Cheng, Nuojin; Malik, Osman Asif; De, Subhayan; Becker, Stephen; Doostan, Alireza Bi-fidelity variational auto-encoder for uncertainty quantification. (English) Zbl 07824889 Comput. Methods Appl. Mech. Eng. 421, Article ID 116793, 21 p. (2024). MSC: 81-XX 62-XX PDFBibTeX XMLCite \textit{N. Cheng} et al., Comput. Methods Appl. Mech. Eng. 421, Article ID 116793, 21 p. (2024; Zbl 07824889) Full Text: DOI arXiv
Chen, Yi-Ping; Wang, Liwei; Comlek, Yigitcan; Chen, Wei A latent variable approach for non-hierarchical multi-fidelity adaptive sampling. (English) Zbl 07824871 Comput. Methods Appl. Mech. Eng. 421, Article ID 116773, 26 p. (2024). MSC: 62-XX 90-XX PDFBibTeX XMLCite \textit{Y.-P. Chen} et al., Comput. Methods Appl. Mech. Eng. 421, Article ID 116773, 26 p. (2024; Zbl 07824871) Full Text: DOI arXiv
Chen, Hui; Ouyang, Linhan; Liu, Lijun; Ma, Yizhong Sequential design of multi-fidelity computer experiments with effect sparsity. (English) Zbl 07823693 Stat. Pap. 64, No. 6, 2057-2080 (2023). MSC: 62-XX PDFBibTeX XMLCite \textit{H. Chen} et al., Stat. Pap. 64, No. 6, 2057--2080 (2023; Zbl 07823693) Full Text: DOI
Romor, Francesco; Tezzele, Marco; Mrosek, Markus; Othmer, Carsten; Rozza, Gianluigi Multi-fidelity data fusion through parameter space reduction with applications to automotive engineering. (English) Zbl 07801064 Int. J. Numer. Methods Eng. 124, No. 23, 5293-5311 (2023). MSC: 41Axx 90Cxx 65Cxx PDFBibTeX XMLCite \textit{F. Romor} et al., Int. J. Numer. Methods Eng. 124, No. 23, 5293--5311 (2023; Zbl 07801064) Full Text: DOI arXiv OA License
Zhang, Shengtong; Apley, Daniel W. Interpretable architecture neural networks for function visualization. (English) Zbl 07792614 J. Comput. Graph. Stat. 32, No. 4, 1258-1271 (2023). MSC: 62-XX PDFBibTeX XMLCite \textit{S. Zhang} and \textit{D. W. Apley}, J. Comput. Graph. Stat. 32, No. 4, 1258--1271 (2023; Zbl 07792614) Full Text: DOI arXiv
Chetry, Manisha; Borzacchiello, Domenico; Lestandi, Lucas; Rocha Da Silva, Luisa An iterative multi-fidelity approach for model order reduction of multidimensional input parametric PDE systems. (English) Zbl 07772337 Int. J. Numer. Methods Eng. 124, No. 22, 4941-4962 (2023). MSC: 65Nxx 65Cxx 65Mxx PDFBibTeX XMLCite \textit{M. Chetry} et al., Int. J. Numer. Methods Eng. 124, No. 22, 4941--4962 (2023; Zbl 07772337) Full Text: DOI arXiv
Xue, Haoxiang; Gobbi, Massimiliano; Matta, Andrea Multi-fidelity surrogate-based optimal design of road vehicle suspension systems. (English) Zbl 07766654 Optim. Eng. 24, No. 4, 2773-2794 (2023). MSC: 90C29 90C90 PDFBibTeX XMLCite \textit{H. Xue} et al., Optim. Eng. 24, No. 4, 2773--2794 (2023; Zbl 07766654) Full Text: DOI OA License
Konomi, Bledar A.; Kang, Emily L.; Almomani, Ayat; Hobbs, Jonathan Bayesian latent variable co-kriging model in remote sensing for quality flagged observations. (English) Zbl 07749321 J. Agric. Biol. Environ. Stat. 28, No. 3, 423-441 (2023). MSC: 62P12 PDFBibTeX XMLCite \textit{B. A. Konomi} et al., J. Agric. Biol. Environ. Stat. 28, No. 3, 423--441 (2023; Zbl 07749321) Full Text: DOI
Chouhan, Pankaj; Shanbhag, Sachin Surrogate modeling with Gaussian processes for an inverse problem in polymer dynamics. (English) Zbl 07747960 Int. J. Comput. Methods 20, No. 8, Article ID 2143003, 26 p. (2023). MSC: 92-XX 82-XX PDFBibTeX XMLCite \textit{P. Chouhan} and \textit{S. Shanbhag}, Int. J. Comput. Methods 20, No. 8, Article ID 2143003, 26 p. (2023; Zbl 07747960) Full Text: DOI
Zeng, Xiaoshu; Geraci, Gianluca; Eldred, Michael S.; Jakeman, John D.; Gorodetsky, Alex A.; Ghanem, Roger Multifidelity uncertainty quantification with models based on dissimilar parameters. (English) Zbl 07736321 Comput. Methods Appl. Mech. Eng. 415, Article ID 116205, 36 p. (2023). MSC: 62-XX 81-XX PDFBibTeX XMLCite \textit{X. Zeng} et al., Comput. Methods Appl. Mech. Eng. 415, Article ID 116205, 36 p. (2023; Zbl 07736321) Full Text: DOI arXiv
Tran, Anh; Lim, Hojun An asynchronous parallel high-throughput model calibration framework for crystal plasticity finite element constitutive models. (English) Zbl 07719583 Comput. Mech. 72, No. 3, 485-498 (2023); correction ibid. 72, No. 3, 613 (2023). MSC: 74-XX PDFBibTeX XMLCite \textit{A. Tran} and \textit{H. Lim}, Comput. Mech. 72, No. 3, 485--498 (2023; Zbl 07719583) Full Text: DOI arXiv
Li, Xinmin; Wang, Xiao; Xiong, Shifeng A sequential design strategy for integrating low-accuracy and high-accuracy computer experiments. (English) Zbl 07713656 Commun. Stat., Simulation Comput. 52, No. 3, 817-825 (2023). MSC: 62-XX PDFBibTeX XMLCite \textit{X. Li} et al., Commun. Stat., Simulation Comput. 52, No. 3, 817--825 (2023; Zbl 07713656) Full Text: DOI
