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Molecular Dynamics Inc adaptive machine learning framework
Adaptive Machine Learning Framework, supplied by Molecular Dynamics Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/machine+learning+framework/adaptive+machine+learning+framework/pm39352375-513-14-23
Average 90 stars, based on 1 article reviews
adaptive machine learning framework - by Bioz Stars, 2026-09
90/100 stars

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Article Title: Bridging finite element and machine learning modeling: stress prediction of arterial walls in atherosclerosis.
Article Snippet: Finite element and machine learning modeling are two predictive paradigms that have rarely been bridged.. In this study, we develop a parametric model to generate arterial geometries and accumulate a database of 12172 2D finite element simulations modeling the hyperelastic behavior and resulting stress distribution.. The arterial wall composition mimics vessels in atherosclerosis-a complex cardiovascular disease and one of the leading causes of death globally.

Article Title: The confluence of machine learning and multiscale simulations.
Article Snippet: Shen L, Yang W: Molecular dynamics simulations with quantum mechanics/molecular Mechanics and adaptive neural networks.

Article Title: Parametrization of Nonbonded Force Field Terms for Metal-Organic Frameworks Using Machine Learning Approach.
Article Snippet: 2021, 12 (1), 2087. (98) Botu, V.; Ramprasad, R. Adaptive Machine Learning Framework to Accelerate Ab Initio Molecular Dynamics.

Article Title: Gaussian Process-Based Refinement of Dispersion Corrections.
Article Snippet: Active Learning; volume 18 of Synthesis Lectures on Artificial Intelligence and Machine Learning; Morgan & Claypool: San Rafael, CA, 2012. (49) Botu, V.; Ramprasad, R. Adaptive Machine Learning Framework to Accelerate Ab Initio Molecular Dynamics.

Article Title: Integrating Data Mining and Natural Language Processing to Construct a Melting Point Database for Organometallic Compounds.
Article Snippet: As semiconductor devices are miniaturized, the importance of atomic layer deposition (ALD) technology is growing.. When designing ALD precursors, it is important to consider the melting point, because the precursors should have melting points lower than the process temperature.. However, obtaining melting point data is challenging due to experimental sensitivity and high computational costs.

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Article Title: An overview about neural networks potentials in molecular dynamics simulation
Article Snippet: Facultad de Física, Universidad de La Habana, La Habana, Cuba Univ.. Bordeaux, CNRS, Bordeaux INP, ISM, Talence, France Centro de Estudios de Matemática Computacional (CEMC) y Aula CIMNE-UCI, Universidad de Las Ciencias Informaticas (UCI), La Habana, Cuba Scientometrics & Evaluation Research Center (SERC), National Science Library (Chengdu), Chinese Academy of Sciences, Sichuan, China Department of Information Resources Management, School of Economics and Management, University of Chinese Academy of Sciences, Beijing, China

Sampling:

Article Title: An overview about neural networks potentials in molecular dynamics simulation
Article Snippet: Facultad de Física, Universidad de La Habana, La Habana, Cuba Univ.. Bordeaux, CNRS, Bordeaux INP, ISM, Talence, France Centro de Estudios de Matemática Computacional (CEMC) y Aula CIMNE-UCI, Universidad de Las Ciencias Informaticas (UCI), La Habana, Cuba Scientometrics & Evaluation Research Center (SERC), National Science Library (Chengdu), Chinese Academy of Sciences, Sichuan, China Department of Information Resources Management, School of Economics and Management, University of Chinese Academy of Sciences, Beijing, China



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