Multi-objective, robust constraints enforced global topology optimizer for optical devices
Abstract
A method for optimization of photonic devices is disclosed. The method includes receiving a set of unconstrained latent variables; mapping the set of unconstrained latent variables to a constrained space to generate a constrained device; calculating the permittivity across each element of the constrained device; determining a permittivity-constrained width gradient based at least partially on the permittivity across each element; and optimizing the set of unconstrained latent variables by at least partially using the permittivity-constrained width gradient.
- Inventors:
- Issue Date:
- Research Org.:
- Stanford Univ., CA (United States)
- Sponsoring Org.:
- USDOE
- OSTI Identifier:
- 2293764
- Patent Number(s):
- 11796794
- Application Number:
- 17/317,624
- Assignee:
- The Board of Trustees of the Leland Stanford Junior University (Stanford, CA)
- DOE Contract Number:
- AR0001212
- Resource Type:
- Patent
- Resource Relation:
- Patent File Date: 05/11/2021
- Country of Publication:
- United States
- Language:
- English
Citation Formats
Fan, Jonathan, Jiang, Jiaqi, and Chen, Mingkun. Multi-objective, robust constraints enforced global topology optimizer for optical devices. United States: N. p., 2023.
Web.
Fan, Jonathan, Jiang, Jiaqi, & Chen, Mingkun. Multi-objective, robust constraints enforced global topology optimizer for optical devices. United States.
Fan, Jonathan, Jiang, Jiaqi, and Chen, Mingkun. Tue .
"Multi-objective, robust constraints enforced global topology optimizer for optical devices". United States. https://www.osti.gov/servlets/purl/2293764.
@article{osti_2293764,
title = {Multi-objective, robust constraints enforced global topology optimizer for optical devices},
author = {Fan, Jonathan and Jiang, Jiaqi and Chen, Mingkun},
abstractNote = {A method for optimization of photonic devices is disclosed. The method includes receiving a set of unconstrained latent variables; mapping the set of unconstrained latent variables to a constrained space to generate a constrained device; calculating the permittivity across each element of the constrained device; determining a permittivity-constrained width gradient based at least partially on the permittivity across each element; and optimizing the set of unconstrained latent variables by at least partially using the permittivity-constrained width gradient.},
doi = {},
journal = {},
number = ,
volume = ,
place = {United States},
year = {2023},
month = {10}
}
Save to My Library
You must Sign In or Create an Account in order to save documents to your library.
Works referenced in this record:
Superconducting Optoelectronic Circuits for Neuromorphic Computing
journal, March 2017
- Shainline, Jeffrey M.; Buckley, Sonia M.; Mirin, Richard P.
- Physical Review Applied, Vol. 7, Issue 3
Generating, manipulating and measuring entanglement and mixture with a reconfigurable photonic circuit
journal, December 2011
- Shadbolt, P. J.; Verde, M. R.; Peruzzo, A.
- Nature Photonics, Vol. 6, Issue 1
Method and arrangement for implementing convolutional decoding
patent, April 2002
- Hamalainen, Ari Henrik; Henriksson, Jukka
- US Patent Document 6,374,385
Ultra-High-Efficiency Anomalous Refraction with Dielectric Metasurfaces
journal, March 2018
- Sell, David; Yang, Jianji; Wang, Evan W.
- ACS Photonics, Vol. 5, Issue 6
Global Optimization of Dielectric Metasurfaces Using a Physics-Driven Neural Network
journal, July 2019
- Jiang, Jiaqi; Fan, Jonathan A.
- Nano Letters, Vol. 19, Issue 8
Perfect optics with imperfect components
journal, January 2015
- Miller, David A. B.
- Optica, Vol. 2, Issue 8
Freeform metasurface design based on topology optimization
journal, March 2020
- Fan, Jonathan A.
- MRS Bulletin, Vol. 45, Issue 3
Dielectric metasurfaces for complete control of phase and polarization with subwavelength spatial resolution and high transmission
journal, August 2015
- Arbabi, Amir; Horie, Yu; Bagheri, Mahmood
- Nature Nanotechnology, Vol. 10, Issue 11, p. 937-943
Monolayer graphene as a saturable absorber in a mode-locked laser
journal, December 2010
- Bao, Qiaoliang; Zhang, Han; Ni, Zhenhua
- Nano Research, Vol. 4, Issue 3
Training of photonic neural networks through in situ backpropagation and gradient measurement
journal, January 2018
- Hughes, Tyler W.; Minkov, Momchil; Shi, Yu
- Optica, Vol. 5, Issue 7
Multiphoton quantum interference in a multiport integrated photonic device
journal, January 2013
- Metcalf, Benjamin J.; Thomas-Peter, Nicholas; Spring, Justin B.