Chen, Yuanhong; Sun, Xiang; Lin, Yifan; Gao, Zhen An adaptive non-intrusive multi-fidelity reduced basis method for parameterized partial differential equations. (English) Zbl 1514.65125 East Asian J. Appl. Math. 13, No. 2, 398-419 (2023). MSC: 65M60 35A24 78A48 PDFBibTeX XMLCite \textit{Y. Chen} et al., East Asian J. Appl. Math. 13, No. 2, 398--419 (2023; Zbl 1514.65125) Full Text: DOI
Hung, Ying; Lin, Li-Hsiang; Wu, C. F. Jeff Optimal simulator selection. (English) Zbl 07707238 J. Am. Stat. Assoc. 118, No. 542, 1264-1271 (2023). MSC: 62-XX PDFBibTeX XMLCite \textit{Y. Hung} et al., J. Am. Stat. Assoc. 118, No. 542, 1264--1271 (2023; Zbl 07707238) Full Text: DOI
Kerleguer, Baptiste Multifidelity surrogate modeling for time-series outputs. (English) Zbl 1515.62053 SIAM/ASA J. Uncertain. Quantif. 11, 514-539 (2023). MSC: 62M10 62G08 60G15 62F15 PDFBibTeX XMLCite \textit{B. Kerleguer}, SIAM/ASA J. Uncertain. Quantif. 11, 514--539 (2023; Zbl 1515.62053) Full Text: DOI arXiv
Blanchet-Scalliet, Christophette; Demory, Bruno; Gonon, Thierry; Helbert, Céline Gaussian process regression on nested spaces. (English) Zbl 1514.62005 SIAM/ASA J. Uncertain. Quantif. 11, 426-451 (2023). MSC: 62-08 62C12 62D10 62L10 62L12 62M15 62M20 62P30 PDFBibTeX XMLCite \textit{C. Blanchet-Scalliet} et al., SIAM/ASA J. Uncertain. Quantif. 11, 426--451 (2023; Zbl 1514.62005) Full Text: DOI
Rohmer, Jeremy; Armandine Les Landes, Antoine; Loschetter, Annick; Maragna, Charles Fast prediction of aquifer thermal energy storage: a multicyclic metamodelling procedure. (English) Zbl 1514.86003 Comput. Geosci. 27, No. 2, 223-243 (2023). MSC: 86-08 86A32 86A04 PDFBibTeX XMLCite \textit{J. Rohmer} et al., Comput. Geosci. 27, No. 2, 223--243 (2023; Zbl 1514.86003) Full Text: DOI
Zhu, Min; Zhang, Handi; Jiao, Anran; Karniadakis, George Em; Lu, Lu Reliable extrapolation of deep neural operators informed by physics or sparse observations. (English) Zbl 07692973 Comput. Methods Appl. Mech. Eng. 412, Article ID 116064, 36 p. (2023). MSC: 68-XX 92-XX PDFBibTeX XMLCite \textit{M. Zhu} et al., Comput. Methods Appl. Mech. Eng. 412, Article ID 116064, 36 p. (2023; Zbl 07692973) Full Text: DOI arXiv
Rezaeiravesh, S.; Mukha, T.; Schlatter, P. Efficient prediction of turbulent flow quantities using a Bayesian hierarchical multifidelity model. (English) Zbl 1527.76053 J. Fluid Mech. 964, Paper No. A13, 30 p. (2023). MSC: 76M35 76F10 68T05 PDFBibTeX XMLCite \textit{S. Rezaeiravesh} et al., J. Fluid Mech. 964, Paper No. A13, 30 p. (2023; Zbl 1527.76053) Full Text: DOI arXiv
Conti, Paolo; Guo, Mengwu; Manzoni, Andrea; Hesthaven, Jan S. Multi-fidelity surrogate modeling using long short-term memory networks. (English) Zbl 07644865 Comput. Methods Appl. Mech. Eng. 404, Article ID 115811, 22 p. (2023). MSC: 92-XX 68-XX PDFBibTeX XMLCite \textit{P. Conti} et al., Comput. Methods Appl. Mech. Eng. 404, Article ID 115811, 22 p. (2023; Zbl 07644865) Full Text: DOI arXiv
Wan, Hua-Ping; Zhang, Zi-Nan; Luo, Yaozhi; Ren, Wei-Xin; Todd, Michael D. Analytical uncertainty quantification approach based on adaptive generalized co-Gaussian process model. (English) Zbl 07769254 Int. J. Numer. Methods Eng. 123, No. 24, 6032-6051 (2022). MSC: 62Kxx 76Mxx PDFBibTeX XMLCite \textit{H.-P. Wan} et al., Int. J. Numer. Methods Eng. 123, No. 24, 6032--6051 (2022; Zbl 07769254) Full Text: DOI
Andrés-Thió, Nicolau; Muñoz, Mario Andrés; Smith-Miles, Kate Bifidelity surrogate modelling: showcasing the need for new test instances. (English) Zbl 07640778 INFORMS J. Comput. 34, No. 6, 3007-3022 (2022). MSC: 90Cxx PDFBibTeX XMLCite \textit{N. Andrés-Thió} et al., INFORMS J. Comput. 34, No. 6, 3007--3022 (2022; Zbl 07640778) Full Text: DOI
Thenon, A.; Gervais, V.; Le Ravalec, M. Sequential design strategy for kriging and cokriging-based machine learning in the context of reservoir history-matching. (English) Zbl 1496.86018 Comput. Geosci. 26, No. 5, 1101-1118 (2022). MSC: 86A22 62L05 68T05 PDFBibTeX XMLCite \textit{A. Thenon} et al., Comput. Geosci. 26, No. 5, 1101--1118 (2022; Zbl 1496.86018) Full Text: DOI
Nitzler, Jonas; Biehler, Jonas; Fehn, Niklas; Koutsourelakis, Phaedon-Stelios; Wall, Wolfgang A. A generalized probabilistic learning approach for multi-fidelity uncertainty quantification in complex physical simulations. (English) Zbl 1507.76178 Comput. Methods Appl. Mech. Eng. 400, Article ID 115600, 36 p. (2022). MSC: 76M35 65C05 62F15 76-10 PDFBibTeX XMLCite \textit{J. Nitzler} et al., Comput. Methods Appl. Mech. Eng. 400, Article ID 115600, 36 p. (2022; Zbl 1507.76178) Full Text: DOI arXiv
Simpson, Matthew J.; Baker, Ruth E.; Buenzli, Pascal R.; Nicholson, Ruanui; Maclaren, Oliver J. Reliable and efficient parameter estimation using approximate continuum limit descriptions of stochastic models. (English) Zbl 1497.92027 J. Theor. Biol. 549, Article ID 111201, 14 p. (2022). MSC: 92C15 92C37 60G99 PDFBibTeX XMLCite \textit{M. J. Simpson} et al., J. Theor. Biol. 549, Article ID 111201, 14 p. (2022; Zbl 1497.92027) Full Text: DOI
