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| 1 | Plasmonic nanostructure design and characterization via Deep Learning显示文摘Nanophotonics,the field that merges photonics and nanotechnology,has in recent years revolutionized the field of optics by enabling the manipulation of light–matter interactions with subwavelength structures.However,despite the many advances in this field,the design,fabrication and characterization has remained widely an iterative process in which the designer guesses a structure and solves the Maxwell’s equations for it.In contrast,the inverse problem,i.e.,obtaining a geometry for a desired electromagnetic response,remains a challenging and time-consuming task within the boundaries of very specific assumptions.Here,we experimentally demonstrate that a novel Deep Neural Network trained with thousands of synthetic experiments is not only able to retrieve subwavelength dimensions from solely farfield measurements but is also capable of directly addressing the inverse problem.Our approach allows the rapid design and characterization of metasurface-based optical elements as well as optimal nanostructures for targeted chemicals and biomolecules,which are critical for sensing,imaging and integrated spectroscopy applications. | Itzik Malkiel Michael Mrejen Achiya Nagler Uri Arieli Lior Wolf Haim Suchowski | 2018 | Light(Science & Applications)2018，7，1： | 25 |
| 2 | Returns From Investing in Equity Mutual Funds 1971 to 1991显示文摘 | | 1995 | Journal of Finance1995，50，2： | 1 |
| 3 | Allergy to human seminal fluid:characterization of the allergen and experience with immunotherapy显示文摘 | Ohman JL Jr Malkiel S Lewis S | 1990 | J Allergy Clin Immunol1990，85，： | 1 |
| 4 | Have Individual Stocks Become More Volatile? An Empirical Exploration of Idiosyncratic Risk 显示文摘 | Campbell J Y Martin Lettau Burton G Malkiel and Yexiao Xu | 2001 | Journal of Finance2001，56，： | 1 |
| 5 | The three-dimensional flow field generated by a feeding calanoid copepod measured using digital holography 显示文摘 | Malkiel E Sheng J Katz J | 2003 | Journal of Experimental Biology(S0022-0949)2003，206，： | 1 |
| 6 | Investigating the effect of idiosyncratic volatility 显示文摘 | Xu Y X Burton G Malkiel | 2003 | Journal of Business2003，，76： | 1 |
| 7 | Efficient Capital Markets:A Review of Theory and Empirical Work显示文摘 | Malkiel B G Fama E F | 1970 | Journal of Finance1970，25，2： | 1 |
| 8 | Efficient capital markets: A review of theory and empirical work 显示文摘 | Malkiel B G Fama E F | 1970 | The journal of Finance1970，25，2： | 1 |
| 9 | 'Efficient Capital Markets:A Review Of Theory And Empirical Work*显示文摘 | Malkiel Burton G Eugene F.Fama | | 0，，02： | 1 |
| 10 | The Valuation of Closed-end Investment-company Shares显示文摘 | Malkiel Burton G | 1977 | Journal of Finance1977，32，： | 1 |
| 11 | Digital holographic microscope for measuring three- dimensional particle distributions and motions显示文摘 | SHENG J MALKIEL E KATZ J | 2006 | Appl Opt2006，45，16： | 1 |
| 12 | Digital holographic microscope for measuring three-dimensional particle distributions and motions显示文摘 | J Sheng E Malkiel J Katz | 2006 | Appl Opt2006，45，16： | 1 |
| 13 | Measurements of plankton distribution in the ocean using submersible hologra phy显示文摘 | Edwin Malkiel Omar Alquaddoomi Joseph Katz | 1999 | Meas Sci Technol1999，10，： | 1 |
| 14 | Efficient capital markets:A review of theory and empirical work显示文摘 | Malkiel B G Fama E F | 1970 | The journal of Finance1970，25，2： | 1 |
| 15 | The efficient market hypothesis and its critics显示文摘 | Malkiel B G | 2003 | Journal of Economic Perspectives2003，17，： | 1 |
| 16 | Equity Yields, Growth, and the Structure of Share Prices显示文摘 | Malkiel Burton G | 1963 | American Economic Review1963，53，5： | 1 |
| 17 | Transition in a separation bubble 显示文摘 | MALKIEL E MAYLE R E | 1996 | Transactions of the ASME1996，188，： | 1 |
| 18 | Using digital hol- ographic microscopy for simultaneous measurements of3D near wall velocity and wall shear stress in a turbu- lent boundary layer 显示文摘 | SHENG J MALKIEL E KATZ J | 2008 | Exp Fluids2008，45，6： | 1 |
| 19 | The valuation of convertible securities 显示文摘 | Baumol W J Malkiel B G Quandt R E | 1966 | Quarterly Journal of Economics1966，，： | 1 |
| 20 | Autoimmune,myocarditis does not require B cells for antigen presentation显示文摘 | MALKIEL S FACTOR S DIAMOND B | 1999 | J Immunol1999，163，10： | 1 |
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