- Nature Communications, Vol. 4, Issue 1
Boson Sampling on a Photonic Chip
journal, December 2012
- Spring, J. B.; Metcalf, B. J.; Humphreys, P. C.
- Science, Vol. 339, Issue 6121
Unscrambling light—automatically undoing strong mixing between modes
journal, June 2017
- Annoni, Andrea; Guglielmi, Emanuele; Carminati, Marco
- Light: Science & Applications, Vol. 6, Issue 12
Training Deep Neural Networks in Situ with Neuromorphic Photonics
conference, September 2020
- Filipovich, Matthew J.; Guo, Zhimu; Marquez, Bicky A.
- 2020 IEEE Photonics Conference (IPC)
Metasurface optics for full-color computational imaging
journal, February 2018
- Colburn, Shane; Zhan, Alan; Majumdar, Arka
- Science Advances, Vol. 4, Issue 2
Hybrid computing using a neural network with dynamic external memory
journal, October 2016
- Graves, Alex; Wayne, Greg; Reynolds, Malcolm
- Nature, Vol. 538, Issue 7626
Controlling the minimal feature sizes in adjoint optimization of nanophotonic devices using b-spline surfaces
journal, February 2020
- Khoram, Erfan; Qian, Xiaoping; Yuan, Ming
- Optics Express, Vol. 28, Issue 5
Geometric phase coded metasurface: from polarization dependent directive electromagnetic wave scattering to diffusion-like scattering
journal, October 2016
- Chen, Ke; Feng, Yijun; Yang, Zhongjie
- Scientific Reports, Vol. 6, Issue 1
Broadcast and Weight: An Integrated Network For Scalable Photonic Spike Processing
journal, November 2014
- Tait, Alexander N.; Nahmias, Mitchell A.; Shastri, Bhavin J.
- Journal of Lightwave Technology, Vol. 32, Issue 21
High-efficiency, large-area, topology-optimized metasurfaces
journal, May 2019
- Phan, Thaibao; Sell, David; Wang, Evan W.
- Light: Science & Applications, Vol. 8, Issue 1
The spatial resolution limit of electron lithography
journal, October 1983
- Joy, David C.
- Microelectronic Engineering, Vol. 1, Issue 2
Fully-automated optimization of grating couplers
journal, January 2018
- Su, Logan; Trivedi, Rahul; Sapra, Neil V.
- Optics Express, Vol. 26, Issue 4
Microwave photonics combines two worlds
journal, June 2007
- Capmany, José; Novak, Dalma
- Nature Photonics, Vol. 1, Issue 6
Amplifier-Free Bias-Free Receiver Based on Low-Capacitance Nanophotodetector
journal, March 2018
- Nozaki, Kengo; Matsuo, Shinji; Shinya, Akihiko
- IEEE Journal of Selected Topics in Quantum Electronics, Vol. 24, Issue 2
Gradient-based learning applied to document recognition
journal, January 1998
- Lecun, Y.; Bottou, L.; Bengio, Y.
- Proceedings of the IEEE, Vol. 86, Issue 11
A 100 Gb/s transimpedance amplifier in 65 nm CMOS technology for optical communications
conference, June 2014
- Ahmed, Maruf N.; Chong, Joseph; Ha, Dong Sam
- 2014 IEEE International Symposium on Circuits and Systems (ISCAS)
Experimental demonstration of reservoir computing on a silicon photonics chip
journal, March 2014
- Vandoorne, Kristof; Mechet, Pauline; Van Vaerenbergh, Thomas
- Nature Communications, Vol. 5, Issue 1
Multilayer optical learning networks
journal, December 1987
- Wagner, Kelvin; Psaltis, Demetri
- Applied Optics, Vol. 26, Issue 23
Genetically optimized all-dielectric metasurfaces
journal, January 2017
- Egorov, Victor; Eitan, Michal; Scheuer, Jacob
- Optics Express, Vol. 25, Issue 3
Parallel photonic information processing at gigabyte per second data rates using transient states
journal, January 2013
- Brunner, Daniel; Soriano, Miguel C.; Mirasso, Claudio R.
