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| 1 | Active learning of deep surrogates for PDEs:application to metasurface design显示文摘Surrogate models for partial differential equations are widely used in the design of metamaterials to rapidly evaluate the behavior of composable components.However,the training cost of accurate surrogates by machine learning can rapidly increase with the number of variables.For photonic-device models,we find that this training becomes especially challenging as design regions grow larger than the optical wavelength.We present an active-learning algorithm that reduces the number of simulations required by more than an order of magnitude for an NN surrogate model of optical-surface components compared to uniform random samples.Results show that the surrogate evaluation is over two orders of magnitude faster than a direct solve,and we demonstrate how this can be exploited to accelerate large-scale engineering optimization. | Raphaël Pestourie Youssef Mroueh Thanh V.Nguyen Payel Das Steven G.Johnson | 2020 | npj Computational Materials2020，，1： | 2 |
| 2 | Microstrucmre and Compression Behaviour in the Semisolid State of Short-fiber-reinforced A356 Aluminum Alloys显示文摘 | Thanh L Sue'ry M | 1995 | Materials Science and Engineering A1995，196，： | 1 |
| 3 | Microstructure and compression behaviour in the semisolid state of short-fibre reinforced A356 aluminium alloys显示文摘 | NGUYEN SUERY M | 1995 | Materials Science and Engineering A1995，196，： | 1 |
| 4 | Developmental pathway for biofilm formation in curli-producing Escherichia coli strains: role of flagella, curli and colanic acid显示文摘 | CLAIRE P C GERARD P THANH T L | 2000 | Environ Mierobiol2000，2，4： | 1 |
| 5 | Observation of the phase formation in TiO2 nano thin film by Raman scattering显示文摘 | HONG L V LE N T H THANH N C | 2005 | J Raman Spec2005，36，： | 1 |
| 6 | Determination of sulphite in wine by flow injection analysis with indirect electrochemical detection 显示文摘 | Thanh N T K Decnop W L G Kok W T | 1994 | Fresenius J Anal Chem1994，349，： | 1 |
| 7 | Microbial diversity of traditional Vietnamese alcohol fermentation starters (banh men) as determined by PCR-mediated DGGE 显示文摘 | Thanh V N Mai L T Tuan D A | 2008 | International Journal of Food Microbiology2008，128，2： | 1 |
| 8 | Volatile constit- uents of Vietnamese purnrnelo, orange, tangerine and lime peel oils 显示文摘 | Minh Tu N T Thanh L X Une A | 2002 | Flavour and Fragrance Journal2002，17，3： | 1 |
| 9 | Antibiotic resistance in Gram-negative bacteria isolated from fanned catWsh 显示文摘 | SAMIRA S HOANG N K LE THANH H J L | 2007 | Food Control2007，18，： | 1 |
| 10 | The diabetic foot: Areview显示文摘 | Riccoo JB Thanh Phong L Schneider F | 2013 | J Cardiovasc Surg2013，54，6： | 1 |
| 11 | Determination ofsulphite in wine by flow injection analysis with indirect electrochemicaldetection显示文摘 | THANH N T K DECNOP W L G KOK W T | 1994 | Fresenius J Anal Chem1994，349，： | 1 |
| 12 | Microstructure and compression behavior in the semisolid state of shortfiber A356 aluminum alloys 显示文摘 | Nguyen Thanh L Suery M | 1995 | Material Science and Engering1995，196，： | 1 |
| 13 | The gray-shanked douc:survey result from Tien Phuoc,Quang Nam,Vietnam显示文摘 | Lippold L K Thanh V N | 2002 | Asian Primates2002，8，1： | 1 |
| 14 | Surface activity of commercial food grade modified starches显示文摘 | Prochaska K Kedziora P Thanh J L | 2007 | Colloids and Surfaces B:Biointerfaces2007，60，2： | 1 |
| 15 | 显示文摘 | Thanh V L Yam V Boucaud P | 1999 | Phys Rev B1999，60，8： | 1 |
| 16 | Molecular systematics of Indochinese primates显示文摘 | Roos C Thanh VN Walter L Nadler T | | 0，，： | 1 |
| 17 | Plasma-assisted electrochemical exfoliation of graphite for rapid produc tion of graphene sheets显示文摘 | Van Thanh D Li L J Chu C W | 2014 | RSC Advances2014，4，14： | 1 |
| 18 | State observers with random sampling times and convergence analysis of double indexed and randomlyweighted sums of mixing processes显示文摘 | L V Thanh G Yin L Wang | | 0，，01： | 1 |
| 19 | On Partial Transmit Sequences for PAR Reduction in OFDM Systems显示文摘 | THANH N T LAMPE L | 2008 | IEEE wireless Communication2008，2，2： | 1 |
| 20 | Volatile constituents of Vietnamese pummelo,orange,tangerine and lime peel oils显示文摘 | Minh Tu N T Thanh L X Une A | 2002 | Flavour Fragr J2002，17，： | 1 |
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