FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3216059775> ?p ?o ?g. }

• W3216059775 endingPage "44080" @default.
• W3216059775 startingPage "44080" @default.
• W3216059775 abstract "The initial state of a nonlinear optical fiber system plays a vital role in the ultrafast pulse evolution dynamic. In this work, a data-driven compressed convolutional neural network, named inverse network, is proposed to predict initial pulse distribution through a series of discrete power profiles at different propagation distances. The inverse network is trained and tested based on two typical nonlinear dynamics: (1) the pulse evolution in a fiber optical parametric amplifier system and (2) soliton pair evolution in high-nonlinear fibers. Great prediction accuracy is reached when the epoch grows to 5000 in both cases, with the normalized root mean square errors below 0.01 on the entire testing set. Meanwhile, the lightweight network is highly effective. In this work, it takes approximately 30 seconds for 5,000 epochs training with a dataset size of 900. The inverse network is further tested and analyzed on the dataset with different signal-to-noise ratios and input sizes. The results show fair stability at the deviation on the testing set. The proposed inverse network demonstrates a promising approach to optimizing the initial pulse of fiber optics systems." @default.
• W3216059775 created "2021-12-06" @default.
• W3216059775 creator A5013870657 @default.
• W3216059775 creator A5017694550 @default.
• W3216059775 creator A5030087856 @default.
• W3216059775 creator A5053107146 @default.
• W3216059775 creator A5067813119 @default.
• W3216059775 creator A5083010418 @default.
• W3216059775 creator A5083543471 @default.
• W3216059775 date "2021-12-16" @default.
• W3216059775 modified "2023-09-30" @default.
• W3216059775 title "Deep learning based pulse prediction of nonlinear dynamics in fiber optics" @default.
• W3216059775 cites W2006254483 @default.
• W3216059775 cites W2010159075 @default.
• W3216059775 cites W2022759859 @default.
• W3216059775 cites W2091651592 @default.
• W3216059775 cites W2100889084 @default.
• W3216059775 cites W2127888379 @default.
• W3216059775 cites W2131434004 @default.
• W3216059775 cites W2136103724 @default.
• W3216059775 cites W2334181637 @default.
• W3216059775 cites W2422766174 @default.
• W3216059775 cites W2768093201 @default.
• W3216059775 cites W2806869913 @default.
• W3216059775 cites W2901513003 @default.
• W3216059775 cites W2960365388 @default.
• W3216059775 cites W2964101383 @default.
• W3216059775 cites W3022631314 @default.
• W3216059775 cites W3024786000 @default.
• W3216059775 cites W3038847954 @default.
• W3216059775 cites W3044895330 @default.
• W3216059775 cites W3080376695 @default.
• W3216059775 cites W3095242678 @default.
• W3216059775 cites W3106714810 @default.
• W3216059775 cites W3119358936 @default.
• W3216059775 cites W3128915407 @default.
• W3216059775 cites W3132256454 @default.
• W3216059775 cites W3133367984 @default.
• W3216059775 cites W3152972601 @default.
• W3216059775 cites W3160195471 @default.
• W3216059775 cites W3164864419 @default.
• W3216059775 doi "https://doi.org/10.1364/oe.443279" @default.
• W3216059775 hasPublicationYear "2021" @default.
• W3216059775 type Work @default.
• W3216059775 sameAs 3216059775 @default.
• W3216059775 citedByCount "11" @default.
• W3216059775 countsByYear W32160597752022 @default.
• W3216059775 countsByYear W32160597752023 @default.
• W3216059775 crossrefType "journal-article" @default.
• W3216059775 hasAuthorship W3216059775A5013870657 @default.
• W3216059775 hasAuthorship W3216059775A5017694550 @default.
• W3216059775 hasAuthorship W3216059775A5030087856 @default.
• W3216059775 hasAuthorship W3216059775A5053107146 @default.
• W3216059775 hasAuthorship W3216059775A5067813119 @default.
• W3216059775 hasAuthorship W3216059775A5083010418 @default.
• W3216059775 hasAuthorship W3216059775A5083543471 @default.
• W3216059775 hasBestOaLocation W32160597751 @default.
• W3216059775 hasConcept C105795698 @default.
• W3216059775 hasConcept C11413529 @default.
• W3216059775 hasConcept C117251300 @default.
• W3216059775 hasConcept C120665830 @default.
• W3216059775 hasConcept C121332964 @default.
• W3216059775 hasConcept C154945302 @default.
• W3216059775 hasConcept C158622935 @default.
• W3216059775 hasConcept C178596936 @default.
• W3216059775 hasConcept C194232370 @default.
• W3216059775 hasConcept C33923547 @default.
• W3216059775 hasConcept C41008148 @default.
• W3216059775 hasConcept C50644808 @default.
• W3216059775 hasConcept C520434653 @default.
• W3216059775 hasConcept C62520636 @default.
• W3216059775 hasConcept C76155785 @default.
• W3216059775 hasConcept C81363708 @default.
• W3216059775 hasConceptScore W3216059775C105795698 @default.
• W3216059775 hasConceptScore W3216059775C11413529 @default.
• W3216059775 hasConceptScore W3216059775C117251300 @default.
• W3216059775 hasConceptScore W3216059775C120665830 @default.
• W3216059775 hasConceptScore W3216059775C121332964 @default.
• W3216059775 hasConceptScore W3216059775C154945302 @default.
• W3216059775 hasConceptScore W3216059775C158622935 @default.
• W3216059775 hasConceptScore W3216059775C178596936 @default.
• W3216059775 hasConceptScore W3216059775C194232370 @default.
• W3216059775 hasConceptScore W3216059775C33923547 @default.
• W3216059775 hasConceptScore W3216059775C41008148 @default.
• W3216059775 hasConceptScore W3216059775C50644808 @default.
• W3216059775 hasConceptScore W3216059775C520434653 @default.
• W3216059775 hasConceptScore W3216059775C62520636 @default.
• W3216059775 hasConceptScore W3216059775C76155785 @default.
• W3216059775 hasConceptScore W3216059775C81363708 @default.
• W3216059775 hasFunder F4320335777 @default.
• W3216059775 hasFunder F4320335787 @default.
• W3216059775 hasIssue "26" @default.
• W3216059775 hasLocation W32160597751 @default.
• W3216059775 hasOpenAccess W3216059775 @default.
• W3216059775 hasPrimaryLocation W32160597751 @default.
• W3216059775 hasRelatedWork W2521062615 @default.
• W3216059775 hasRelatedWork W2735477435 @default.
• W3216059775 hasRelatedWork W2748454020 @default.

• next