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Showing 1 to 8 of 8 for “"SARIMAX"”.
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Time series modelling of groundwater levels in a selected semi-arid catchment within Vhembe District Municipality, South Africa
… Moving Average with eXogenous variables (SARIMAX) model were used to model the interaction between groundwater levels, temperature, wind speed, evaporation, and rainfall. The unpredictable occurrence of rainfall and other weather conditions in semi-arid and arid regions has caused a …
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Utilizing Machine Learning for Managing Groundwater Supply
… chosen for this study were the Random Forest and SARIMAX models. Historical datasets were divided into training/calibration and testing/validation sets, and the respective models were fit to the data. These calibrated models were then compared to the performance of the Theis solution. Across both …
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Modelo de gestión para la mejora de la eficiencia operativa en una empresa del sector bebidas en Lima - Perú, mediante la integración de MRP, Machine Learning y Mantenimiento Autónomo (Manuelo & Ruiz, 2026)
… pronósticos generados mediante un modelo híbrido SARIMAX-LSTM, complementado con la aplicación de la herramienta de Mantenimiento Autónomo para mejorar la disponibilidad de los equipos y reducir las interrupciones no programadas. La integración de estas herramientas busca optimizar la …
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Preemptive variation reduction in biologic drug substance manufacturing
… Autoregressive Integrated Moving-Average (SARIMAX) models accomplished precise real-time estimations of biomass concentration. Both results validate the optimization of large-scale biomanufacturing processes by highlighting the potential of digital twins and soft sensors in reducing …
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Συμβολή στην ανάλυση της λειτουργίας και σχεδίασης σύγχρονων αγορών ηλεκτρικής ενέργειας με εφαρμογές σε πραγματικό σύστημα
… Μέσου Όρου ARIMA, με εξωγενείς παραμέτρους (SARIMAX), ένα μοντέλο που στηρίχθηκε στη μέθοδο της εκθετικής απόσβεσης των Holt & Winter (ETS), ένα Υβριδικό Αναγωγικό μοντέλο με τη Μέθοδο της Ανάλυσης σε Κύριες Συνιστώσες, ένα Τεχνητό Νευρωνικό Δίκτυο, ANN καθώς και ένα μοντέλο Μηχανής …