From data to dynamics: Reconstructing soliton collision phenomena in optical fibers using a convolutional autoencoder
In this study, a convolutional autoencoder is constructed to extract and reconstruct the dynamical processes of soliton collisions in optical fibers. The model demonstrates exceptional reconstruction capabilities, accurately capturing the evolution of optical event horizons and reproducing nonlinear...
Saved in:
| Published in: | Results in physics Vol. 67; p. 108027 |
|---|---|
| Main Authors: | , , , , , |
| Format: | Journal Article |
| Language: | English |
| Published: |
Elsevier B.V
01.12.2024
Elsevier |
| Subjects: | |
| ISSN: | 2211-3797, 2211-3797 |
| Online Access: | Get full text |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| Abstract | In this study, a convolutional autoencoder is constructed to extract and reconstruct the dynamical processes of soliton collisions in optical fibers. The model demonstrates exceptional reconstruction capabilities, accurately capturing the evolution of optical event horizons and reproducing nonlinear phenomena such as complex frequency conversions and energy exchange processes. The reconstruction results show high consistency with the numerical simulations, with RMSE values of 0.0220 and 0.0174 in the temporal and frequency domains, respectively. Additionally, by adjusting the training parameters of the convolutional autoencoder model, its reconstruction performance for nonlinear dynamic processes was further validated. This method is expected to provide a different perspective for studying nonlinear phenomena in optical fibers while reducing the consumption of computational resources.
•Developed a convolutional autoencoder to capture soliton-probe interactions.•Achieved high visual consistency and low RMSE in temporal and frequency domains.•Validated robustness and accuracy across different training parameters. |
|---|---|
| AbstractList | In this study, a convolutional autoencoder is constructed to extract and reconstruct the dynamical processes of soliton collisions in optical fibers. The model demonstrates exceptional reconstruction capabilities, accurately capturing the evolution of optical event horizons and reproducing nonlinear phenomena such as complex frequency conversions and energy exchange processes. The reconstruction results show high consistency with the numerical simulations, with RMSE values of 0.0220 and 0.0174 in the temporal and frequency domains, respectively. Additionally, by adjusting the training parameters of the convolutional autoencoder model, its reconstruction performance for nonlinear dynamic processes was further validated. This method is expected to provide a different perspective for studying nonlinear phenomena in optical fibers while reducing the consumption of computational resources. In this study, a convolutional autoencoder is constructed to extract and reconstruct the dynamical processes of soliton collisions in optical fibers. The model demonstrates exceptional reconstruction capabilities, accurately capturing the evolution of optical event horizons and reproducing nonlinear phenomena such as complex frequency conversions and energy exchange processes. The reconstruction results show high consistency with the numerical simulations, with RMSE values