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Computational model

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(Redirected fromComputational models)
Mathematical model of a complex system
For mathematical models of computers, seeModel of computation.

Acomputational model uses computers to simulate and study complex systems[1] using an algorithmic or mechanistic approach and is widely used in a diverse range of fields spanning fromphysics,[2] engineering,[3] chemistry[4] and biology[5] to economics, psychology, cognitive science and computer science.[1]

The system under study is often a complexnonlinear system[6] for which simple, intuitiveanalytical solutions are not readily available. Rather than deriving a mathematical analytical solution to the problem, experimentation with the model is done by adjusting the parameters of the system in the computer, and studying the differences in the outcome of the experiments.[7] Operation theories of the model can be derived/deduced from these computational experiments.

Examples of common computational models areweather forecasting models,earth simulator models,flight simulator models, molecularprotein folding models, computational materials models[8][9]Computational Engineering Models (CEM),[10] andneural network models.

See also

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References

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  1. ^ab"Computational Modeling".National Institute of Biomedical Imaging and Bioengineering. May 2020. Retrieved2023-06-27.
  2. ^"Computational Modelling in Space Physics".Frontiers Research Topic.Archived from the original on 2023-06-27. Retrieved2023-06-27.
  3. ^"What is Computational Engineering?".Dept of Aerospace Engineering & Engineering Mechanics - Cockrell School of Engineering, The University of Texas at Austin. Retrieved2023-06-27.
  4. ^Amarante, A.M.; Oliveira, G.S.; Ierich, J.C.M.; Cunha, R.A.; Freitas, L.C.G.; Franca, E.F.; De Lima Leite, F. (2017). "Molecular Modeling Applied to Nanobiosystems".Nanoscience and its Applications. pp. 179–220.doi:10.1016/B978-0-323-49780-0.00007-7.ISBN 978-0-323-49780-0.
  5. ^Davey, Reginald (2021-04-14)."Computational Modeling in Developmental Biology".News-Medical.net. Retrieved2023-06-27.
  6. ^Grubb, Amanda L.; Moushegian, Alex; Heathcote, Daniel J.; Smith, Marilyn J. (2020). "Physics and Computational Modeling of Nonlinear Transverse Gust Encounters".AIAA Scitech 2020 Forum.doi:10.2514/6.2020-0080.ISBN 978-1-62410-595-1.
  7. ^"Computational models - Latest research and news".Nature. Retrieved2021-04-08.
  8. ^Fu, Jinlong; Tan, Wei (2025). "Stochastic reconstruction of multiphase composite microstructures using statistics-encoded neural network for poro/micro-mechanical modelling".Computer Methods in Applied Mechanics and Engineering.441: 117986.doi:10.1016/j.cma.2025.117986.{{cite journal}}: CS1 maint: article number as page number (link)
  9. ^Fu, Jinlong; Wang, Min; Xiao, Dunhui; Zhong, Shan; Ge, Xiangyun; Wu, Minglu (2023). "Hierarchical reconstruction of 3D well-connected porous media from 2D exemplars using statistics-informed neural network".Computer Methods in Applied Mechanics and Engineering.410: 116049.doi:10.1016/j.cma.2023.116049.{{cite journal}}: CS1 maint: article number as page number (link)
  10. ^"Computational Modelling in Engineering".University of Zagreb Faculty of Electrical Engineering and Computing. Retrieved2023-06-27.
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