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| 1 | Physics-informed neural networks(PINNs)for fluidmechanics:a review显示文摘Despite the significant progress over the last 50 years in simulating flow problems using numerical discretization of the Navier–Stokes equations(NSE),we still cannot incorporate seamlessly noisy data into existing algorithms,mesh-generation is complex,and we cannot tackle high-dimensional problems governed by parametrized NSE.Moreover,solving inverse flow problems is often prohibitively expensive and requires complex and expensive formulations and new computer codes.Here,we review flow physics-informed learning,integrating seamlessly data and mathematical models,and implement them using physics-informed neural networks(PINNs).We demonstrate the effectiveness of PINNs for inverse problems related to three-dimensional wake flows,supersonic flows,and biomedical flows. | Shengze Cai Zhiping Mao Zhicheng Wang Minglang Yin George Em Karniadakis | 2021 | Acta Mechanica Sinica2021，37，12： | 7 |
| 2 | Mechanism of frost heave by film water migration under temperature gradient显示文摘IT is well known that there exists unfrozen film water in frozen soils due to the action of sur-face energy among soil particles and frost heave occurs by water migration under the tempera-ture gradient. The problem is how to determine the amount of frost heave quantitatively. The amount of frost heave induced by ice segregation can be calculated by the following e-quations: | Xu, XZ Wang, JC Zhang, LX Deng, YS Chuvilin, EM Yershov, ED Ishizaki, T Fukuda, M | 1997 | Chinese Science Bulletin1997，42，15： | 6 |
| 3 | Overexpression of transforming growth factor-alpha causes liver enlargement and increased hepatocyte proliferation in transgenic mice 显示文摘 | WEBBER EM WU JC WANG L | 1994 | Am J Pathol1994，145，： | 1 |
| 4 | Correlation between vision- and health- related quality of life scores显示文摘 | Swamy BN Chia EM Wang JJ | 2009 | Aeta Ophthalmal2009，87，3： | 1 |
| 5 | Imbalance of desmoplastic stromal cell numbers drives aggressive cancer processes显示文摘 | Raghu Kadaba Hanna Birke Jun Wang Steven Hooper Claudia D Andl Francesco Di Maggio Erdinc Soylu Mohammed Ghallab Daniel Bor Fieke EM Froeling Satyajit Bhattacharya Anil K Rustgi Erik Sahai Claude Chelala Peter Sasieni Hemant M Kocher | 2013 | J. Pathol2013，，1： | 1 |
| 6 | Androgen receptor and prostate specific antigen gene poiymorphisms and breast Cancer in African American women显示文摘 | Wang W John EM Ingles SA | 2005 | Cancer Epidemiol BiomarkersPrev2005，14，12： | 1 |
| 7 | Early induction and augmentation of parasitic antigan specific antibody-producing B lymph C ytes in the non-Peyer's patch region of the small intestine显示文摘 | Wang CH Ricbards EM Block RD | 1998 | Front Biosci1998，1，3： | 1 |
| 8 | Reduced maternal serum concentrations of angiopoiefin-2 in the first trimester precede intrauterine growth restriction associated with placental insufficiency 显示文摘 | Wang Y Tasevski V Wallace EM | 2007 | BJOG2007，114，11： | 1 |
| 9 | Rapid anti-helminthic response of B lymphocytes in the intestina I mucosal tissues of rats显示文摘 | Wang CH Richards EM Bell RG | 1999 | Cell lmmunol1999，193，1： | 1 |
| 10 | Design,synthesis,and biological evaluation of semicarbazide-sensitive amine oxidase (SSAO) inhibitors with anti-inflammatory activity显示文摘 | Wang EY Gao H Salter-Cid L Zhang J Huang L Podar EM | 2006 | J Med Chem2006，49，7： | 1 |
| 11 | Involvement of Na ^+/H ^+ exchanger in hypoxia/re - oxygenation - reduced neonatal rat cardiomyocyte apoptosis 显示文摘 | Sun HY Wang NP Halkos EM | 2003 | Eur J Biochem2003，486，2： | 1 |
| 12 | Anti-inflammatory effects of LJP 1586,an amine-based inhibitor of semicarbazide-sensitive amine oxidase activity显示文摘 | O′Rourke AM Wang EY Miller A Podar EM Scheyhing K Huang L | 2008 | J Pharmacol Exp Ther2008，324，2： | 1 |
| 13 | Gamma knife radiosurgery as a primary treatment for prolactinomas显示文摘 | Pan L Zhang N Wang EM | 2000 | J Neurosurg2000，93，3： | 1 |
| 14 | Overexpression of transforming growth factor-alpha causes liver enlargement and increased hepatocyteproliferation in transgenic mice显示文摘 | Webber EM Wu JC Wang L | 1994 | Am J Pathol1994，145，2： | 1 |
| 15 | Induction of poly (ADP-ribose) polymerase-1 cleavage by antitumor triptycene bisquinones in wild-type and daunorubicin-resistant HL-60 cell lines显示文摘 | Wang Y Perchellet EM Tamura M | 2002 | Cancer Lett2002，188，12： | 1 |
| 16 | Gamma knife radiosurgery as a primary treatment for prolactinomas 显示文摘 | Pan L Zhang N Wang EM | 2002 | J Neurosurg2002，93，3： | 1 |
| 17 | Muli-detector row computed tomographic appearance of celiac ganglia 显示文摘 | Wang ZJ Webb EM Westphalen AC | 2010 | J Comput Assist Tomogr2010，34，6： | 1 |
| 18 | The emerging role of microRNA in regulation of endotoxin tolerance显示文摘 | Quinn EM Wang J Redmond HP | 2012 | Leukoc Biol2012，91，5： | 1 |
| 19 | Hearing impairment and health-related quality of life: the blue mountains hearing study显示文摘 | Chia EM Wang JJ Roehtchina E | 2007 | Ear Hear2007，28，： | 1 |
| 20 | Gene transfer into mouse lyoma cells by electroporation in high electric fields显示文摘 | Neumann EM Schaefer-Ridder Y Wang PH | 1982 | EMBO J1982，1，7： | 1 |
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