of 0.0220 and 0.0174 in the temporal and frequency domains, respectively. Additionally, by adjusting the training parameters of the convolutional autoencoder model, its reconstruction performance for nonlinear dynamic processes was further validated. This method is expected to provide a different perspective for studying nonlinear phenomena in optical fibers while reducing the consumption of computational resources. •Developed a convolutional autoencoder to capture soliton-probe interactions.•Achieved high visual consistency and low RMSE in temporal and frequency domains.•Validated robustness and accuracy across different training parameters. |
| ArticleNumber | 108027 |
| Author | Huang, Longnv Xu, Qibo Zeng, Qilin Rong, Jifang Yuan, Xiaofang Yang, Hua |
| Author_xml | – sequence: 1 givenname: Qibo surname: Xu fullname: Xu, Qibo organization: College of Computer Science and Electronic Engineering, Hunan University, Changsha, 410082, Hunan, China – sequence: 2 givenname: Jifang surname: Rong fullname: Rong, Jifang organization: Department of Information Engineering, Hunan Mechanical and Electrical of Polytechnic, Changsha, 410151, Hunan, China – sequence: 3 givenname: Qilin surname: Zeng fullname: Zeng, Qilin organization: Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, 100094, China – sequence: 4 givenname: Xiaofang surname: Yuan fullname: Yuan, Xiaofang organization: Department of Electric Engineering and Information, Hunan University, Changsha, 410082, Hunan, China – sequence: 5 givenname: Longnv surname: Huang fullname: Huang, Longnv organization: College of Computer Science and Electronic Engineering, Hunan University, Changsha, 410082, Hunan, China – sequence: 6 givenname: Hua orcidid: 0000-0002-9658-7410 surname: Yang fullname: Yang, Hua email: huayang@hnu.edu.cn organization: College of Computer Science and Electronic Engineering, Hunan University, Changsha, 410082, Hunan, China |
| BookMark | eNp9kc9qGzEQxkVJoW6aF-hJL2BX_9baDb0UE7eBQCAkZzHSjhKZtWQkbcBvH7kuJaecZpiZ38fMfF_JRUwRCfnO2Yozvv6xW-UQDyvBhGqFngn9iSyE4Hwp9aAv3uVfyFUpO8YapbqO8wWZtznt6QgVaE10PEbYB1eu6QO6FEvNs6shPtOSplBTpC5NUyihZYcXjGmPEWiINB1qcDBRHyzmQudyYqBNx9c0zbXNtybMNWF0acT8jXz2MBW8-hcvydP25nHzZ3l3__t28-tu6YRe6-UotRQgmepwUKxHay2CtFpgzwccUCo1Otn1jnsJAxcd9Mx3Uo_eDWqNWl6S27PumGBnDjnsIR9NgmD-FlJ-NpDb6hMaHCRa76zvlFLWehh6zdbcgnMdt8ialjhruZxKyej_63FmTj6YnTn5YE4-mLMPDfp5hrBd-Rowm-JCewKOIaOrbY3wEf4GogOV_w |
| Cites_doi | 10.1016/j.physrep.2012.09.004 10.1126/science.1153625 10.1007/s11071-020-05865-3 10.1103/PhysRevLett.106.163901 10.1103/PhysRevLett.122.010404 10.1364/OE.447201 10.1109/TPAMI.2013.50 10.1038/s42256-021-00297-z 10.1016/j.neunet.2014.09.003 10.1093/nsr/nwaa111 10.1007/s11071-024-09590-z 10.1016/j.chaos.2024.114995 10.1364/OL.41.001372 10.1364/OE.394896 10.1016/j.neucom.2015.08.104 10.1007/s11071-021-06283-9 10.1063/1.5091811 10.1063/5.0210903 10.1088/1361-6382/ac7506 10.1109/ACCESS.2019.2905511 10.1364/OL.472267 10.1038/nphoton.2008.285 10.1364/OL.448571 10.1364/OE.503978 10.3788/COL202220.111901 10.1038/ncomms5969 10.1364/JOSAB.482200 10.1364/OE.507167 10.1103/PhysRevLett.95.213902 10.1109/JLT.2020.3003447 10.1038/s42005-020-00414-1 10.1016/j.yofte.2021.102540 |
| ContentType | Journal Article |
| Copyright | 2024 |
| Copyright_xml | – notice: 2024 |
| DBID | 6I. AAFTH AAYXX CITATION DOA |
