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| 1 | Accelerating phase-field-based microstructure evolution predictions via surrogate models trained by machine learning methods显示文摘The phase-field method is a powerful and versatile computational approach for modeling the evolution of microstructures and associated properties for a wide variety of physical,chemical,and biological systems.However,existing high-fidelity phase-field models are inherently computa fonally expensive,requiring high-performance computing resources and sophisticated numefical integration schemes to achieve a useful degree of accuracy.In this paper,we present a computationally inexpensive,accurate,data-driven surmogate model that directly learns the microstructural evolution of targeted systems by combining phase-field and history-dependent machine-learning techniques.We integrate a statisti cally representative,low-dimensianal description of the micrastructure,obtained direcdy from phase-field simulations,with either a time-series multivariate adaptive regression splines autoregressive al garithm or a lang short-term memory neural network.The neural-network-trained surrogate model shows the bestperformance and accurately predicts the nanlinear microstructure evolutian of a two-phase mixture during spinodal decomposition in seconds,without the need for'on-the-fly'solutions of the phase-field equations of motion.We also show that the predictions from our machine learned surrogate model can be fed directly as an input into a classical high-fideli ty phase-field model in order to accelerate the high-fidelity phase field simulations by leaping in time.Such machine-learned phase-field framework opens a promising path forward to use accelerated phase field simulations for discovering,understanding,and predicting processing-microstructure-performance relationships. | David Montes de Oca Zapiain James A.Stewart Rémi Dingreville | 2021 | npj Computational Materials2021，，1： | 4 |
| 2 | Thrombosis prevention after total hip arthroplasty:a prospective, randomized trial comparing a mobile compression device with low-moleeular-weight-heparin显示文摘 | Colwell CW Jr Froimson MI Mont MA | 2010 | J Bone Joint Surg Am2010，92，： | 1 |
| 3 | Adenoviral gene transfer of SERCA2a improves left- ventricular function in aortic- banded rats in transition to heart failure 显示文摘 | Miyamoto MI del Monte F Schmidt U | 2000 | Pro Natl Acad Sci USA2000，97，2： | 1 |
| 4 | Adenoviral gene transfer of SERCA2a improves left ventricular function in aortic-banded rats in transition to heart failure显示文摘 | Miyamoto MI del Monte F Schmidt U | 2000 | Proc Natl Acad Sci USA2000，97，2： | 1 |
| 5 | Adenoviral gene transfer of SERCA2aimproves left-ventricular function in aortic-banded rats in transition to heart failure 显示文摘 | Miyamoto MI Monte F Schmidt U | 2000 | Proc Natl Acad Sci USA2000，97，3： | 1 |
| 6 | Restoration of diastolic function in senescent rat hearts through adenoviral gene transfer of sarcoplasmic reticulum CaJ-ATPase显示文摘 | Schmidt U Monte F Miyamoto MI | 2000 | Circulation2000，101，7： | 1 |
| 7 | Adenoviral gene transfer of SERCA2a improves left ventricular function in aortic-banded rats in transi tion to heart failure显示文摘 | del Monte F Schmidt U | 2000 | Proc Natl Acad Sci USA2000，97，： | 1 |
| 8 | Adenoviral gene transfer of SERCA2a improves left-ventricular function in aortic-banded rats in transition to heart failure显示文摘 | Miyamoto MI del Monte F Schmidt U | 2000 | Proc Natl Acad Sci USA2000，97，： | 1 |
| 9 | Restoration of diastolic function in senescent rat hearts through adenoviral gene transfer of sarcoplasmic reticulum Ca-ATPase显示文摘 | Monte F Miyamoto MI | 2000 | Circulation2000，101，7： | 1 |
| 10 | Effects of oropha- :yngeal exercises on snoring: a randomized trial 显示文摘 | Ieto V Kayamori F Montes MI et ai | 2015 | 2hest2015，148，3： | 1 |
| 11 | Adenoviral gene transfer of SERCA 2a improves left-ventricular function in aortic-banded rats in transition to heart failure显示文摘 | Miyamoto MI del Monte F Schmidt U | 2000 | Proc Natl Aead Sci USA2000，97，： | 1 |
| 12 | 显示文摘 | del Monte F Schmidt U | 2000 | Proc Natl Acad Sci USA2000，97，： | 1 |
| 13 | Adenoviral gene transfer if SERCA2a improves left ventricular function in aorticbanded rats in transition to heart failure显示文摘 | Miyamoto MI Monte F Schmidt U | 2000 | Proc Natl Acad Sci USA2000，97，： | 1 |
| 14 | Restoration of diastolic function in senescent rat hearts through adenoviral gene transfer of sarcoplasmic reticulum Ca^2+-ATPASE显示文摘 | Schmidt U Monte F Miyamoto MI | 2000 | Circulation2000，101，： | 1 |
| 15 | Adenoviral gene transfer of SER- CA2a improves left-ventricular function in aortic-banded rats in transition to heart failure显示文摘 | Miyamoto MI del Monte F Schmidt U | 2000 | Proc Natl Acad Sci USA2000，97，2： | 1 |
| 16 | Adenoviral gene transfer of SERCA2a improves left-ventricular function in aor tic-banded rats in transition to heart failure显示文摘 | Miyamoto MI del Monte F Schmidt U | 2000 | Pro Nad Acad Sci USA2000，97，2： | 1 |
| 17 | 显示文摘 | Matilla- Mont MI Fabregat- Fernandez MT | 2015 | Enferm Clin2015，，： | 1 |
| 18 | Biopercular syndrome: report of two cases and literature review显示文摘 | Millen PA Montes MI Uribe CS | 2008 | Biomedica2008，28，2： | 1 |
| 19 | Human decidual stromal cells express alpha-smooth muscle actin and show ultrastructural similarities with myofibroblasts显示文摘 | Oliver C Montes MI Galindo JA | 1999 | Hum Reprod1999，14，6： | 1 |
| 20 | Reversiable impairment of neonatal hepatobiliary function by maternal cholestasis显示文摘 | Monte MI Morales AI Arevalo M | 1996 | Hepatology1996，23，5： | 1 |
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