- Nature Communications, Vol. 4, Issue 1
Adaptive Genetic Algorithm for Optical Metasurfaces Design
journal, July 2018
- Jafar-Zanjani, Samad; Inampudi, Sandeep; Mosallaei, Hossein
- Scientific Reports, Vol. 8, Issue 1
Apparatus and methods for optical neural network
patent, April 2019
- Harris, Nicholas C.; Carolan, Jacques Johannes; Prabhu, Mihika
- US Patent Document 10,268,232
Visible Light Metasurfaces Based on Single-Crystal Silicon
journal, October 2016
- Sell, David; Yang, Jianji; Doshay, Sage
- ACS Photonics, Vol. 3, Issue 10
Attojoule Optoelectronics for Low-Energy Information Processing and Communications
journal, February 2017
- Miller, David A. B.
- Journal of Lightwave Technology, Vol. 35, Issue 3
A super-oscillatory lens optical microscope for subwavelength imaging
journal, March 2012
- Rogers, Edward T. F.; Lindberg, Jari; Roy, Tapashree
- Nature Materials, Vol. 11, Issue 5
59-dBOmega 68-GHz Variable Gain-Bandwidth Differential Linear TIA in 0.7-µm InP DHBT for 400-Gb/s Optical Communication Systems
conference, October 2015
- Dupuy, Jean-Yves; Jorge, Filipe; Riet, Muriel
- 2015 IEEE Compound Semiconductor Integrated Circuit Symposium (CSICS)
High aspect ratio silicon etch: A review
journal, September 2010
- Wu, Banqiu; Kumar, Ajay; Pamarthy, Sharma
- Journal of Applied Physics, Vol. 108, Issue 5
Geometry projection method for optimizing photonic nanostructures
journal, December 2006
- Frei, W. R.; Tortorelli, D. A.; Johnson, H. T.
- Optics Letters, Vol. 32, Issue 1
Flat optics with designer metasurfaces
journal, February 2014
- Yu, Nanfang; Capasso, Federico
- Nature Materials, Vol. 13, Issue 2, p. 139-150
Arbitrary and Reconfigurable Optics – New Opportunities for Integrated Photonics
conference, January 2017
- Miller, David A. B.
- Frontiers in Optics 2017
Inverse Design of Photonic Crystals through Automatic Differentiation
journal, June 2020
- Minkov, Momchil; Williamson, Ian A. D.; Andreani, Lucio C.
- ACS Photonics, Vol. 7, Issue 7
Inverse Designed Metalenses with Extended Depth of Focus
journal, March 2020
- Bayati, Elyas; Pestourie, Raphaël; Colburn, Shane
- ACS Photonics, Vol. 7, Issue 4
Integrated microwave photonics: Integrated microwave photonics
journal, January 2013
- Marpaung, David; Roeloffzen, Chris; Heideman, René
- Laser & Photonics Reviews, Vol. 7, Issue 4
Large-scale nanophotonic phased array
journal, January 2013
- Sun, Jie; Timurdogan, Erman; Yaacobi, Ami
- Nature, Vol. 493, Issue 7431
Full-Stokes Imaging Polarimetry Using Dielectric Metasurfaces
journal, July 2018
- Arbabi, Ehsan; Kamali, Seyedeh Mahsa; Arbabi, Amir
- ACS Photonics, Vol. 5, Issue 8
Tunable Nonlinear Activation Functions for Optical Neural Networks
conference, January 2020
- Williamson, Ian A. D.; Hughes, Tyler W.; Minkov, Momchil
- Conference on Lasers and Electro-Optics
A 70 dBohm 2.3 GHz low noise transimpedance amplifier
conference, September 2013
- Jiao, Yang; Li, Weimin; Zhang, Dianwei
- 2013 IEEE Third International Conference on Consumer Electronics ¿ Berlin (ICCE-Berlin)
Robust design of topology-optimized metasurfaces
journal, January 2019
- Wang, Evan W.; Sell, David; Phan, Thaibao
- Optical Materials Express, Vol. 9, Issue 2
Simulator-based training of generative neural networks for the inverse design of metasurfaces
journal, November 2019
- Jiang, Jiaqi; Fan, Jonathan A.