| DOI | 10.1016/j.rinp.2024.108027 |
| DatabaseName | ScienceDirect Open Access Titles Elsevier:ScienceDirect:Open Access CrossRef DOAJ Directory of Open Access Journals |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| Database_xml | – sequence: 1 dbid: DOA name: DOAJ Directory of Open Access Journals url: https://www.doaj.org/ sourceTypes: Open Website |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Physics |
| EISSN | 2211-3797 |
| ExternalDocumentID | oai_doaj_org_article_e93ebfcbf5444bbfa987061bacc51be0 10_1016_j_rinp_2024_108027 S2211379724007125 |
| GroupedDBID | --K 0R~ 0SF 457 5VS 6I. AACTN AAEDT AAEDW AAFTH AAIKJ AALRI AAXUO ABMAC ACGFS ADBBV ADEZE ADVLN AEXQZ AFJKZ AFPKN AFTJW AGHFR AITUG AKRWK ALMA_UNASSIGNED_HOLDINGS AMRAJ BCNDV EBS EJD FDB GROUPED_DOAJ HZ~ IPNFZ IXB KQ8 M41 M48 M~E NCXOZ O-L O9- OK1 RIG ROL SES SSZ XH2 AAFWJ AAYWO AAYXX ACVFH ADCNI AEUPX AFPUW AIGII AKBMS AKYEP APXCP CITATION |
| ID | FETCH-LOGICAL-c2767-d3732a3045e9408ebbbea3b72e819e9e344dc358c1f3a9125a80f537dfc946e73 |
| IEDL.DBID | DOA |
| ISSN | 2211-3797 |
| IngestDate | Fri Oct 03 12:50:41 EDT 2025 Sat Nov 29 03:45:46 EST 2025 Sat Dec 28 15:49:09 EST 2024 |
| IsDoiOpenAccess | true |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | Soliton collisions Convolutional autoencoder Optical event horizon |
| Language | English |
| License | This is an open access article under the CC BY-NC-ND license. |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c2767-d3732a3045e9408ebbbea3b72e819e9e344dc358c1f3a9125a80f537dfc946e73 |
| ORCID | 0000-0002-9658-7410 |
| OpenAccessLink | https://doaj.org/article/e93ebfcbf5444bbfa987061bacc51be0 |
| ParticipantIDs | doaj_primary_oai_doaj_org_article_e93ebfcbf5444bbfa987061bacc51be0 crossref_primary_10_1016_j_rinp_2024_108027 elsevier_sciencedirect_doi_10_1016_j_rinp_2024_108027 |
| PublicationCentury | 2000 |
| PublicationDate | December 2024 2024-12-00 2024-12-01 |
| PublicationDateYYYYMMDD | 2024-12-01 |
| PublicationDate_xml | – month: 12 year: 2024 text: December 2024 |
| PublicationDecade | 2020 |
| PublicationTitle | Results in physics |
| PublicationYear | 2024 |
| Publisher | Elsevier B.V Elsevier |
| Publisher_xml | – name: Elsevier B.V – name: Elsevier |
| References | Gautam, Choudhary, Lall (b23) 2021; 64 Zhang, Hu, Zhou, Biswas, Liu (b6) 2020; 101 Martins, Silva, Segatto, Rocha, Castellani (b24) 2022; 47 Azarang, Manoochehri, Kehtarnavaz (b29) 2019; 7 Melchert, Brée, Tajalli, Pape, Arkhipov, Willms (b18) 2020; 3 Wang, Luan, Zhou, Biswas, Alzahrani, Liu (b4) 2021; 104 Felipe-Elizarraras, Cruz-Ramirez, Garay-Palmett, U’Ren, Bermudez (b13) 2022; 30 Webb, Erkintalo, Xu, Broderick, Dudley, Genty (b11) 2014; 5 Bandelow, Amiranashvili, Pickartz (b17) 2020; 38 Silva, Segatto (b26) 2023; 40 Yang, Zhao, Xu, Yang, Wang (b19) 2024; 112 Xu, Yang, Yuan, Rong, Zhao (b28) 2023; 31 Kanakis, Kamalakis (b20) 2016; 41 Salmela, Tsipinakis, Foi, Billet, Dudley, Genty (b22) 2021; 3 Qiu, Xu, Du (b14) 2023; 31 Song, Shi, Wu, Tang, Zhang (b5) 2019; 6 Efimov, Yulin, Skryabin, Knight, Joly, Omenetto (b8) 2005; 95 Wang, Sheng, Lu, Gao, Chang, Pang (b15) 2020; 7 Turitsyn, Bale, Fedoruk (b3) 2012; 521 Dudley, Taylor (b2) 2009; 3 Philbin, Kuklewicz, Robertson, Hill, König, Leonhardt (b9) 2008; 319 Ostrovsky, Pelinovsky, Shrira, Stepanyants (b1) 2024; 34 Wang, Yao, Zhao (b30) 2016; 184 Schmidhuber (b31) 2015; 61 Drori, Rosenberg, Bermudez, Silberberg, Leonhardt (b12) 2019; 122 Moreno-Ruiz, Bermudez (b16) 2022; 39 Bengio, Courville, Vincent (b32) 2013; 35 Zitelli, Mangini, Ferraro, Niang, Kharenko, Wabnitz (b7) 2020; 28 Demircan, Amiranashvili, Steinmeyer (b10) 2011; 106 Salmela, Hary, Mabed, Foi, Dudley, Genty (b27) 2022; 47 Yang, Xu, Liu, Li, Sun (b21) 2024 Xu, Yang, Yuan, Huang, Yang, Zhang (b25) 2024; 184 Rong, Ma, Xu, Yang (b33) 2022; 20 Wang (10.1016/j.rinp.2024.108027_b15) 2020; 7 Qiu (10.1016/j.rinp.2024.108027_b14) 2023; 31 Song (10.1016/j.rinp.2024.108027_b5) 2019; 6 Ostrovsky (10.1016/j.rinp.2024.108027_b1) 2024; 34 Drori (10.1016/j.rinp.2024.108027_b12) 2019; 122 Xu (10.1016/j.rinp.2024.108027_b28) 2023; 31 Demircan (10.1016/j.rinp.2024.108027_b10) 2011; 106 Salmela (10.1016/j.rinp.2024.108027_b27) 2022; 47 Xu (10.1016/j.rinp.2024.108027_b25) 2024; 184 Azarang (10.1016/j.rinp.2024.108027_b29) 2019; 7 Zitelli (10.1016/j.rinp.2024.108027_b7) 2020; 28 Efimov (10.1016/j.rinp.2024.108027_b8) 2005; 95 Yang (10.1016/j.rinp.2024.108027_b19) 2024; 112 Moreno-Ruiz (10.1016/j.rinp.2024.108027_b16) 2022; 39 Melchert (10.1016/j.rinp.2024.108027_b18) 2020; 3 Salmela (10.1016/j.rinp.2024.108027_b22) 2021; 3 Felipe-Elizarraras (10.1016/j.rinp.2024.108027_b13) 2022; 30 Wang (10.1016/j.rinp.2024.108027_b4) 2021; 104 Philbin (10.1016/j.rinp.2024.108027_b9) 2008; 319 Turitsyn (10.1016/j.rinp.2024.108027_b3) 2012; 521 Kanakis (10.1016/j.rinp.2024.108027_b20) 2016; 41 Gautam (10.1016/j.rinp.2024.108027_b23) 2021; 64 Silva (10.1016/j.rinp.2024.108027_b26) 2023; 40 Bengio (10.1016/j.rinp.2024.108027_b32) 2013; 35 Wang (10.1016/j.rinp.2024.108027_b30) 2016; 184 Zhang (10.1016/j.rinp.2024.108027_b6) 2020; 101 Bandelow (10.1016/j.rinp.2024.108027_b17) 2020; 38 Rong (10.1016/j.rinp.2024.108027_b33) 2022; 20 Webb (10.1016/j.rinp.2024.108027_b11) 2014; 5 Dudley (10.1016/j.rinp.2024.108027_b2) 2009; 3 Martins (10.1016/j.rinp.2024.108027_b24) 2022; 47 Yang (10.1016/j.rinp.2024.108027_b21) 2024 Schmidhuber (10.1016/j.rinp.2024.108027_b31) 2015; 61 |
| References_xml | – volume: 39 year: 2022 ident: b16 article-title: Optical analogue of the Schwarzschild-Planck metric publication-title: Classical Quantum Gravity – start-page: 1 year: 2024 end-page: 15 ident: b21 article-title: Predicting the soliton dynamics and system parameters in optical fiber couplers publication-title: Nonlinear Dynam – volume: 184 start-page: 232 year: 2016 end-page: 242 ident: b30 article-title: Auto-encoder based dimensionality reduction publication-title: Neurocomputing – volume: 101 start-page: 1215 year: 2020 end-page: 1220 ident: b6 article-title: Nonlinear control for soliton interactions in optical fiber systems publication-title: Nonlinear Dynam – volume: 61 start-page: 85 year: 2015 end-page: 117 ident: b31 article-title: Deep learning in neural networks: An overview publication-title: Neural Netw – volume: 122 year: 2019 ident: b12 article-title: Observation of stimulated hawking radiation in an optical analogue publication-title: Phys Rev Lett – volume: 112 start-page: 10291 year: 2024 end-page: 10301 ident: b19 article-title: Soliton colliding in hybrid glass photonic crystal fiber for optical transistor switching