PPINN: Parareal physics-informed neural network for time-dependent PDEs (English)
- New search for: Meng, Xuhui
- New search for: Li, Zhen
- New search for: Zhang, Dongkun
- New search for: Karniadakis, George Em
- New search for: Meng, Xuhui
- New search for: Li, Zhen
- New search for: Zhang, Dongkun
- New search for: Karniadakis, George Em
In:
Computer Methods in Applied Mechanics and Engineering
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370
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2020
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ISSN:
- Article (Journal) / Electronic Resource
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Title:PPINN: Parareal physics-informed neural network for time-dependent PDEs
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Contributors:Meng, Xuhui ( author ) / Li, Zhen ( author ) / Zhang, Dongkun ( author ) / Karniadakis, George Em ( author )
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Published in:
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Publisher:
- New search for: Elsevier B.V.
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Publication date:2020-06-28
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ISSN:
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DOI:
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Type of media:Article (Journal)
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Type of material:Electronic Resource
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Language:English
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Keywords:
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Source:
Table of contents – Volume 370
The tables of contents are generated automatically and are based on the data records of the individual contributions available in the index of the TIB portal. The display of the Tables of Contents may therefore be incomplete.
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A residual-based stabilized finite element formulation for incompressible flow problems in the Arlequin frameworkFernandes, Jeferson Wilian Dossa / Barbarulo, Andrea / Ben Dhia, Hachmi / Sanches, Rodolfo André Kuche et al. | 2020
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A multinumerics scheme for incompressible two-phase flowDoyle, Bryan / Riviere, Beatrice / Sekachev, Michael et al. | 2020
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A hybrid model reduction method for stochastic parabolic optimal control problemsJiang, Lijian / Ma, Lingling et al. | 2020
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A high-order numerical approach with Cartesian meshes for modeling of wave propagation and heat transfer on irregular domains with inhomogeneous materialsIdesman, A. / Dey, B. et al. | 2020
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Accelerating fatigue simulations of a phase-field damage model for rubberLoew, Pascal J. / Poh, Leong H. / Peters, Bernhard / Beex, Lars A.A. et al. | 2020
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The nonconforming virtual element method for the Darcy–Stokes problemZhao, Jikun / Zhang, Bei / Mao, Shipeng / Chen, Shaochun et al. | 2020
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Inverse band gap design of elastic metamaterials for P and SV wave controlGoh, Heedong / Kallivokas, Loukas F. et al. | 2020
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Shape optimization of heterogeneous materials based on isogeometric boundary element methodSun, Deyong / Dong, Chunying et al. | 2020
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On differentiable local bounds preserving stabilization for Euler equationsBadia, Santiago / Bonilla, Jesús / Mabuza, Sibusiso / Shadid, John N. et al. | 2020
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Isogeometric analysis of insoluble surfactant spreading on a thin filmMedina, David / Valizadeh, Navid / Samaniego, Esteban / Jerves, Alex X. / Rabczuk, Timon et al. | 2020
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A staggered high-dimensional Proper Generalised Decomposition for coupled magneto-mechanical problems with application to MRI scannersBarroso, G. / Seoane, M. / Gil, A.J. / Ledger, P.D. / Mallett, M. / Huerta, A. et al. | 2020
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What do we hear from a drum? A data-consistent approach to quantifying irreducible uncertainty on model inputs by extracting information from correlated model output dataButler, Troy / Hakula, Harri et al. | 2020
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Data-driven surrogates for high dimensional models using Gaussian process regression on the Grassmann manifoldGiovanis, D.G. / Shields, M.D. et al. | 2020
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Extended Isogeometric Analysis with strong imposing essential boundary conditions for weak discontinuous problems using B++ splinesHou, Wenbin / Jiang, Kai / Zhu, Xuefeng / Shen, Yuanxing / Li, Yongcheng / Zhang, Xiangkui / Hu, Ping et al. | 2020
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Isogeometric continuity constraints for multi-patch shells governed by fourth-order deformation and phase field modelsPaul, Karsten / Zimmermann, Christopher / Duong, Thang X. / Sauer, Roger A. et al. | 2020
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Convergence in the incompressible limit of new discontinuous Galerkin methods with general quadrilateral and hexahedral elementsGrieshaber, Beverley J. / McBride, Andrew T. / Reddy, B. Daya et al. | 2020
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A phase-field model for mixed-mode fracture based on a unified tensile fracture criterionWang, Qiao / Feng, Y.T. / Zhou, Wei / Cheng, Yonggang / Ma, Gang et al. | 2020
