Projekteja vuodessa
Abstrakti
Mathematical modeling is a powerful tool in rheology, and we present pyRheo, an open-source package for Python designed to streamline the analysis of creep, stress relaxation, small amplitude oscillatory shear, and steady shear flow tests. pyRheo contains a comprehensive selection of viscoelastic models, including fractional order approaches. It integrates model selection and fitting features and employs machine intelligence to suggest a model to describe a given dataset. The package fits the suggested model or one chosen by the user. An advantage of using pyRheo is that it addresses challenges associated with sensitivity to initial guesses in parameter optimization. It allows the user to iteratively search for the best initial guesses, avoiding convergence to local minima. We discuss the capabilities of pyRheo and compare them to other tools for rheological modeling of soft matter. We demonstrate that pyRheo significantly reduces the computation time required to fit high-performance viscoelastic models.
Alkuperäiskieli | Englanti |
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Julkaisu | Digital Discovery |
DOI - pysyväislinkit | |
Tila | Sähköinen julkaisu (e-pub) ennen painettua julkistusta - 2025 |
OKM-julkaisutyyppi | A1 Alkuperäisartikkeli tieteellisessä aikakauslehdessä |
Sormenjälki
Sukella tutkimusaiheisiin 'pyRheo : an open-source Python package for complex rheology'. Ne muodostavat yhdessä ainutlaatuisen sormenjäljen.Tietoaineistot
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pyRheo: An open-source Python package for rheology of materials
Miranda-Valdez, I. Y. (Creator) & Niinistö, A. (Creator), Zenodo, 17 maalisk. 2025
DOI - pysyväislinkki: 10.5281/zenodo.15041023, https://zenodo.org/records/15041024
Tietoaineisto: Ohjelmisto tai koodi
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BOMP: Aalto_R2B_Bayesian Optimization for Material Properties
Alava, M. (Vastuullinen tutkija)
01/07/2024 → 31/12/2025
Projekti: BF R2B
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CirPa: Aalto-R2B-Circular Panels
Alava, M. (Vastuullinen tutkija)
01/01/2023 → 30/06/2024
Projekti: BF R2B
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TUTL FoamWood: Manufacturing novel bio-based Woodlike foams by a continuous forming process
Alava, M. (Vastuullinen tutkija)
01/01/2021 → 30/06/2022
Projekti: BF R2B