publication-title: Nonlinear Dynam – volume: 35 start-page: 1798 year: 2013 end-page: 1828 ident: b32 article-title: Representation learning: A review and new perspectives publication-title: IEEE Trans Pattern Anal Mach Intell – volume: 34 year: 2024 ident: b1 article-title: Localized wave structures: Solitons and beyond publication-title: Chaos – volume: 30 start-page: 8063 year: 2022 end-page: 8074 ident: b13 article-title: Effective michelson interference observed in fiber-optical analogue of hawking radiation publication-title: Opt Express – volume: 104 start-page: 629 year: 2021 end-page: 637 ident: b4 article-title: Effects of dispersion terms on optical soliton propagation in a lossy fiber system publication-title: Nonlinear Dynam – volume: 3 start-page: 344 year: 2021 end-page: 354 ident: b22 article-title: Predicting ultrafast nonlinear dynamics in fibre optics with a recurrent neural network publication-title: Nat Mach Intell – volume: 7 start-page: 1476 year: 2020 end-page: 1484 ident: b15 article-title: Quantum simulation of particle pair creation near the event horizon publication-title: Natl Sci Rev – volume: 106 year: 2011 ident: b10 article-title: Controlling light by light with an optical event horizon publication-title: Phys Rev Lett – volume: 40 start-page: 1292 year: 2023 end-page: 1298 ident: b26 article-title: Nonlinear autoregressive with external input neural network for predicting the nonlinear dynamics of supercontinuum generation in optical fibers publication-title: J Opt Soc Am B – volume: 64 year: 2021 ident: b23 article-title: Comparative study of neural network architectures for modelling nonlinear optical pulse propagation publication-title: Opt Fiber Technol, Mater Devices Syst – volume: 521 start-page: 135 year: 2012 end-page: 203 ident: b3 article-title: Dispersion-managed solitons in fibre systems and lasers publication-title: Phys Rep – volume: 47 start-page: 5489 year: 2022 end-page: 5492 ident: b24 article-title: Design and analysis of recurrent neural networks for ultrafast optical pulse nonlinear propagation publication-title: Opt Lett – volume: 95 year: 2005 ident: b8 article-title: Interaction of an optical soliton with a dispersive wave publication-title: Phys Rev Lett – volume: 3 start-page: 146 year: 2020 ident: b18 article-title: All-optical supercontinuum switching publication-title: Commun Phys – volume: 5 start-page: 4969 year: 2014 ident: b11 article-title: Nonlinear optics of fibre event horizons publication-title: Nature Commun – volume: 31 start-page: 43790 year: 2023 end-page: 43803 ident: b28 article-title: Enhanced grey wolf algorithm for automatic tuning of an ensemble neural network in predicting PCF optical properties publication-title: Opt Express – volume: 6 year: 2019 ident: b5 article-title: Recent progress of study on optical solitons in fiber lasers publication-title: Appl Phys Rev – volume: 28 start-page: 20473 year: 2020 end-page: 20488 ident: b7 article-title: High-energy soliton fission dynamics in multimode GRIN fiber publication-title: Opt Express – volume: 7 start-page: 35673 year: 2019 end-page: 35683 ident: b29 article-title: Convolutional autoencoder-based multispectral image fusion publication-title: IEEE Access – volume: 3 start-page: 85 year: 2009 end-page: 90 ident: b2 