Projects per year
Abstract
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.
Original language | English |
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Journal | Digital Discovery |
DOIs | |
Publication status | E-pub ahead of print - 2025 |
MoE publication type | A1 Journal article-refereed |
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Dive into the research topics of 'pyRheo : an open-source Python package for complex rheology'. Together they form a unique fingerprint.Datasets
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pyRheo: An open-source Python package for rheology of materials
Miranda-Valdez, I. Y. (Creator) & Niinistö, A. (Creator), Zenodo, 17 Mar 2025
DOI: 10.5281/zenodo.15041023, https://zenodo.org/records/15041024
Dataset: Software or code
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BOMP: Aalto_R2B_Bayesian Optimization for Material Properties
Alava, M. (Principal investigator)
01/07/2024 → 31/12/2025
Project: Business Finland: New business from research ideas (TUTLI)
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CirPa: Aalto-R2B-Circular Panels
Alava, M. (Principal investigator)
01/01/2023 → 30/06/2024
Project: Business Finland: New business from research ideas (TUTLI)
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TUTL FoamWood: Manufacturing novel bio-based Woodlike foams by a continuous forming process
Alava, M. (Principal investigator)
01/01/2021 → 30/06/2022
Project: Business Finland: New business from research ideas (TUTLI)