Evaluating Artificial Neural Networks and Quantum Computing for Mechanics
Abstract: The popularization of Machine Learning (ML) and the advent of Noisy Intermediate‐Scale Quantum (NISQ) devices for Quantum Computing (QC) sparked new inspiration for the search for techniques reducing computation time in mechanics. We evaluate artificial neural networks (ANNs) as candidates for creating computationally fast surrogate models for otherwise time‐consuming simulations, using a multiscale and multiphase model describing processes in the human liver. We also give a short overview of interesting quantum‐enhanced algorithms capable of reducing computational cost in parts of complex simulations.
- Location
-
Deutsche Nationalbibliothek Frankfurt am Main
- Extent
-
Online-Ressource
- Language
-
Englisch
- Bibliographic citation
-
Evaluating Artificial Neural Networks and Quantum Computing for Mechanics ; volume:19 ; number:1 ; year:2019 ; extent:2
Proceedings in applied mathematics and mechanics ; 19, Heft 1 (2019) (gesamt 2)
- Creator
-
Mielke, André
Ricken, Tim
- DOI
-
10.1002/pamm.201900470
- URN
-
urn:nbn:de:101:1-2022072208392882501319
- Rights
-
Open Access; Der Zugriff auf das Objekt ist unbeschränkt möglich.
- Last update
-
15.08.2025, 7:33 AM CEST
Data provider
This object is provided by:
Deutsche Nationalbibliothek. If you have any questions about the object, please contact the data provider.
Deutsche Nationalbibliothek. If you have any questions about the object, please contact the data provider.
Associated
- Mielke, André
- Ricken, Tim
Other Objects (12)
Evaluating Sound Environment in Shenzhen by Using Artificial Neural Networks
Explainable Artificial Intelligence for Mechanics: Physics-Explaining Neural Networks for Constitutive Models
Neural computing & applications
Artificial neural learning
Neural computing : 07.11. - 11.11.94
10th International Work Conference on Artificial Neural Networks, Pt. 2.. Distributed computing, artificial intelligence, bioinformatics, soft computing, and ambient assisted living / Sigeru Omatu ... (ed.)
Rough neural computing : techniques for computing with words
Why neural functionals suit statistical mechanics
Computing with instinct : rediscovering artificial intelligence
Memristive Artificial Synapses for Neuromorphic Computing
On quantum computing for artificial superintelligence
Basics of respiratory mechanics and artificial ventilation
Evaluating Sound Environment in Shenzhen by Using Artificial Neural Networks
Explainable Artificial Intelligence for Mechanics: Physics-Explaining Neural Networks for Constitutive Models
Neural computing & applications
Artificial neural learning
Neural computing : 07.11. - 11.11.94
10th International Work Conference on Artificial Neural Networks, Pt. 2.. Distributed computing, artificial intelligence, bioinformatics, soft computing, and ambient assisted living / Sigeru Omatu ... (ed.)
Rough neural computing : techniques for computing with words
Why neural functionals suit statistical mechanics
Computing with instinct : rediscovering artificial intelligence
Memristive Artificial Synapses for Neuromorphic Computing
On quantum computing for artificial superintelligence
Basics of respiratory mechanics and artificial ventilation
Evaluating Sound Environment in Shenzhen by Using Artificial Neural Networks
Explainable Artificial Intelligence for Mechanics: Physics-Explaining Neural Networks for Constitutive Models
Neural computing & applications
Artificial neural learning
Neural computing : 07.11. - 11.11.94
10th International Work Conference on Artificial Neural Networks, Pt. 2.. Distributed computing, artificial intelligence, bioinformatics, soft computing, and ambient assisted living / Sigeru Omatu ... (ed.)
Rough neural computing : techniques for computing with words
Why neural functionals suit statistical mechanics
Computing with instinct : rediscovering artificial intelligence
Memristive Artificial Synapses for Neuromorphic Computing
On quantum computing for artificial superintelligence