Open-Source Modeling

Projects.OpenSourceModeling History

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  • Hedengren, J.D., Nicholson, B., Open-Source Modeling Platforms, Keynote Talk at FOCAPO / CPC 2023, San Antonio, TX, 8-12 January 2023. Paper
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  • Hedengren, J.D., Nicholson, B., Open-Source Modeling Platforms, Keynote Talk at FOCAPO / CPC 2023, San Antonio, TX, 8-12 January 2023. Paper | Presentation
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  1. Gunnell, L., Nicholson, B., Hedengren, J.D., Equation-based and data-driven modeling: Open-source software current state and future directions, Computers & Chemical Engineering, 2024, 108521, ISSN 0098-1354, DOI: 10.1016/j.compchemeng.2023.108521. Preprint Δ | Article
to:
  • Gunnell, L., Nicholson, B., Hedengren, J.D., Equation-based and data-driven modeling: Open-source software current state and future directions, Computers & Chemical Engineering, 2024, 108521, ISSN 0098-1354, DOI: 10.1016/j.compchemeng.2023.108521. Preprint | Article
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  1. Gunnell, L., Nicholson, B., Hedengren, J.D., Equation-based and data-driven modeling: Open-source software current state and future directions, Computers & Chemical Engineering, 2024, 108521, ISSN 0098-1354, DOI: 10.1016/j.compchemeng.2023.108521. Preprint Δ | Article
February 03, 2023, at 07:38 PM by 10.35.117.248 -
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Propose a New Project to contribute technical or financial support for an open-source modeling platform.

February 03, 2023, at 06:54 PM by 10.35.117.248 -
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  • Hedengren, J.D., Nicholson, B., Open-Source Modeling Platforms, Keynote Talk at FOCAPO / CPC 2023, San Antonio, TX, 8-12 January 2023. Paper Δ
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  • Hedengren, J.D., Nicholson, B., Open-Source Modeling Platforms, Keynote Talk at FOCAPO / CPC 2023, San Antonio, TX, 8-12 January 2023. Paper
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Open-source modeling languages are essential tools for data analysis and scientific computing. Pyomo, Gekko, CasADi, and JuMP are mathematical programming languages for optimization problems. TensorFlow and PyTorch are used for machine learning and deep learning. JAX is a numerical library for high-performance machine learning research. Scikit-learn is a machine learning library for Python that provides simple and efficient tools for data mining and data analysis.

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Open-source modeling languages are essential tools for data analysis and scientific computing. Pyomo, Gekko, CasADi, and JuMP are mathematical programming languages for optimization problems. TensorFlow and PyTorch are used for machine learning and deep learning. JAX is a numerical library for high-performance machine learning research. Scikit-learn is a machine learning library for Python that provides simple and efficient tools for data mining and data analysis.

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Presentation

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Presentations

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February 03, 2023, at 06:44 PM by 10.35.117.248 -
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