- Nanophotonics, Vol. 9, Issue 5
A fully photonics-based coherent radar system
journal, March 2014
- Ghelfi, Paolo; Laghezza, Francesco; Scotti, Filippo
- Nature, Vol. 507, Issue 7492
Demonstration of a silicon photonic neural network
conference, July 2016
- Tait, Alexander N.; Zhou, Ellen; Wu, Allie X.
- 2016 IEEE Photonics Society Summer Topical Meeting Series (SUM)
Training and operation of an integrated neuromorphic network based on metal-oxide memristors
journal, May 2015
- Prezioso, M.; Merrikh-Bayat, F.; Hoskins, B. D.
- Nature, Vol. 521, Issue 7550
Metalenses at visible wavelengths: Diffraction-limited focusing and subwavelength resolution imaging
journal, June 2016
- Khorasaninejad, Mohammadreza; Chen, Wei Ting; Devlin, Robert C.
- Science, Vol. 352, Issue 6290
A high performance
photonic pulse processing device
journal, November 2009
- Rosenbluth, David; Kravtsov, Konstantin; Fok, Mable P.
- Optics Express, Vol. 17, Issue 25
Systems and methods for activation functions for photonic neural networks
patent, October 2022
- Hughes, Tyler William; Minkov, Momchil; Williamson, Ian A. D.
- US Patent Document 11,460,753
Arbitrary spin-to–orbital angular momentum conversion of light
journal, November 2017
- Devlin, Robert C.; Ambrosio, Antonio; Rubin, Noah A.
- Science, Vol. 358, Issue 6365
Adjoint shape optimization applied to electromagnetic design
journal, January 2013
- Lalau-Keraly, Christopher M.; Bhargava, Samarth; Miller, Owen D.
- Optics Express, Vol. 21, Issue 18
Fully analogue photonic reservoir computer
journal, March 2016
- Duport, François; Smerieri, Anteo; Akrout, Akram
- Scientific Reports, Vol. 6, Issue 1
Plasmonic nanostructure design and characterization via Deep Learning
journal, September 2018
- Malkiel, Itzik; Mrejen, Michael; Nagler, Achiya
- Light: Science & Applications, Vol. 7, Issue 1
Optimal design for universal multiport interferometers
journal, January 2016
- Clements, William R.; Humphreys, Peter C.; Metcalf, Benjamin J.
- Optica, Vol. 3, Issue 12
TCAD development for lithography resolution enhancement
journal, September 2001
- Liebmann, L. W.; Mansfield, S. M.; Wong, A. K.
- IBM Journal of Research and Development, Vol. 45, Issue 5
Deep-Learning-Enabled On-Demand Design of Chiral Metamaterials
journal, May 2018
- Ma, Wei; Cheng, Feng; Liu, Yongmin
- ACS Nano, Vol. 12, Issue 6
Adaptive optical networks using photorefractive crystals
journal, May 1988
- Psaltis, Demetri; Brady, David; Wagner, Kelvin
- Applied Optics, Vol. 27, Issue 9
Spike processing with a graphene excitable laser
journal, January 2016
- Shastri, Bhavin J.; Nahmias, Mitchell A.; Tait, Alexander N.
- Scientific Reports, Vol. 6, Issue 1
Large-Angle, Multifunctional Metagratings Based on Freeform Multimode Geometries
journal, May 2017
- Sell, David; Yang, Jianji; Doshay, Sage
- Nano Letters, Vol. 17, Issue 6
Self-aligning universal beam coupler
journal, January 2013
- Miller, David A. B.
- Optics Express, Vol. 21, Issue 5
Anderson localization of entangled photons in an integrated quantum walk
journal, March 2013
- Crespi, Andrea; Osellame, Roberto; Ramponi, Roberta
- Nature Photonics, Vol. 7, Issue 4
Nonlinear silicon-on-insulator waveguides for all-optical signal processing
journal, January 2007
- Koos, C.; Jacome, L.; Poulton, C.
- Optics Express, Vol. 15, Issue 10
Guaranteed global optimization of thin-film optical systems
journal, July 2019
- Azunre, Paul; Jean, Joel; Rotschild, Carmel
- New Journal of Physics, Vol. 21, Issue 7
Highly tunable refractive index visible-light metasurface from block copolymer self-assembly
journal, September 2016
- Kim, Ju Young; Kim, Hyowook; Kim, Bong Hoon
- Nature Communications, Vol. 7, Issue 1
Ultrasensitive terahertz sensing with high-Q Fano resonances in metasurfaces
journal, October 2014
- Singh, Ranjan; Cao, Wei; Al-Naib, Ibraheem
- Applied Physics Letters, Vol. 105, Issue 17, Article No. 171101
The DREAM: An Integrated Photonic Thresholder
journal, April 2013
- Tait, Alexander N.; Shastri, Bhavin J.; Fok, Mable P.