Wang, Songhao; Ng, Szu Hui; Haskell, William Benjamin A multilevel simulation optimization approach for quantile functions. (English) Zbl 07549394 INFORMS J. Comput. 34, No. 1, 569-585 (2022). MSC: 90-XX PDFBibTeX XMLCite \textit{S. Wang} et al., INFORMS J. Comput. 34, No. 1, 569--585 (2022; Zbl 07549394) Full Text: DOI arXiv
Paige, John; Fuglstad, Geir-Arne; Riebler, Andrea; Wakefield, Jon Bayesian multiresolution modeling of georeferenced data: an extension of ‘LatticeKrig’. (English) Zbl 07533779 Comput. Stat. Data Anal. 173, Article ID 107503, 22 p. (2022). MSC: 62H11 62P99 62-XX PDFBibTeX XMLCite \textit{J. Paige} et al., Comput. Stat. Data Anal. 173, Article ID 107503, 22 p. (2022; Zbl 07533779) Full Text: DOI
Winter, J. M.; Kaiser, J. W. J.; Adami, S.; Akhatov, I. S.; Adams, N. A. Stochastic multi-fidelity surrogate modeling of dendritic crystal growth. (English) Zbl 1507.74262 Comput. Methods Appl. Mech. Eng. 393, Article ID 114799, 19 p. (2022). MSC: 74N05 74S60 PDFBibTeX XMLCite \textit{J. M. Winter} et al., Comput. Methods Appl. Mech. Eng. 393, Article ID 114799, 19 p. (2022; Zbl 1507.74262) Full Text: DOI
Bomarito, G. F.; Leser, P. E.; Warner, J. E.; Leser, W. P. On the optimization of approximate control variates with parametrically defined estimators. (English) Zbl 07517168 J. Comput. Phys. 451, Article ID 110882, 20 p. (2022). MSC: 65Cxx 62Fxx 62Hxx PDFBibTeX XMLCite \textit{G. F. Bomarito} et al., J. Comput. Phys. 451, Article ID 110882, 20 p. (2022; Zbl 07517168) Full Text: DOI arXiv
Zhang, Sheng; Yang, Xiu; Tindel, Samy; Lin, Guang Augmented Gaussian random field: theory and computation. (English) Zbl 1492.60091 Discrete Contin. Dyn. Syst., Ser. S 15, No. 4, 931-957 (2022). MSC: 60G15 60G60 PDFBibTeX XMLCite \textit{S. Zhang} et al., Discrete Contin. Dyn. Syst., Ser. S 15, No. 4, 931--957 (2022; Zbl 1492.60091) Full Text: DOI arXiv
Newberry, Felix; Hampton, Jerrad; Jansen, Kenneth; Doostan, Alireza Bi-fidelity reduced polynomial chaos expansion for uncertainty quantification. (English) Zbl 07492677 Comput. Mech. 69, No. 2, 405-424 (2022). MSC: 74-XX PDFBibTeX XMLCite \textit{F. Newberry} et al., Comput. Mech. 69, No. 2, 405--424 (2022; Zbl 07492677) Full Text: DOI arXiv
Baker, Evan; Barbillon, Pierre; Fadikar, Arindam; Gramacy, Robert B.; Herbei, Radu; Higdon, David; Huang, Jiangeng; Johnson, Leah R.; Ma, Pulong; Mondal, Anirban; Pires, Bianica; Sacks, Jerome; Sokolov, Vadim Analyzing stochastic computer models: a review with opportunities. (English) Zbl 07474198 Stat. Sci. 37, No. 1, 64-89 (2022). MSC: 62-XX PDFBibTeX XMLCite \textit{E. Baker} et al., Stat. Sci. 37, No. 1, 64--89 (2022; Zbl 07474198) Full Text: DOI arXiv
Wang, Hengjie; Planas, Robert; Chandramowlishwaran, Aparna; Bostanabad, Ramin Mosaic flows: a transferable deep learning framework for solving PDEs on unseen domains. (English) Zbl 1507.65215 Comput. Methods Appl. Mech. Eng. 389, Article ID 114424, 26 p. (2022). MSC: 65M99 68T07 PDFBibTeX XMLCite \textit{H. Wang} et al., Comput. Methods Appl. Mech. Eng. 389, Article ID 114424, 26 p. (2022; Zbl 1507.65215) Full Text: DOI arXiv
Guo, Mengwu; Manzoni, Andrea; Amendt, Maurice; Conti, Paolo; Hesthaven, Jan S. Multi-fidelity regression using artificial neural networks: efficient approximation of parameter-dependent output quantities. (English) Zbl 1507.65184 Comput. Methods Appl. Mech. Eng. 389, Article ID 114378, 25 p. (2022). MSC: 65M60 65D07 65D12 68T07 92B20 PDFBibTeX XMLCite \textit{M. Guo} et al., Comput. Methods Appl. Mech. Eng. 389, Article ID 114378, 25 p. (2022; Zbl 1507.65184) Full Text: DOI arXiv
Ahn, Jun-Geol; Yang, Hyun-Ik; Kim, Jin-Gyun Multi-fidelity meta modeling using composite neural network with online adaptive basis technique. (English) Zbl 1507.65026 Comput. Methods Appl. Mech. Eng. 388, Article ID 114258, 34 p. (2022). MSC: 65C30 68T07 PDFBibTeX XMLCite \textit{J.-G. Ahn} et al., Comput. Methods Appl. Mech. Eng. 388, Article ID 114258, 34 p. (2022; Zbl 1507.65026) Full Text: DOI
Moss, Henry B.; Leslie, David S.; Gonzalez, Javier; Rayson, Paul GIBBON: general-purpose information-based Bayesian optimisation. (English) Zbl 07626750 J. Mach. Learn. Res. 22, Paper No. 235, 49 p. (2021). MSC: 68T05 PDFBibTeX XMLCite \textit{H. B. Moss} et al., J. Mach. Learn. Res. 22, Paper No. 235, 49 p. (2021; Zbl 07626750) Full Text: arXiv Link
Korondi, Péter Zénó; Marchi, Mariapia; Parussini, Lucia; Poloni, Carlo Multi-fidelity design optimisation strategy under uncertainty with limited computational budget. (English) Zbl 1486.90190 Optim. Eng. 22, No. 2, 1039-1064 (2021). MSC: 90C30 65K05 90C59 90C29 90C90 PDFBibTeX XMLCite \textit{P. Z. Korondi} et al., Optim. Eng. 22, No. 2, 1039--1064 (2021; Zbl 1486.90190) Full Text: DOI
