Cargando…

Hybrid Modelling by Machine Learning Corrections of Analytical Model Predictions towards High-Fidelity Simulation Solutions

Within the fields of materials mechanics, the consideration of physical laws in machine learning predictions besides the use of data can enable low prediction errors and robustness as opposed to predictions only based on data. On the one hand, exclusive utilization of fundamental physical relationsh...

Descripción completa

Detalles Bibliográficos
Autores principales:	Bock, Frederic E., Keller, Sören, Huber, Norbert, Klusemann, Benjamin
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2021
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8069582/ https://www.ncbi.nlm.nih.gov/pubmed/33920078 http://dx.doi.org/10.3390/ma14081883

Ejemplares similares

The utility of animal models in high fidelity trauma simulation
por: McKenna, John E, et al.
Publicado: (2015)

Low-fidelity simulation models in urology resident’s microsurgery training
por: Pinto, Luís Otávio Amaral Duarte, et al.
Publicado: (2023)

Analytical Solution to the Flory–Huggins Model
por: Qian, Daoyuan, et al.
Publicado: (2022)

Toward an efficient approximate analytical solution for 4-compartment COVID-19 fractional mathematical model
por: Okundalaye, O.O., et al.
Publicado: (2022)

Mathematical modelling, optimization, analytic and numerical solutions
por: Manchanda, Pammy, et al.
Publicado: (2020)

Heat conduction: mathematical models and analytical solutions
por: Wang, L
Publicado: (2007)

An Analytical Solution for Saturable Absorption in Pharmacokinetics Models
por: Sorzano, C.O.S., et al.
Publicado: (2022)

A Multi-Fidelity Model for Simulations and Sensitivity Analysis of Piezoelectric Inkjet Printheads
por: Nguyen, Vinh-Tan, et al.
Publicado: (2021)

BEERS2: RNA-Seq simulation through high fidelity in silico modeling
por: Brooks, Thomas G., et al.
Publicado: (2023)

Analytical system dynamics: modeling and simulation
por: Fabien, Brian C
Publicado: (2008)

Analytical solution of l-i SEIR model–Comparison of l-i SEIR model with conventional SEIR model in simulation of epidemic curves
por: Liu, Xiaoping
Publicado: (2023)

Peritonsillar Abscess Simulator: A Low-Cost, High-Fidelity Trainer
por: Keller, Chad R, et al.
Publicado: (2022)

Towards an enhanced conceptualization of fidelity for instructional design in simulation-based respiratory therapy education
por: West, Andrew J., et al.
Publicado: (2017)

High-fidelity is not superior to low-fidelity simulation but leads to overconfidence in medical students
por: Massoth, Christina, et al.
Publicado: (2019)

The unrecognized role of fidelity in effectiveness-implementation hybrid trials: simulation study and guidance for implementation researchers
por: Trutschel, Diana, et al.
Publicado: (2023)

Evaluation of high-fidelity simulation training in radiation oncology using an outcomes logic model
por: Giuliani, Meredith, et al.
Publicado: (2014)

Development of a Low-Cost, High-Fidelity, Reusable Model to Simulate Clamshell Thoracotomy
por: Clifford, Ethan, et al.
Publicado: (2023)

Analytical solutions and parameter estimation of the SIR epidemic model
por: Prodanov, Dimiter
Publicado: (2022)

Modeling and Simulation of Cell Signaling Networks for Subsequent Analytics Processes Using Big Data and Machine Learning
por: Sánchez-Gutiérrez, Máximo Eduardo, et al.
Publicado: (2022)

Objective Fidelity Evaluation in Multisensory Virtual Environments: Auditory Cue Fidelity in Flight Simulation
por: Meyer, Georg F., et al.
Publicado: (2012)

Evaluating the transcriptional fidelity of cancer models
por: Peng, Da, et al.
Publicado: (2021)

Analytical solution for a hybrid Logistic‐Monod cell growth model in batch and continuous stirred tank reactor culture
por: Xu, Peng
Publicado: (2019)

Effects of Fibrosis Morphology on Reentrant Ventricular Tachycardia Inducibility and Simulation Fidelity in Patient-Derived Models
por: Ringenberg, Jordan, et al.
Publicado: (2014)

As Simple As Possible, but Not Simpler: Exploring the Fidelity of Coarse-Grained Protein Models for Simulated Force Spectroscopy
por: Habibi, Mona, et al.
Publicado: (2016)

Development and evaluation of a high-fidelity lactation simulation model for health professional breastfeeding education
por: Sadovnikova, Anna, et al.
Publicado: (2020)

rxCOV is a quantitative metric for assessing immunoassay analyte fidelity
por: Brand, Rhonda M., et al.
Publicado: (2023)

A High Fidelity Cleft Lip Simulator
por: Podolsky, Dale J., et al.
Publicado: (2018)

Modeling techniques in predictive analytics: business problems and solutions with R
por: Miller, Thomas W
Publicado: (2015)

Modeling techniques in predictive analytics: business problems and solutions with R
por: Miller, Thomas W
Publicado: (2014)

Analytic solution of the SEIR epidemic model via asymptotic approximant
por: Weinstein, Steven J., et al.
Publicado: (2020)

Soliton solutions for the Zoomeron model applying three analytical techniques
por: Ullah, Mohammad Safi, et al.
Publicado: (2023)

Efficient Surrogate Modeling and Design Optimization of Compact Integrated On-Chip Inductors Based on Multi-Fidelity EM Simulation Models
por: Kurgan, Piotr
Publicado: (2021)

Learning Spark SQL: architect streaming analytics and machine learning solutions
por: Sarkar, Aurobindo
Publicado: (2017)

A Hybrid Approach to Tea Crop Yield Prediction Using Simulation Models and Machine Learning
por: Batool, Dania, et al.
Publicado: (2022)

Snoopy’s hybrid simulator: a tool to construct and simulate hybrid biological models
por: Herajy, Mostafa, et al.
Publicado: (2017)

Validation and Verification of High-Fidelity Simulations of Thoracic Stent-Graft Implantation
por: Ramella, Anna, et al.
Publicado: (2022)

A hybrid analytical model for an entire hospital resource optimisation
por: Ordu, Muhammed, et al.
Publicado: (2021)

Corrigendum to “Effects of Fibrosis Morphology on Reentrant Ventricular Tachycardia Inducibility and Simulation Fidelity in Patient-Derived Models”
por: Ringenberg, Jordan, et al.
Publicado: (2015)

Using High-Fidelity Simulation to Teach Ethics Related Non-Technical Skills: Description of an Innovative Model
por: Tanoubi, Issam, et al.
Publicado: (2020)

Hybrid simulation models of production networks
por: Kouikoglou, Vassilis S, et al.
Publicado: (2001)

Cannot write session to /tmp/vufind_sessions/sess_g5te88f30tc3vadigchbo82ffp