- Journal of Lightwave Technology, Vol. 31, Issue 8
Topology optimization for nano-photonics
journal, December 2010
- Jensen, J. S.; Sigmund, O.
- Laser & Photonics Reviews, Vol. 5, Issue 2
Maximum achievable aspect ratio in deep reactive ion etching of silicon due to aspect ratio dependent transport and the microloading effect
journal, January 2005
- Yeom, Junghoon; Wu, Yan; Selby, John C.
- Journal of Vacuum Science & Technology B: Microelectronics and Nanometer Structures, Vol. 23, Issue 6
Freeform Metagratings Based on Complex Light Scattering Dynamics for Extreme, High Efficiency Beam Steering
journal, October 2017
- Yang, Jianji; Sell, David; Fan, Jonathan A.
- Annalen der Physik, Vol. 530, Issue 1
Robust topology optimization of photonic crystal waveguides with tailored dispersion properties
journal, January 2011
- Wang, Fengwen; Jensen, Jakob S.; Sigmund, Ole
- Journal of the Optical Society of America B, Vol. 28, Issue 3
Setting up meshes of interferometers – reversed local light interference method
journal, January 2017
- Miller, David A. B.
- Optics Express, Vol. 25, Issue 23
Neural network based design of metagratings
journal, June 2018
- Inampudi, Sandeep; Mosallaei, Hossein
- Applied Physics Letters, Vol. 112, Issue 24
Learning with Deep Photonic Neural Networks
conference, December 2017
- Leelar, Bhawani Shankar; Shivaleela, E. S.; Srinivas, T.
- 2017 IEEE Workshop on Recent Advances in Photonics (WRAP)
Networks with trainable amplitude of activation functions
journal, May 2001
- Trentin, Edmondo
- Neural Networks, Vol. 14, Issue 4-5
Optical Neural Computers
journal, March 1987
- Abu-Mostafa, Yaser S.; Psaltis, Demetri
- Scientific American, Vol. 256, Issue 3
Light Propagation with Phase Discontinuities: Generalized Laws of Reflection and Refraction
journal, September 2011
- Yu, N.; Genevet, P.; Kats, M. A.
- Science, Vol. 334, Issue 6054
Methods and Systems for Optical Receivers
patent-application, November 2013
- Liboiron-Ladouceur, Odile; Sakib, Meer Nazmus
- US Patent Application 13/869145; 20130294782
Performing Mathematical Operations with Metamaterials
journal, January 2014
- Silva, A.; Monticone, F.; Castaldi, G.
- Science, Vol. 343, Issue 6167
Photonic information processing beyond Turing: an optoelectronic implementation of reservoir computing
journal, January 2012
- Larger, L.; Soriano, M. C.; Brunner, D.
- Optics Express, Vol. 20, Issue 3
High-Efficiency Dielectric Huygens’ Surfaces
journal, February 2015
- Decker, Manuel; Staude, Isabelle; Falkner, Matthias
- Advanced Optical Materials, Vol. 3, Issue 6, p. 813-820
Robust Freeform Metasurface Design Based on Progressively Growing Generative Networks
journal, June 2020
- Wen, Fufang; Jiang, Jiaqi; Fan, Jonathan A.
- ACS Photonics, Vol. 7, Issue 8
Periodic Dielectric Metasurfaces with High-Efficiency, Multiwavelength Functionalities
journal, October 2017
- Sell, David; Yang, Jianji; Doshay, Sage
- Advanced Optical Materials, Vol. 5, Issue 23
Topology optimization of photonic crystal structures: a high-bandwidth low-loss T-junction waveguide
journal, January 2005
- Jensen, Jakob S.; Sigmund, Ole
- Journal of the Optical Society of America B, Vol. 22, Issue 6
Self-consistent optical parameters of intrinsic silicon at 300K including temperature coefficients
journal, November 2008
- Green, Martin A.