Zhang, Yu; Dwight, Richard P.; Schmelzer, Martin; Gómez, Javier F.; Han, Zhong-hua; Hickel, Stefan Customized data-driven RANS closures for bi-fidelity LES-RANS optimization. (English) Zbl 07511686 J. Comput. Phys. 432, Article ID 110153, 16 p. (2021). MSC: 76Fxx 76-XX 76Mxx PDFBibTeX XMLCite \textit{Y. Zhang} et al., J. Comput. Phys. 432, Article ID 110153, 16 p. (2021; Zbl 07511686) Full Text: DOI arXiv
Xing, Wei W.; Kirby, Robert M.; Zhe, Shandian Deep coregionalization for the emulation of simulation-based spatial-temporal fields. (English) Zbl 07511422 J. Comput. Phys. 428, Article ID 109984, 21 p. (2021). MSC: 76-XX 74-XX PDFBibTeX XMLCite \textit{W. W. Xing} et al., J. Comput. Phys. 428, Article ID 109984, 21 p. (2021; Zbl 07511422) Full Text: DOI arXiv
Rixner, Maximilian; Koutsourelakis, Phaedon-Stelios A probabilistic generative model for semi-supervised training of coarse-grained surrogates and enforcing physical constraints through virtual observables. (English) Zbl 07508526 J. Comput. Phys. 434, Article ID 110218, 29 p. (2021). MSC: 68Txx 65Nxx 65Cxx PDFBibTeX XMLCite \textit{M. Rixner} and \textit{P.-S. Koutsourelakis}, J. Comput. Phys. 434, Article ID 110218, 29 p. (2021; Zbl 07508526) Full Text: DOI arXiv
Meng, Xuhui; Babaee, Hessam; Karniadakis, George Em Multi-fidelity Bayesian neural networks: algorithms and applications. (English) Zbl 07505956 J. Comput. Phys. 438, Article ID 110361, 16 p. (2021). MSC: 68Txx 65Cxx 76-XX PDFBibTeX XMLCite \textit{X. Meng} et al., J. Comput. Phys. 438, Article ID 110361, 16 p. (2021; Zbl 07505956) Full Text: DOI arXiv
Zhang, Jiachen; Crippa, Paola; Genton, Marc G.; Castruccio, Stefano Assessing the reliability of wind power operations under a changing climate with a non-Gaussian bias correction. (English) Zbl 1498.62299 Ann. Appl. Stat. 15, No. 4, 1831-1849 (2021). MSC: 62P12 62M30 62F15 62P30 PDFBibTeX XMLCite \textit{J. Zhang} et al., Ann. Appl. Stat. 15, No. 4, 1831--1849 (2021; Zbl 1498.62299) Full Text: DOI arXiv
Hauret, Patrice At the crossroads of simulation and data analytics. (English) Zbl 1479.74006 Eur. Math. Soc. Mag. 121, 9-18 (2021). MSC: 74-10 92-10 62Rxx PDFBibTeX XMLCite \textit{P. Hauret}, Eur. Math. Soc. Mag. 121, 9--18 (2021; Zbl 1479.74006) Full Text: DOI
Regazzoni, Francesco; Pagani, Stefano; Cosenza, Alessandro; Lombardi, Alessandro; Quarteroni, Alfio A physics-informed multi-fidelity approach for the estimation of differential equations parameters in low-data or large-noise regimes. (English) Zbl 1498.65150 Atti Accad. Naz. Lincei, Cl. Sci. Fis. Mat. Nat., IX. Ser., Rend. Lincei, Mat. Appl. 32, No. 3, 437-470 (2021). Reviewer: Barani Balan Natesan (Thiruvarur) MSC: 65M32 65M30 68T07 49M41 92C20 92C30 92C37 PDFBibTeX XMLCite \textit{F. Regazzoni} et al., Atti Accad. Naz. Lincei, Cl. Sci. Fis. Mat. Nat., IX. Ser., Rend. Lincei, Mat. Appl. 32, No. 3, 437--470 (2021; Zbl 1498.65150) Full Text: DOI
Belakaria, Syrine; Deshwal, Aryan; Doppa, Janardhan Rao Output space entropy search framework for multi-objective Bayesian optimization. (English) Zbl 1522.68444 J. Artif. Intell. Res. (JAIR) 72, 667-715 (2021). MSC: 68T05 90C29 90C56 PDFBibTeX XMLCite \textit{S. Belakaria} et al., J. Artif. Intell. Res. (JAIR) 72, 667--715 (2021; Zbl 1522.68444) Full Text: DOI arXiv
Chen, Hao; Zhang, Yan; Yang, Xue Uniform projection nested Latin hypercube designs. (English) Zbl 1477.62210 Stat. Pap. 62, No. 4, 2031-2045 (2021). MSC: 62K99 05B15 62K15 PDFBibTeX XMLCite \textit{H. Chen} et al., Stat. Pap. 62, No. 4, 2031--2045 (2021; Zbl 1477.62210) Full Text: DOI
Fanaskov, Vladimir Uncertainty calibration for probabilistic projection methods. (English) Zbl 1475.62029 Stat. Comput. 31, No. 5, Paper No. 56, 17 p. (2021). MSC: 62-08 PDFBibTeX XMLCite \textit{V. Fanaskov}, Stat. Comput. 31, No. 5, Paper No. 56, 17 p. (2021; Zbl 1475.62029) Full Text: DOI
Yang, Xiu; Tartakovsky, Guzel; Tartakovsky, Alexandre M. Physics information aided kriging using stochastic simulation models. (English) Zbl 1483.65019 SIAM J. Sci. Comput. 43, No. 6, A3862-A3891 (2021). MSC: 65C30 60G15 65C05 68T05 PDFBibTeX XMLCite \textit{X. Yang} et al., SIAM J. Sci. Comput. 43, No. 6, A3862--A3891 (2021; Zbl 1483.65019) Full Text: DOI arXiv
Gorodetsky, A. A.; Jakeman, J. D.; Geraci, G. MFNets: data efficient all-at-once learning of multifidelity surrogates as directed networks of information sources. (English) Zbl 1481.94067 Comput. Mech. 68, No. 4, 741-758 (2021). MSC: 94A15 68T05 05C82 05C20 PDFBibTeX XMLCite \textit{A. A. Gorodetsky} et al., Comput. Mech. 68, No. 4, 741--758 (2021; Zbl 1481.94067) Full Text: DOI arXiv
Xing, W. W.; Shah, A. A.; Wang, P.; Zhe, S.; Fu, Q.; Kirby, R. M. Residual Gaussian process: a tractable nonparametric Bayesian emulator for multi-fidelity simulations. (English) Zbl 1481.62017 Appl. Math. Modelling 97, 36-56 (2021). MSC: 62G05 62F15 PDFBibTeX XMLCite \textit{W. W. Xing} et al., Appl. Math. Modelling 97, 36--56 (2021; Zbl 1481.62017) Full Text: DOI arXiv