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Consistent pseudo-mode informed topology optimization for structural stability applicationsAsadpoure, Alireza / Nejat, Seyed Ardalan / Tootkaboni, Mazdak et al. | 2020
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An inelastic homogenization framework for layered materials with planes of weaknessSemnani, Shabnam J. / White, Joshua A. et al. | 2020
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A generalized active subspace for dimension reduction in mixed aleatory-epistemic uncertainty quantificationJiang, Xiong / Hu, Xingzhi / Liu, Gang / Liang, Xiao / Wang, Ruili et al. | 2020
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Machine learning of multiscale active force generation models for the efficient simulation of cardiac electromechanicsRegazzoni, F. / Dedè, L. / Quarteroni, A. et al. | 2020
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Development of precipitation model with the use of the Lattice Boltzmann Method and its application for the rolling processSvyetlichnyy, Dmytro S. et al. | 2020
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The smoothed finite element method for time-dependent mechanical responses of MEE materials and structures around Curie temperatureZhou, Liming / Li, Xintong / Li, Ming / Żur, Krzysztof Kamil et al. | 2020
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A reduced-order shifted boundary method for parametrized incompressible Navier–Stokes equationsKaratzas, Efthymios N. / Stabile, Giovanni / Nouveau, Leo / Scovazzi, Guglielmo / Rozza, Gianluigi et al. | 2020
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An efficient and robust staggered algorithm applied to the quasi-static description of brittle fracture by a phase-field approachLu, Ye / Helfer, Thomas / Bary, Benoît / Fandeur, Olivier et al. | 2020
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Effects of an adsorbent accessible volume on methane adsorption on shaleYu, Xinran / Li, Jing / Chen, Zhangxin / Wu, Keliu / Zhang, Linyang et al. | 2020
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On mass lumping and explicit dynamics in the scaled boundary finite element methodGravenkamp, Hauke / Song, Chongmin / Zhang, Junqi et al. | 2020
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An enriched finite element/level-set method for simulating two-phase incompressible fluid flows with surface tensionHashemi, Mohammad R. / Ryzhakov, Pavel B. / Rossi, Riccardo et al. | 2020
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Adaptive multi-material topology optimization with hyperelastic materials under large deformations: A virtual element approachZhang, Xiaojia Shelly / Chi, Heng / Paulino, Glaucio H. et al. | 2020
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Asymptotically compatible reproducing kernel collocation and meshfree integration for the peridynamic Navier equationLeng, Yu / Tian, Xiaochuan / Trask, Nathaniel A. / Foster, John T. et al. | 2020
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Performance portability of lattice Boltzmann methods for two-phase flows with phase changeVerdier, Werner / Kestener, Pierre / Cartalade, Alain et al. | 2020
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An energy-based method for interface connectivity of incompatible microstructures through parametric modelingZobaer, S M Tareq / Sutradhar, Alok et al. | 2020
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An isogeometric Reissner–Mindlin shell element based on Bézier dual basis functions: Overcoming locking and improved coarse mesh accuracyZou, Z. / Scott, M.A. / Miao, D. / Bischoff, M. / Oesterle, B. / Dornisch, W. et al. | 2020
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Sensitivity analysis and lattice density optimization for sequential inherent strain method used in additive manufacturing processTakezawa, Akihiro / To, Albert C. / Chen, Qian / Liang, Xuan / Dugast, Florian / Zhang, Xiaopeng / Kitamura, Mitsuru et al. | 2020
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Generation of statistically representative microstructures with direct grain geometry controlHart, Kenneth A. / Rimoli, Julian J. et al. | 2020
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Hydro-mechanical simulation of the saturated and semi-saturated porous soil–rock mixtures using the numerical manifold methodWu, Wenan / Yang, Yongtao / Zheng, Hong et al. | 2020
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Fully-coupled hydro-mechanical cracking using XFEM in 3D for application to complex flow in discontinuities including drainage systemRoth, Simon-Nicolas / Léger, Pierre / Soulaïmani, Azzeddine et al. | 2020
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An edge-based smoothed finite element method for the assessment of human exposure to extremely low frequency electric fieldsGuo, Z.B. / Wang, G. et al. | 2020
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Editorial Board| 2020
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Optimal Bayesian experimental design for subsurface flow problemsTarakanov, Alexadner / Elsheikh, Ahmed H. et al. | 2020
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An adaptive coupling method of state-based peridynamics theory and finite element method for modeling progressive failure process in cohesive materialsTong, Yue / Shen, Wan-Qing / Shao, Jian-Fu et al. | 2020
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PPINN: Parareal physics-informed neural network for time-dependent PDEsMeng, Xuhui / Li, Zhen / Zhang, Dongkun / Karniadakis, George Em et al. | 2020
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A DG-based interface element method for modeling hydraulic fracturing in porous mediaLiu, Ruijie / Liu, Zhijun / Wheeler, Mary F. et al. | 2020