduciendo barreras comunicativas
Dataset of the work “Simultaneous Scanning Electrochemical Microscopy and UV-Vis Absorption Spectroelectrochemistry”
No full textThe combination of instrumental techniques allows obtaining precise and reliable information about the reactions taking place at the electrode/solution interface. Although UV?Vis absorption spectroelectrochemistry (UV?Vis SEC) provides a molecular insight about the species involved in the electrode process, obtaining information about the redox state of the products generated in this process is not always accessible by this technique. In this sense, scanning electrochemical microscopy (SECM) has a clear advantage, since it provides additional information on the oxidation state of the intermediates/products. Therefore, the combination of these two techniques facilitates obtaining a more complete picture of the electrochemical reaction studied from two different points of view, but under exactly the same experimental conditions. In this work, the combination of UV?Vis SEC in parallel configuration and SECM is carried out for the first time. This new technique allows distinguishing between those species that are electrochemically active and, at the same time, exhibit changes in the UV?Vis absorption spectra during the electrochemical reaction. The new experimental setup is first validated using ferrocenemethanol as a standard probe, concomitantly obtaining spectroscopic and electrochemical information that accurately describes the oxidation process. Finally, the strength of this combined technique is demonstrated by studying the antioxidant activity of o-vanillin (o-HVa) in the presence of electrogenerated superoxide. The information extracted from the new UV?Vis SEC/SECM technique makes it possible to identify, beyond any doubt, not only the origin of the electrochemical signals recorded in the SECM tip but also to evaluate the antioxidant effect of o-HVa at different concentrations.Open Access funding provided thanks to the CRUE-CSIC agreement with American Chemical Society (ACS). The authors acknowledge Ministerio de Ciencia e Innovación and Agencia Estatal de Investigación (MCIN/AEI/10.13039/501100011033 and PID2020-113154RB-C21) and Ministerio de Ciencia, Innovación y Universidades (RED2018-102412-T) for the support of this work. J.V.P.-R. acknowledges Ministerio de Universidades and European Union-NextGenerationEU for his Maria Zambrano fellowship. S.H. thanks JCyL and European Social Fund for her predoctoral fellowship
Acreditación del nivel B2 de Competencia Digital Docente. I edición
No full textMateriales del curso de UBUAbierta "Acreditación del nivel B2 de Competencia Digital Docente", impartido de forma online del 15 de mayo al 31 de julio de 2025La Competencia Digital Docente es uno de los pilares claves de la educación, puesto que permite que se realice un uso crítico, ético y seguro de las tecnologías en el ámbito educativo. Este curso permitirá certificar el nivel de Competencia Digital Docente, un hecho importante en la función como docente en la actualidad
Dataset of the work “Simultaneous UV/vis Absorption in Parallel Configuration, Photoluminescence and Raman Spectroelectrochemistry”
No full textAnalytical Chemistry is the science of chemical measurements that seeks to acquire the most comprehensive information about a chemical system. Recent advances in technology have facilitated the development of new combined analytical techniques capable of supplying analytical signals of different natures. These signals subsequently provide diverse information related to specific chemical reactions. This technical note proposes a new combination of three different spectroscopic techniques (UV/vis absorption spectroscopy in a parallel configuration, photoluminescence and Raman spectroscopy) with electrochemistry. To illustrate the capabilities of this new technique, two chemical systems (tris(2,2' bipyridine)ruthenium(II) and ofloxacin) were selected. A comparison of the behavior of the two molecules during the electrode process demonstrates the advantages of obtaining several signals simultaneously in a single experiment.Open Access funding provided thanks to the CRUE-CSIC agreement with American Chemical Society (ACS). Ministerio de Ciencia e Innovación and Agencia Estatal de Investigación MCIN/AEI/10.13039/501100011033 and FEDER, UE (Grant numbers: PID2020-113154RB-C21, PID2020-113154RB-C22, PID2023-149188OB-I00, RED2022-134120-T, RED2024-153970-T), Junta de Castilla y León and European Regional Development Fund (Grant number: BU036P23) are gratefully acknowledged for funding this work. F.O. acknowledges Junta de Castilla y León and the European Social Fund for her postdoctoral contract. M.P.-E. acknowledges Junta de Castilla y León and the European Social Fund for his postdoctoral contract