Oune, Nicholas; Bostanabad, Ramin Latent map Gaussian processes for mixed variable metamodeling. (English) Zbl 1507.62300 Comput. Methods Appl. Mech. Eng. 387, Article ID 114128, 28 p. (2021). MSC: 62M45 60G15 PDFBibTeX XMLCite \textit{N. Oune} and \textit{R. Bostanabad}, Comput. Methods Appl. Mech. Eng. 387, Article ID 114128, 28 p. (2021; Zbl 1507.62300) Full Text: DOI arXiv
Tsilifis, Panagiotis; Pandita, Piyush; Ghosh, Sayan; Andreoli, Valeria; Vandeputte, Thomas; Wang, Liping Bayesian learning of orthogonal embeddings for multi-fidelity Gaussian processes. (English) Zbl 1507.62236 Comput. Methods Appl. Mech. Eng. 386, Article ID 114147, 23 p. (2021). MSC: 62F15 60G15 62G08 65C05 PDFBibTeX XMLCite \textit{P. Tsilifis} et al., Comput. Methods Appl. Mech. Eng. 386, Article ID 114147, 23 p. (2021; Zbl 1507.62236) Full Text: DOI arXiv
Ellison, M.; DiazDelaO, F. A.; Ince, N. Z.; Willetts, M. Robust optimisation of computationally expensive models using adaptive multi-fidelity emulation. (English) Zbl 1481.90240 Appl. Math. Modelling 100, 92-106 (2021). MSC: 90C17 90C30 62K05 PDFBibTeX XMLCite \textit{M. Ellison} et al., Appl. Math. Modelling 100, 92--106 (2021; Zbl 1481.90240) Full Text: DOI
Girolami, Mark; Febrianto, Eky; Yin, Ge; Cirak, Fehmi The statistical finite element method (statFEM) for coherent synthesis of observation data and model predictions. (English) Zbl 1506.65210 Comput. Methods Appl. Mech. Eng. 375, Article ID 113533, 32 p. (2021). MSC: 65N30 62F15 PDFBibTeX XMLCite \textit{M. Girolami} et al., Comput. Methods Appl. Mech. Eng. 375, Article ID 113533, 32 p. (2021; Zbl 1506.65210) Full Text: DOI arXiv
Wang, Nanzhe; Chang, Haibin; Zhang, Dongxiao Efficient uncertainty quantification for dynamic subsurface flow with surrogate by theory-guided neural network. (English) Zbl 1506.76178 Comput. Methods Appl. Mech. Eng. 373, Article ID 113492, 27 p. (2021). MSC: 76S05 74F10 PDFBibTeX XMLCite \textit{N. Wang} et al., Comput. Methods Appl. Mech. Eng. 373, Article ID 113492, 27 p. (2021; Zbl 1506.76178) Full Text: DOI arXiv
Zhang, Xinshuai; Xie, Fangfang; Ji, Tingwei; Zhu, Zaoxu; Zheng, Yao Multi-fidelity deep neural network surrogate model for aerodynamic shape optimization. (English) Zbl 1506.74324 Comput. Methods Appl. Mech. Eng. 373, Article ID 113485, 25 p. (2021). MSC: 74P20 76G25 PDFBibTeX XMLCite \textit{X. Zhang} et al., Comput. Methods Appl. Mech. Eng. 373, Article ID 113485, 25 p. (2021; Zbl 1506.74324) Full Text: DOI
Lu, Chuan; Zhu, Xueyu Bifidelity data-assisted neural networks in nonintrusive reduced-order modeling. (English) Zbl 1466.65225 J. Sci. Comput. 87, No. 1, Paper No. 8, 30 p. (2021). MSC: 65N99 68T07 PDFBibTeX XMLCite \textit{C. Lu} and \textit{X. Zhu}, J. Sci. Comput. 87, No. 1, Paper No. 8, 30 p. (2021; Zbl 1466.65225) Full Text: DOI arXiv
Hooten, Mevin; Wikle, Christopher; Schwob, Michael Statistical implementations of agent-based demographic models. (English) Zbl 07776808 Int. Stat. Rev. 88, No. 2, 441-461 (2020). MSC: 62Pxx 62Fxx 65Cxx PDFBibTeX XMLCite \textit{M. Hooten} et al., Int. Stat. Rev. 88, No. 2, 441--461 (2020; Zbl 07776808) Full Text: DOI
Müller, Juliane An algorithmic framework for the optimization of computationally expensive bi-fidelity black-box problems. (English) Zbl 1509.90160 INFOR: Inf. Syst. Oper. Res. 58, No. 2, 264-289 (2020). MSC: 90C26 94A60 PDFBibTeX XMLCite \textit{J. Müller}, INFOR: Inf. Syst. Oper. Res. 58, No. 2, 264--289 (2020; Zbl 1509.90160) Full Text: DOI
Baker, Evan; Challenor, Peter; Eames, Matt Predicting the output from a stochastic computer model when a deterministic approximation is available. (English) Zbl 07500357 J. Comput. Graph. Stat. 29, No. 4, 786-797 (2020). MSC: 62-XX PDFBibTeX XMLCite \textit{E. Baker} et al., J. Comput. Graph. Stat. 29, No. 4, 786--797 (2020; Zbl 07500357) Full Text: DOI
Liu, Bangde; Lin, Guang High-dimensional nonlinear multi-fidelity model with gradient-free active subspace method. (English) Zbl 1477.62094 Commun. Comput. Phys. 28, No. 5, 1937-1969 (2020). MSC: 62G08 60G15 68T05 PDFBibTeX XMLCite \textit{B. Liu} and \textit{G. Lin}, Commun. Comput. Phys. 28, No. 5, 1937--1969 (2020; Zbl 1477.62094) Full Text: DOI
Deng, Yixiang; Lin, Guang; Yang, Xiu Multifidelity data fusion via gradient-enhanced Gaussian process regression. (English) Zbl 1477.62238 Commun. Comput. Phys. 28, No. 5, 1812-1837 (2020). MSC: 62M10 62F15 60G15 68T05 PDFBibTeX XMLCite \textit{Y. Deng} et al., Commun. Comput. Phys. 28, No. 5, 1812--1837 (2020; Zbl 1477.62238) Full Text: DOI arXiv
Fox, Colin; Cui, Tiangang; Neumayer, Markus Randomized reduced forward models for efficient Metropolis-Hastings MCMC, with application to subsurface fluid flow and capacitance tomography. (English) Zbl 1460.62036 GEM. Int. J. Geomath. 11, No. 1, Paper No. 26, 38 p. (2020). MSC: 62F15 65C40 65D15 65N21 62P30 PDFBibTeX XMLCite \textit{C. Fox} et al., GEM. Int. J. Geomath. 11, Paper No. 26, 38 p. (2020; Zbl 1460.62036) Full Text: DOI arXiv
