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.
^"What is Computational Engineering?".Dept of Aerospace Engineering & Engineering Mechanics - Cockrell School of Engineering, The University of Texas at Austin. Retrieved2023-06-27.
^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.ISBN978-0-323-49780-0.
^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.ISBN978-1-62410-595-1.
^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)
^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)