Matches in SemOpenAlex for { <https://semopenalex.org/work/W3103046660> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W3103046660 endingPage "864" @default.
- W3103046660 startingPage "864" @default.
- W3103046660 abstract "Recently, integrated optics has gained interest as a hardware platform for implementing machine learning algorithms. Of particular interest are artificial neural networks, since matrix-vector multi- plications, which are used heavily in artificial neural networks, can be done efficiently in photonic circuits. The training of an artificial neural network is a crucial step in its application. However, currently on the integrated photonics platform there is no efficient protocol for the training of these networks. In this work, we introduce a method that enables highly efficient, in situ training of a photonic neural network. We use adjoint variable methods to derive the photonic analogue of the backpropagation algorithm, which is the standard method for computing gradients of conventional neural networks. We further show how these gradients may be obtained exactly by performing intensity measurements within the device. As an application, we demonstrate the training of a numerically simulated photonic artificial neural network. Beyond the training of photonic machine learning implementations, our method may also be of broad interest to experimental sensitivity analysis of photonic systems and the optimization of reconfigurable optics platforms." @default.
- W3103046660 created "2020-11-23" @default.
- W3103046660 creator A5017491239 @default.
- W3103046660 creator A5020714759 @default.
- W3103046660 creator A5058799196 @default.
- W3103046660 creator A5068174848 @default.
- W3103046660 date "2018-07-19" @default.
- W3103046660 modified "2023-10-10" @default.
- W3103046660 title "Training of photonic neural networks through in situ backpropagation and gradient measurement" @default.
- W3103046660 cites W1542981317 @default.
- W3103046660 cites W1833198276 @default.
- W3103046660 cites W1958979682 @default.
- W3103046660 cites W1965702053 @default.
- W3103046660 cites W1977827719 @default.
- W3103046660 cites W1999001021 @default.
- W3103046660 cites W2029939668 @default.
- W3103046660 cites W2032665767 @default.
- W3103046660 cites W2051270432 @default.
- W3103046660 cites W2057021211 @default.
- W3103046660 cites W2062294208 @default.
- W3103046660 cites W2076476236 @default.
- W3103046660 cites W2078557547 @default.
- W3103046660 cites W2087298550 @default.
- W3103046660 cites W2097100165 @default.
- W3103046660 cites W2112268253 @default.
- W3103046660 cites W2138913040 @default.
- W3103046660 cites W2143234838 @default.
- W3103046660 cites W2155954834 @default.
- W3103046660 cites W2203188256 @default.
- W3103046660 cites W2528770337 @default.
- W3103046660 cites W2530887700 @default.
- W3103046660 cites W2752849906 @default.
- W3103046660 cites W2767631751 @default.
- W3103046660 cites W2919115771 @default.
- W3103046660 cites W2962730419 @default.
- W3103046660 cites W3101439286 @default.
- W3103046660 cites W3104406190 @default.
- W3103046660 cites W3105288082 @default.
- W3103046660 doi "https://doi.org/10.1364/optica.5.000864" @default.
- W3103046660 hasPublicationYear "2018" @default.
- W3103046660 type Work @default.
- W3103046660 sameAs 3103046660 @default.
- W3103046660 citedByCount "298" @default.
- W3103046660 countsByYear W31030466602018 @default.
- W3103046660 countsByYear W31030466602019 @default.
- W3103046660 countsByYear W31030466602020 @default.
- W3103046660 countsByYear W31030466602021 @default.
- W3103046660 countsByYear W31030466602022 @default.
- W3103046660 countsByYear W31030466602023 @default.
- W3103046660 crossrefType "journal-article" @default.
- W3103046660 hasAuthorship W3103046660A5017491239 @default.
- W3103046660 hasAuthorship W3103046660A5020714759 @default.
- W3103046660 hasAuthorship W3103046660A5058799196 @default.
- W3103046660 hasAuthorship W3103046660A5068174848 @default.
- W3103046660 hasBestOaLocation W31030466601 @default.
- W3103046660 hasConcept C120665830 @default.
- W3103046660 hasConcept C121332964 @default.
- W3103046660 hasConcept C127413603 @default.
- W3103046660 hasConcept C154945302 @default.
- W3103046660 hasConcept C155032097 @default.
- W3103046660 hasConcept C20788544 @default.
- W3103046660 hasConcept C22799297 @default.
- W3103046660 hasConcept C24326235 @default.
- W3103046660 hasConcept C41008148 @default.
- W3103046660 hasConcept C50644808 @default.
- W3103046660 hasConceptScore W3103046660C120665830 @default.
- W3103046660 hasConceptScore W3103046660C121332964 @default.
- W3103046660 hasConceptScore W3103046660C127413603 @default.
- W3103046660 hasConceptScore W3103046660C154945302 @default.
- W3103046660 hasConceptScore W3103046660C155032097 @default.
- W3103046660 hasConceptScore W3103046660C20788544 @default.
- W3103046660 hasConceptScore W3103046660C22799297 @default.
- W3103046660 hasConceptScore W3103046660C24326235 @default.
- W3103046660 hasConceptScore W3103046660C41008148 @default.
- W3103046660 hasConceptScore W3103046660C50644808 @default.
- W3103046660 hasFunder F4320306202 @default.
- W3103046660 hasFunder F4320320924 @default.
- W3103046660 hasFunder F4320338279 @default.
- W3103046660 hasIssue "7" @default.
- W3103046660 hasLocation W31030466601 @default.
- W3103046660 hasLocation W31030466602 @default.
- W3103046660 hasOpenAccess W3103046660 @default.
- W3103046660 hasPrimaryLocation W31030466601 @default.
- W3103046660 hasRelatedWork W1979556273 @default.
- W3103046660 hasRelatedWork W1998503289 @default.
- W3103046660 hasRelatedWork W2016461773 @default.
- W3103046660 hasRelatedWork W2051411295 @default.
- W3103046660 hasRelatedWork W2073546897 @default.
- W3103046660 hasRelatedWork W2159443810 @default.
- W3103046660 hasRelatedWork W2162103431 @default.
- W3103046660 hasRelatedWork W2898297182 @default.
- W3103046660 hasRelatedWork W3034381107 @default.
- W3103046660 hasRelatedWork W3103046660 @default.
- W3103046660 hasVolume "5" @default.
- W3103046660 isParatext "false" @default.
- W3103046660 isRetracted "false" @default.
- W3103046660 magId "3103046660" @default.
- W3103046660 workType "article" @default.