We publish a comprehensive dataset of peristaltic pump dosing outputs in pharmaceutical manufacturing, where accuracy is crucial for drug quality and patient safety, consisting of 149,847 measurements spanning volumes from 0.1 to 2.0 ml. An industrial filling system was used to acquire data under controlled conditions, using calibrated weighing equipment. To the best of our knowledge, this is the first dataset documenting pump behavior across such a wide range of volumes. The dataset aims to constitute a solid tool that enables investigation from short-term precision to long-term stability standpoints, providing detailed insights into peristaltic pump behavior under various operating conditions. Additionally, the dataset incorporates compensation outcomes across multiple volumes, documenting both statistical and AI-based compensation strategies, thus exemplifying how the statistical behavior of the dosing can change in response to some compensation strategies aimed to improve dosing accuracy. This resource directly addresses pharmaceutical industry needs by supporting optimization of quality control systems and validation of novel compensation strategies.

Privitera, D., Mecocci, A., Bartolini, S. (2025). Extensive Dataset for Peristaltic Pump Accuracy Enhancement in Pharmaceutical Environments. SCIENTIFIC DATA, 12(1) [10.1038/s41597-025-05902-z].

Extensive Dataset for Peristaltic Pump Accuracy Enhancement in Pharmaceutical Environments

Privitera, Davide
;
Mecocci, Alessandro;Bartolini, Sandro
2025-01-01

Abstract

We publish a comprehensive dataset of peristaltic pump dosing outputs in pharmaceutical manufacturing, where accuracy is crucial for drug quality and patient safety, consisting of 149,847 measurements spanning volumes from 0.1 to 2.0 ml. An industrial filling system was used to acquire data under controlled conditions, using calibrated weighing equipment. To the best of our knowledge, this is the first dataset documenting pump behavior across such a wide range of volumes. The dataset aims to constitute a solid tool that enables investigation from short-term precision to long-term stability standpoints, providing detailed insights into peristaltic pump behavior under various operating conditions. Additionally, the dataset incorporates compensation outcomes across multiple volumes, documenting both statistical and AI-based compensation strategies, thus exemplifying how the statistical behavior of the dosing can change in response to some compensation strategies aimed to improve dosing accuracy. This resource directly addresses pharmaceutical industry needs by supporting optimization of quality control systems and validation of novel compensation strategies.
2025
Privitera, D., Mecocci, A., Bartolini, S. (2025). Extensive Dataset for Peristaltic Pump Accuracy Enhancement in Pharmaceutical Environments. SCIENTIFIC DATA, 12(1) [10.1038/s41597-025-05902-z].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11365/1302514