Zhan, Dawei; Xing, Huanlai Expected improvement for expensive optimization: a review. (English) Zbl 1465.90104 J. Glob. Optim. 78, No. 3, 507-544 (2020). MSC: 90C30 90C29 PDFBibTeX XMLCite \textit{D. Zhan} and \textit{H. Xing}, J. Glob. Optim. 78, No. 3, 507--544 (2020; Zbl 1465.90104) Full Text: DOI
Jiang, Chen; Hu, Zhen; Liu, Yixuan; Mourelatos, Zissimos P.; Gorsich, David; Jayakumar, Paramsothy A sequential calibration and validation framework for model uncertainty quantification and reduction. (English) Zbl 1506.62267 Comput. Methods Appl. Mech. Eng. 368, Article ID 113172, 30 p. (2020). MSC: 62F15 60-08 60G15 62F10 62L99 PDFBibTeX XMLCite \textit{C. Jiang} et al., Comput. Methods Appl. Mech. Eng. 368, Article ID 113172, 30 p. (2020; Zbl 1506.62267) Full Text: DOI
Fairbanks, Hillary R.; Jofre, Lluís; Geraci, Gianluca; Iaccarino, Gianluca; Doostan, Alireza Bi-fidelity approximation for uncertainty quantification and sensitivity analysis of irradiated particle-laden turbulence. (English) Zbl 1453.76128 J. Comput. Phys. 402, Article ID 108996, 23 p. (2020). MSC: 76M20 76M28 76T15 80A21 PDFBibTeX XMLCite \textit{H. R. Fairbanks} et al., J. Comput. Phys. 402, Article ID 108996, 23 p. (2020; Zbl 1453.76128) Full Text: DOI arXiv
Liu, Liu; Zhu, Xueyu A bi-fidelity method for the multiscale Boltzmann equation with random parameters. (English) Zbl 1453.65360 J. Comput. Phys. 402, Article ID 108914, 23 p. (2020). MSC: 65M70 65M75 65C30 76P05 35R60 76N15 PDFBibTeX XMLCite \textit{L. Liu} and \textit{X. Zhu}, J. Comput. Phys. 402, Article ID 108914, 23 p. (2020; Zbl 1453.65360) Full Text: DOI arXiv
Meng, Xuhui; Karniadakis, George Em A composite neural network that learns from multi-fidelity data: application to function approximation and inverse PDE problems. (English) Zbl 1454.76006 J. Comput. Phys. 401, Article ID 109020, 15 p. (2020). MSC: 76-10 68T07 76S05 76V05 PDFBibTeX XMLCite \textit{X. Meng} and \textit{G. E. Karniadakis}, J. Comput. Phys. 401, Article ID 109020, 15 p. (2020; Zbl 1454.76006) Full Text: DOI arXiv
Ma, Pulong Objective Bayesian analysis of a cokriging model for hierarchical multifidelity codes. (English) Zbl 1461.60021 SIAM/ASA J. Uncertain. Quantif. 8, 1358-1382 (2020). MSC: 60G15 62F15 62G08 62K99 62M20 PDFBibTeX XMLCite \textit{P. Ma}, SIAM/ASA J. Uncertain. Quantif. 8, 1358--1382 (2020; Zbl 1461.60021) Full Text: DOI arXiv
Soize, Christian; Ghanem, Roger G.; Desceliers, Christophe Sampling of Bayesian posteriors with a non-Gaussian probabilistic learning on manifolds from a small dataset. (English) Zbl 1452.62987 Stat. Comput. 30, No. 5, 1433-1457 (2020). MSC: 62R07 62R30 62P10 68T05 PDFBibTeX XMLCite \textit{C. Soize} et al., Stat. Comput. 30, No. 5, 1433--1457 (2020; Zbl 1452.62987) Full Text: DOI arXiv
Gao, Han; Zhu, Xueyu; Wang, Jian-Xun A bi-fidelity surrogate modeling approach for uncertainty propagation in three-dimensional hemodynamic simulations. (English) Zbl 1442.76163 Comput. Methods Appl. Mech. Eng. 366, Article ID 113047, 22 p. (2020). MSC: 76Z05 92-10 92C35 PDFBibTeX XMLCite \textit{H. Gao} et al., Comput. Methods Appl. Mech. Eng. 366, Article ID 113047, 22 p. (2020; Zbl 1442.76163) Full Text: DOI arXiv
Kast, Mariella; Guo, Mengwu; Hesthaven, Jan S. A non-intrusive multifidelity method for the reduced order modeling of nonlinear problems. (English) Zbl 1442.65094 Comput. Methods Appl. Mech. Eng. 364, Article ID 112947, 28 p. (2020). MSC: 65H10 68T05 PDFBibTeX XMLCite \textit{M. Kast} et al., Comput. Methods Appl. Mech. Eng. 364, Article ID 112947, 28 p. (2020; Zbl 1442.65094) Full Text: DOI
Sun, Luning; Gao, Han; Pan, Shaowu; Wang, Jian-Xun Surrogate modeling for fluid flows based on physics-constrained deep learning without simulation data. (English) Zbl 1442.76096 Comput. Methods Appl. Mech. Eng. 361, Article ID 112732, 25 p. (2020). MSC: 76M99 65Z05 76Z05 PDFBibTeX XMLCite \textit{L. Sun} et al., Comput. Methods Appl. Mech. Eng. 361, Article ID 112732, 25 p. (2020; Zbl 1442.76096) Full Text: DOI arXiv
Lee, Taeksang; Bilionis, Ilias; Buganza Tepole, Adrian Propagation of uncertainty in the mechanical and biological response of growing tissues using multi-fidelity Gaussian process regression. (English) Zbl 1441.74128 Comput. Methods Appl. Mech. Eng. 359, Article ID 112724, 22 p. (2020). MSC: 74L15 92C10 PDFBibTeX XMLCite \textit{T. Lee} et al., Comput. Methods Appl. Mech. Eng. 359, Article ID 112724, 22 p. (2020; Zbl 1441.74128) Full Text: DOI Link
Yang, Xiu; Zhu, Xueyu; Li, Jing When bifidelity meets cokriging: an efficient physics-informed multifidelity method. (English) Zbl 07163355 SIAM J. Sci. Comput. 42, No. 1, A220-A249 (2020). MSC: 62-08 42C05 60G15 62F15 41A10 PDFBibTeX XMLCite \textit{X. Yang} et al., SIAM J. Sci. Comput. 42, No. 1, A220--A249 (2020; Zbl 07163355) Full Text: DOI arXiv