- Solar Energy Materials and Solar Cells, Vol. 92, Issue 11
Neuromorphic photonic networks using silicon photonic weight banks
journal, August 2017
- Tait, Alexander N.; de Lima, Thomas Ferreira; Zhou, Ellen
- Scientific Reports, Vol. 7, Issue 1
Electron beam lithography: resolution limits and applications
journal, September 2000
- Vieu, C.; Carcenac, F.; Pépin, A.
- Applied Surface Science, Vol. 164, Issue 1-4
Beam Synthesis with Low-Bit Reflective Coding Metamaterial Antenna: Theoretical and Experimental Results
journal, January 2018
- Wu, Qinhao; Cheng, Yongqiang; Li, Xiang
- International Journal of Antennas and Propagation, Vol. 2018
Implementation of on-chip multi-channel focusing wavelength demultiplexer with regularized digital metamaterials
journal, November 2019
- Huang, Jie; Yang, Junbo; Chen, Dingbo
- Nanophotonics, Vol. 9, Issue 1
Neuromorphic Photonic Integrated Circuits
journal, November 2018
- Peng, Hsuan-Tung; Nahmias, Mitchell A.; de Lima, Thomas Ferreira
- IEEE Journal of Selected Topics in Quantum Electronics, Vol. 24, Issue 6
Inverse design and demonstration of a compact and broadband on-chip wavelength demultiplexer
journal, May 2015
- Piggott, Alexander Y.; Lu, Jesse; Lagoudakis, Konstantinos G.
- Nature Photonics, Vol. 9, Issue 6, p. 374-377
Metasurface holograms reaching 80% efficiency
journal, February 2015
- Zheng, Guoxing; Mühlenbernd, Holger; Kenney, Mitchell
- Nature Nanotechnology, Vol. 10, Issue 4, p. 308-312
Robust topology optimization accounting for spatially varying manufacturing errors
journal, December 2011
- Schevenels, M.; Lazarov, B. S.; Sigmund, O.
- Computer Methods in Applied Mechanics and Engineering, Vol. 200, Issue 49-52
Review of numerical optimization techniques for meta-device design [Invited]
journal, January 2019
- Campbell, Sawyer D.; Sell, David; Jenkins, Ronald P.
- Optical Materials Express, Vol. 9, Issue 4
A comparative study of GPU programming models and architectures using neural networks
journal, May 2011
- Pallipuram, Vivek K.; Bhuiyan, Mohammad; Smith, Melissa C.
- The Journal of Supercomputing, Vol. 61, Issue 3
Analysis of material selection on dielectric metasurface performance
journal, January 2017
- Yang, Jianji; Fan, Jonathan A.
- Optics Express, Vol. 25, Issue 20
Nanophotonic particle simulation and inverse design using artificial neural networks
journal, June 2018
- Peurifoy, John; Shen, Yichen; Jing, Li
- Science Advances, Vol. 4, Issue 6
A million spiking-neuron integrated circuit with a scalable communication network and interface
journal, August 2014
- Merolla, P. A.; Arthur, J. V.; Alvarez-Icaza, R.
- Science, Vol. 345, Issue 6197
Integrated multimode interferometers with arbitrary designs for photonic boson sampling
journal, May 2013
- Crespi, Andrea; Osellame, Roberto; Ramponi, Roberta
- Nature Photonics, Vol. 7, Issue 7
Trainable hardware for dynamical computing using error backpropagation through physical media
journal, March 2015
- Hermans, Michiel; Burm, Michaël; Van Vaerenbergh, Thomas
- Nature Communications, Vol. 6, Issue 1
Ultra Wideband Polarization-Selective Conversions of Electromagnetic Waves by Metasurface under Large-Range Incident Angles
journal, July 2015
- Yin, Jia Yuan; Wan, Xiang; Zhang, Qian
- Scientific Reports, Vol. 5, Issue 1
Inverse-designed metastructures that solve equations
journal, March 2019
- Mohammadi Estakhri, Nasim; Edwards, Brian; Engheta, Nader
- Science, Vol. 363, Issue 6433
Universal linear optics
journal, July 2015
- Carolan, J.; Harrold, C.; Sparrow, C.
- Science, Vol. 349, Issue 6249
Deep learning
journal, May 2015
- LeCun, Yann; Bengio, Yoshua; Hinton, Geoffrey
- Nature, Vol. 521, Issue 7553
Monolayer graphene saturable absorbers with strongly enhanced evanescent-field interaction for ultrafast fiber laser mode-locking
journal, July 2015
- Park, Nam Hun; Jeong, Hwanseong; Choi, Sun Young
- Optics Express, Vol. 23, Issue 15
Advanced etching of silicon based on deep reactive ion etching for silicon high aspect ratio microstructures and three-dimensional micro- and nanostructures
journal, July 2005
- Marty, F.; Rousseau, L.; Saadany, B.
