Artificial Intelligence and Computational Science

Abstract
In this note, we discuss the interaction between two ways of scientific analysis. The first (classical) way is known as Mathematical Modeling (MM). It is based on a model created by humans and presented in mathematical terms. Scientific Computing (SC) is an important tool of MM developed to quantitatively analyze the model. Artificial Intelligence (AI) forms a new way of scientific analysis. AI systems arise as a result of a different process. Here, we take a sequence of correct input–output data, perform Machine Learning (ML), and get a model (hidden in a network). In this process, computational methods are used to create a network type model. We briefly discuss special methods used for this purpose (such as evolutionary algorithms), give a concise overview of results related to applications of AI in computer simulation of real-life problems, and discuss several open problems.
Main Authors
Format
Books Book part
Published
2022
Series
Subjects
Publication in research information system
Publisher
Springer
The permanent address of the publication
https://urn.fi/URN:NBN:fi:jyu-202301091184Use this for linking
Parent publication ISBN
978-3-030-70786-6
Review status
Peer reviewed
ISSN
2213-8986
DOI
https://doi.org/10.1007/978-3-030-70787-3_3
Language
English
Published in
Intelligent Systems, Control and Automation: Science and Engineering
Is part of publication
Computational Sciences and Artificial Intelligence in Industry : New Digital Technologies for Solving Future Societal and Economical Challenges
Citation
  • Neittaanmäki, P., & Repin, S. (2022). Artificial Intelligence and Computational Science. In T. T. Tuovinen, J. Periaux, & P. Neittaanmäki (Eds.), Computational Sciences and Artificial Intelligence in Industry : New Digital Technologies for Solving Future Societal and Economical Challenges (pp. 27-35). Springer. Intelligent Systems, Control and Automation: Science and Engineering, 76. https://doi.org/10.1007/978-3-030-70787-3_3
License
In CopyrightOpen Access
Copyright© Springer Nature Switzerland AG 2022

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