Biehler, Jonas; Mäck, Markus; Nitzler, Jonas; Hanss, Michael; Koutsourelakis, Phaedon-Stelios; Wall, Wolfgang A. Multifidelity approaches for uncertainty quantification. (English) Zbl 07777955 GAMM-Mitt. 42, No. 2, Article ID e201900008, 19 p. (2019). MSC: 65Mxx 65Nxx 62-XX PDFBibTeX XMLCite \textit{J. Biehler} et al., GAMM-Mitt. 42, No. 2, Article ID e201900008, 19 p. (2019; Zbl 07777955) Full Text: DOI
Wei, Yunfei; Xiong, Shifeng Bayesian integrative analysis for multi-fidelity computer experiments. (English) Zbl 1516.62658 J. Appl. Stat. 46, No. 11, 1973-1987 (2019). MSC: 62-XX PDFBibTeX XMLCite \textit{Y. Wei} and \textit{S. Xiong}, J. Appl. Stat. 46, No. 11, 1973--1987 (2019; Zbl 1516.62658) Full Text: DOI
Serani, A.; Pellegrini, R.; Wackers, J.; Jeanson, C.-E.; Queutey, P.; Visonneau, M.; Diez, M. Adaptive multi-fidelity sampling for CFD-based optimisation via radial basis function metamodels. (English) Zbl 07474493 Int. J. Comput. Fluid Dyn. 33, No. 6-7, 237-255 (2019). MSC: 65-XX 76-XX PDFBibTeX XMLCite \textit{A. Serani} et al., Int. J. Comput. Fluid Dyn. 33, No. 6--7, 237--255 (2019; Zbl 07474493) Full Text: DOI
Grigo, Constantin; Koutsourelakis, Phaedon-Stelios A physics-aware, probabilistic machine learning framework for coarse-graining high-dimensional systems in the small data regime. (English) Zbl 1453.62414 J. Comput. Phys. 397, Article ID 108842, 30 p. (2019). MSC: 62F15 68T05 76S05 PDFBibTeX XMLCite \textit{C. Grigo} and \textit{P.-S. Koutsourelakis}, J. Comput. Phys. 397, Article ID 108842, 30 p. (2019; Zbl 1453.62414) Full Text: DOI arXiv
Yang, Xiu; Barajas-Solano, David; Tartakovsky, Guzel; Tartakovsky, Alexandre M. Physics-informed cokriging: a Gaussian-process-regression-based multifidelity method for data-model convergence. (English) Zbl 1453.62651 J. Comput. Phys. 395, 410-431 (2019). MSC: 62M10 PDFBibTeX XMLCite \textit{X. Yang} et al., J. Comput. Phys. 395, 410--431 (2019; Zbl 1453.62651) Full Text: DOI arXiv
Zhu, Yinhao; Zabaras, Nicholas; Koutsourelakis, Phaedon-Stelios; Perdikaris, Paris Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data. (English) Zbl 1452.68172 J. Comput. Phys. 394, 56-81 (2019). MSC: 68T07 35B30 65N75 76S05 PDFBibTeX XMLCite \textit{Y. Zhu} et al., J. Comput. Phys. 394, 56--81 (2019; Zbl 1452.68172) Full Text: DOI arXiv
Sahli Costabal, Francisco; Perdikaris, Paris; Kuhl, Ellen; Hurtado, Daniel E. Multi-fidelity classification using Gaussian processes: accelerating the prediction of large-scale computational models. (English) Zbl 1442.62008 Comput. Methods Appl. Mech. Eng. 357, Article ID 112602, 16 p. (2019). MSC: 62-08 62H30 PDFBibTeX XMLCite \textit{F. Sahli Costabal} et al., Comput. Methods Appl. Mech. Eng. 357, Article ID 112602, 16 p. (2019; Zbl 1442.62008) Full Text: DOI arXiv
Cheng, Kai; Lu, Zhenzhou; Zhen, Ying Multi-level multi-fidelity sparse polynomial chaos expansion based on Gaussian process regression. (English) Zbl 1441.60003 Comput. Methods Appl. Mech. Eng. 349, 360-377 (2019). MSC: 60-08 60G15 65C30 PDFBibTeX XMLCite \textit{K. Cheng} et al., Comput. Methods Appl. Mech. Eng. 349, 360--377 (2019; Zbl 1441.60003) Full Text: DOI
Yin, Minglang; Yazdani, Alireza; Karniadakis, George Em One-dimensional modeling of fractional flow reserve in coronary artery disease: uncertainty quantification and Bayesian optimization. (English) Zbl 1441.76150 Comput. Methods Appl. Mech. Eng. 353, 66-85 (2019). MSC: 76Z05 92B15 76M10 PDFBibTeX XMLCite \textit{M. Yin} et al., Comput. Methods Appl. Mech. Eng. 353, 66--85 (2019; Zbl 1441.76150) Full Text: DOI
Sahli Costabal, Francisco; Matsuno, Kristen; Yao, Jiang; Perdikaris, Paris; Kuhl, Ellen Machine learning in drug development: characterizing the effect of 30 drugs on the QT interval using Gaussian process regression, sensitivity analysis, and uncertainty quantification. (English) Zbl 1440.62371 Comput. Methods Appl. Mech. Eng. 348, 313-333 (2019). MSC: 62P10 62G08 PDFBibTeX XMLCite \textit{F. Sahli Costabal} et al., Comput. Methods Appl. Mech. Eng. 348, 313--333 (2019; Zbl 1440.62371) Full Text: DOI
Kou, Jiaqing; Zhang, Weiwei Multi-fidelity modeling framework for nonlinear unsteady aerodynamics of airfoils. (English) Zbl 1481.76130 Appl. Math. Modelling 76, 832-855 (2019). MSC: 76G25 62M10 62M45 74F10 PDFBibTeX XMLCite \textit{J. Kou} and \textit{W. Zhang}, Appl. Math. Modelling 76, 832--855 (2019; Zbl 1481.76130) Full Text: DOI
Chen, Liming; Qiu, Haobo; Gao, Liang; Jiang, Chen; Yang, Zan A screening-based gradient-enhanced Kriging modeling method for high-dimensional problems. (English) Zbl 1470.74069 Appl. Math. Modelling 69, 15-31 (2019). MSC: 74S99 74P10 76N25 PDFBibTeX XMLCite \textit{L. Chen} et al., Appl. Math. Modelling 69, 15--31 (2019; Zbl 1470.74069) Full Text: DOI