- Microelectronics Journal, Vol. 36, Issue 7
Inverse design in nanophotonics
journal, October 2018
- Molesky, Sean; Lin, Zin; Piggott, Alexander Y.
- Nature Photonics, Vol. 12, Issue 11
Low-dimensional nanomaterial saturable absorbers for ultrashort-pulsed waveguide lasers
journal, September 2018
- Jiang, Xiantao; Gross, Simon; Withford, Michael J.
- Optical Materials Express, Vol. 8, Issue 10
Photonic neural networks
journal, April 2012
- Woods, Damien; Naughton, Thomas J.
- Nature Physics, Vol. 8, Issue 4
Ultra-high aspect ratio trenches in single crystal silicon with epitaxial gap tuning
conference, June 2013
- Ng, E. J.; Chiang, C. -F.; Yang, Y.
- 2013 Transducers & Eurosensors XXVII: The 17th International Conference on Solid-State Sensors, Actuators and Microsystems (TRANSDUCERS & EUROSENSORS XXVII)
Diffractive Spectral-Splitting Optical Element Designed by Adjoint-Based Electromagnetic Optimization and Fabricated by Femtosecond 3D Direct Laser Writing
journal, April 2016
- Xiao, T. Patrick; Cifci, Osman S.; Bhargava, Samarth
- ACS Photonics, Vol. 3, Issue 5
Holography in artificial neural networks
journal, January 1990
- Psaltis, Demetri; Brady, David; Gu, Xiang-Guang
- Nature, Vol. 343, Issue 6256
Feasible adjoint sensitivity technique for EM design optimization
journal, December 2002
- Georgieva, N. K.; Glavic, S.; Bakr, M. H.
- IEEE Transactions on Microwave Theory and Techniques, Vol. 50, Issue 12
Reconfigurable controlled two-qubit operation on a quantum photonic chip
journal, November 2011
- Li, H. W.; Przeslak, S.; Niskanen, A. O.
- New Journal of Physics, Vol. 13, Issue 11
Minimum length scale in topology optimization by geometric constraints
journal, August 2015
- Zhou, Mingdong; Lazarov, Boyan S.; Wang, Fengwen
- Computer Methods in Applied Mechanics and Engineering, Vol. 293
Ultra-thin Doped Noble Metal Films for Optoelectronics and Photonics Applications
patent-application, July 2017
- Guo, Lingjie Jay; Zhang, Cheng
- US Patent Application 15/313927; 20170200526
Self-configuring universal linear optical component [Invited]
journal, January 2013
- Miller, David A. B.
- Photonics Research, Vol. 1, Issue 1
Planar Photonics with Metasurfaces
journal, March 2013
- Kildishev, A. V.; Boltasseva, A.; Shalaev, V. M.
- Science, Vol. 339, Issue 6125, p. 1232009-1232009
Method for computationally efficient design of dielectric laser accelerator structures
journal, January 2017
- Hughes, Tyler; Veronis, Georgios; Wootton, Kent P.
- Optics Express, Vol. 25, Issue 13
Experimental realization of any discrete unitary operator
journal, July 1994
- Reck, Michael; Zeilinger, Anton; Bernstein, Herbert J.
- Physical Review Letters, Vol. 73, Issue 1
Choice of the perfectly matched layer boundary condition for frequency-domain Maxwell’s equations solvers
journal, April 2012
- Shin, Wonseok; Fan, Shanhui
- Journal of Computational Physics, Vol. 231, Issue 8
Adjoint Method and Inverse Design for Nonlinear Nanophotonic Devices
journal, November 2018
- Hughes, Tyler W.; Minkov, Momchil; Williamson, Ian A. D.
- ACS Photonics, Vol. 5, Issue 12
Forward-Mode Differentiation of Maxwell’s Equations
journal, September 2019
- Hughes, Tyler W.; Williamson, Ian A. D.; Minkov, Momchil
- ACS Photonics, Vol. 6, Issue 11
Training Deep Neural Networks for the Inverse Design of Nanophotonic Structures
journal, January 2018
- Liu, Dianjing; Tan, Yixuan; Khoram, Erfan
- ACS Photonics, Vol. 5, Issue 4
Optimization of Multilayer Optical Films with a Memetic Algorithm and Mixed Integer Programming
journal, December 2017
- Shi, Yu; Li, Wei; Raman, Aaswath
- ACS Photonics, Vol. 5, Issue 3
Method for sensitivity analysis of photonic crystal devices
journal, January 2004
- Veronis, Georgios; Dutton, Robert W.; Fan, Shanhui
- Optics Letters, Vol. 29, Issue 19
Pattern classification by memristive crossbar circuits using ex situ and in situ training
journal, June 2013
- Alibart, Fabien; Zamanidoost, Elham; Strukov, Dmitri B.
- Nature Communications, Vol. 4, Issue 1
Overview of hybrid optical neural networks
journal, March 1996
- Jutamulia, S.; Yu, F. T. S.
- Optics & Laser Technology, Vol. 28, Issue 2
High-NA achromatic metalenses by inverse design
journal, January 2020
- Chung, Haejun; Miller, Owen D.
- Optics Express, Vol. 28, Issue 5
Simulation of selected logic circuit designs
patent, September 1991
- Hyduke, Stanley M.
- US Patent Document 5,051,938
Deep learning with coherent nanophotonic circuits
journal, June 2017
- Shen, Yichen; Harris, Nicholas C.; Skirlo, Scott
- Nature Photonics, Vol. 11, Issue 7
Topology-Optimized Multilayered Metaoptics
journal, April 2018
- Lin, Zin; Groever, Benedikt; Capasso, Federico
- Physical Review Applied, Vol. 9, Issue 4
Quantum transport simulations in a programmable nanophotonic processor
journal, June 2017
- Harris, Nicholas C.; Steinbrecher, Gregory R.; Prabhu, Mihika
- Nature Photonics, Vol. 11, Issue 7
Transformation Optics and Subwavelength Control of Light
journal, August 2012
- Pendry, J. B.; Aubry, A.; Smith, D. R.
- Science, Vol. 337, Issue 6094
Design of AGC amplifier for CMOS Image Sensor
conference, November 2012
- Yu, Guoyi; Zou, Xuecheng; Zhang, Le
- 2012 IEEE International Symposium on Radio-Frequency Integration Technology (RFIT)
Analytical level set fabrication constraints for inverse design
journal, June 2019
- Vercruysse, Dries; Sapra, Neil V.; Su, Logan
- Scientific Reports, Vol. 9, Issue 1
A low-noise high-gain transimpedance amplifier with high dynamic range in 0.13ìm CMOS
conference, November 2012
- Yu, Guoyi; Zou, Xuecheng; Zhang, Le
- 2012 IEEE International Symposium on Radio-Frequency Integration Technology (RFIT)
Reprogrammable Electro-Optic Nonlinear Activation Functions for Optical Neural Networks
journal, January 2020
- Williamson, Ian A. D.; Hughes, Tyler W.; Minkov, Momchil
- IEEE Journal of Selected Topics in Quantum Electronics, Vol. 26, Issue 1
An integrated-nanophotonics polarization beamsplitter with 2.4 × 2.4 μm2 footprint
journal, May 2015
- Shen, Bing; Wang, Peng; Polson, Randy
- Nature Photonics, Vol. 9, Issue 6
Photonic Neural Networks: A Survey
journal, January 2019
- De Marinis, Lorenzo; Cococcioni, Marco; Castoldi, Piero
- IEEE Access, Vol. 7
Imaging-based molecular barcoding with pixelated dielectric metasurfaces
journal, June 2018
- Tittl, Andreas; Leitis, Aleksandrs; Liu, Mingkai
- Science, Vol. 360, Issue 6393
First Principles Optimization of Opto-Electronic Communication Links
journal, May 2017
- Settaluri, Krishna T.; Lalau-Keraly, Christopher; Yablonovitch, Eli
- IEEE Transactions on Circuits and Systems I: Regular Papers, Vol. 64, Issue 5
Free-Form Diffractive Metagrating Design Based on Generative Adversarial Networks
journal, July 2019
- Jiang, Jiaqi; Sell, David; Hoyer, Stephan
- ACS Nano, Vol. 13, Issue 8
Metalenses: Versatile multifunctional photonic components
journal, October 2017
- Khorasaninejad, Mohammadreza; Capasso, Federico
- Science, Vol. 358, Issue 6367