Nachar, Stéphane; Boucard, Pierre-Alain; Néron, David; Bordeu, Felipe Coupling multi-fidelity Kriging and model-order reduction for the construction of virtual charts. (English) Zbl 1468.74088 Comput. Mech. 64, No. 6, 1685-1697 (2019). MSC: 74S99 74C10 PDFBibTeX XMLCite \textit{S. Nachar} et al., Comput. Mech. 64, No. 6, 1685--1697 (2019; Zbl 1468.74088) Full Text: DOI HAL
Labopin-Richard, Tatiana; Gamboa, Fabrice; Garivier, Aurélien; Stenger, Jérôme Conditional quantile sequential estimation for stochastic codes. (English) Zbl 1425.62119 J. Stat. Theory Pract. 13, No. 4, Paper No. 55, 40 p. (2019). MSC: 62L12 62L20 62G32 62G08 PDFBibTeX XMLCite \textit{T. Labopin-Richard} et al., J. Stat. Theory Pract. 13, No. 4, Paper No. 55, 40 p. (2019; Zbl 1425.62119) Full Text: DOI arXiv
Yang, Yibo; Perdikaris, Paris Conditional deep surrogate models for stochastic, high-dimensional, and multi-fidelity systems. (English) Zbl 1471.74074 Comput. Mech. 64, No. 2, 417-434 (2019). MSC: 74S60 74H99 68T05 PDFBibTeX XMLCite \textit{Y. Yang} and \textit{P. Perdikaris}, Comput. Mech. 64, No. 2, 417--434 (2019; Zbl 1471.74074) Full Text: DOI arXiv
Grigo, Constantin; Koutsourelakis, Phaedon-Stelios Bayesian model and dimension reduction for uncertainty propagation: applications in random media. (English) Zbl 1422.62377 SIAM/ASA J. Uncertain. Quantif. 7, 292-323 (2019). MSC: 62P30 62C10 65C20 35R60 PDFBibTeX XMLCite \textit{C. Grigo} and \textit{P.-S. Koutsourelakis}, SIAM/ASA J. Uncertain. Quantif. 7, 292--323 (2019; Zbl 1422.62377) Full Text: DOI arXiv
Marque-Pucheu, Sophie; Perrin, Guillaume; Garnier, Josselin Efficient sequential experimental design for surrogate modeling of nested codes. (English) Zbl 1420.62355 ESAIM, Probab. Stat. 23, 245-270 (2019). MSC: 62L05 60G15 62M20 PDFBibTeX XMLCite \textit{S. Marque-Pucheu} et al., ESAIM, Probab. Stat. 23, 245--270 (2019; Zbl 1420.62355) Full Text: DOI arXiv
Bostanabad, Ramin; Liang, Biao; Gao, Jiaying; Liu, Wing Kam; Cao, Jian; Zeng, Danielle; Su, Xuming; Xu, Hongyi; Li, Yang; Chen, Wei Uncertainty quantification in multiscale simulation of woven fiber composites. (English) Zbl 1440.74102 Comput. Methods Appl. Mech. Eng. 338, 506-532 (2018). MSC: 74E30 74-10 60-08 PDFBibTeX XMLCite \textit{R. Bostanabad} et al., Comput. Methods Appl. Mech. Eng. 338, 506--532 (2018; Zbl 1440.74102) Full Text: DOI Link
Bonfiglio, L.; Perdikaris, P.; Brizzolara, S.; Karniadakis, G. E. Multi-fidelity optimization of super-cavitating hydrofoils. (English) Zbl 1439.74256 Comput. Methods Appl. Mech. Eng. 332, 63-85 (2018). MSC: 74P10 65K10 76B10 PDFBibTeX XMLCite \textit{L. Bonfiglio} et al., Comput. Methods Appl. Mech. Eng. 332, 63--85 (2018; Zbl 1439.74256) Full Text: DOI
Tripathy, Rohit K.; Bilionis, Ilias Deep UQ: learning deep neural network surrogate models for high dimensional uncertainty quantification. (English) Zbl 1419.68084 J. Comput. Phys. 375, 565-588 (2018). MSC: 68T05 35R60 65N99 PDFBibTeX XMLCite \textit{R. K. Tripathy} and \textit{I. Bilionis}, J. Comput. Phys. 375, 565--588 (2018; Zbl 1419.68084) Full Text: DOI arXiv
Zhang, Dongkun; Yang, Liu; Karniadakis, George Em Bi-directional coupling between a PDE-domain and an adjacent data-domain equipped with multi-fidelity sensors. (English) Zbl 1416.65047 J. Comput. Phys. 374, 121-134 (2018). MSC: 65C60 62M10 35G05 35J05 PDFBibTeX XMLCite \textit{D. Zhang} et al., J. Comput. Phys. 374, 121--134 (2018; Zbl 1416.65047) Full Text: DOI
Xiao, Manyu; Zhang, Guohua; Breitkopf, Piotr; Villon, Pierre; Zhang, Weihong Extended co-Kriging interpolation method based on multi-fidelity data. (English) Zbl 1426.76199 Appl. Math. Comput. 323, 120-131 (2018). MSC: 76G25 76M25 00A71 PDFBibTeX XMLCite \textit{M. Xiao} et al., Appl. Math. Comput. 323, 120--131 (2018; Zbl 1426.76199) Full Text: DOI
Mu, Weiyan; Wei, Qiuyue; Cui, Dongli; Xiong, Shifeng Best linear unbiased prediction for multifidelity computer experiments. (English) Zbl 1428.62323 Math. Probl. Eng. 2018, Article ID 8525736, 7 p. (2018). MSC: 62J05 62F15 62K10 PDFBibTeX XMLCite \textit{W. Mu} et al., Math. Probl. Eng. 2018, Article ID 8525736, 7 p. (2018; Zbl 1428.62323) Full Text: DOI
Bertram, Anna; Zimmermann, Ralf Theoretical investigations of the new cokriging method for variable-fidelity surrogate modeling. Well-posedness and maximum likelihood training. (English) Zbl 1405.62120 Adv. Comput. Math. 44, No. 6, 1693-1716 (2018). MSC: 62M20 60G15 62K20 65C20 62P30 65D15 PDFBibTeX XMLCite \textit{A. Bertram} and \textit{R. Zimmermann}, Adv. Comput. Math. 44, No. 6, 1693--1716 (2018; Zbl 1405.62120) Full Text: DOI
Drovandi, Christopher C.; Moores, Matthew T.; Boys, Richard J. Accelerating pseudo-marginal MCMC using Gaussian processes. (English) Zbl 1469.62057 Comput. Stat. Data Anal. 118, 1-17 (2018). MSC: 62-08 62F15 62P10 PDFBibTeX XMLCite \textit{C. C. Drovandi} et al., Comput. Stat. Data Anal. 118, 1--17 (2018; Zbl 1469.62057) Full Text: DOI Link