article-title: Ten years of nonlinear optics in photonic crystal fibre publication-title: Nature Photonics – volume: 319 start-page: 1367 year: 2008 end-page: 1370 ident: b9 article-title: Fiber-optical analog of the event horizon publication-title: Science – volume: 38 start-page: 5743 year: 2020 end-page: 5747 ident: b17 article-title: Stabilization of optical pulse transmission by exploiting fiber nonlinearities publication-title: J Lightwave Technol – volume: 184 year: 2024 ident: b25 article-title: Rethinking deep learning for supercontinuum: Efficient modeling based on integrated and compressed networks publication-title: Chaos Solitons Fractals – volume: 20 year: 2022 ident: b33 article-title: Interactions of the second-order solitons with an external probe pulse in the optical event horizon publication-title: Chin Opt Lett – volume: 47 start-page: 802 year: 2022 end-page: 805 ident: b27 article-title: Feed-forward neural network as nonlinear dynamics integrator for supercontinuum generation publication-title: Opt Lett – volume: 31 start-page: 42539 year: 2023 end-page: 42548 ident: b14 article-title: Incoherently pumped event horizons in optical fibers publication-title: Opt Express – volume: 41 start-page: 1372 year: 2016 end-page: 1375 ident: b20 article-title: Enabling transistor-like action in photonic crystal waveguides using optical event horizons publication-title: Opt Lett – volume: 521 start-page: 135 year: 2012 ident: 10.1016/j.rinp.2024.108027_b3 article-title: Dispersion-managed solitons in fibre systems and lasers publication-title: Phys Rep doi: 10.1016/j.physrep.2012.09.004 – volume: 319 start-page: 1367 year: 2008 ident: 10.1016/j.rinp.2024.108027_b9 article-title: Fiber-optical analog of the event horizon publication-title: Science doi: 10.1126/science.1153625 – volume: 101 start-page: 1215 year: 2020 ident: 10.1016/j.rinp.2024.108027_b6 article-title: Nonlinear control for soliton interactions in optical fiber systems publication-title: Nonlinear Dynam doi: 10.1007/s11071-020-05865-3 – volume: 106 year: 2011 ident: 10.1016/j.rinp.2024.108027_b10 article-title: Controlling light by light with an optical event horizon publication-title: Phys Rev Lett doi: 10.1103/PhysRevLett.106.163901 – volume: 122 year: 2019 ident: 10.1016/j.rinp.2024.108027_b12 article-title: Observation of stimulated hawking radiation in an optical analogue publication-title: Phys Rev Lett doi: 10.1103/PhysRevLett.122.010404 – volume: 30 start-page: 8063 issue: 5 year: 2022 ident: 10.1016/j.rinp.2024.108027_b13 article-title: Effective michelson interference observed in fiber-optical analogue of hawking radiation publication-title: Opt Express doi: 10.1364/OE.447201 – volume: 35 start-page: 1798 issue: 8 year: 2013 ident: 10.1016/j.rinp.2024.108027_b32 article-title: Representation learning: A review and new perspectives publication-title: IEEE Trans Pattern Anal Mach Intell doi: 10.1109/TPAMI.2013.50 – volume: 3 start-page: 344 year: 2021 ident: 10.1016/j.rinp.2024.108027_b22 article-title: Predicting ultrafast nonlinear dynamics in fibre optics with a recurrent neural network publication-title: Nat Mach Intell doi: 10.1038/s42256-021-00297-z – volume: 61 start-page: 85 year: 2015 ident: 10.1016/j.rinp.2024.108027_b31 article-title: Deep learning in neural networks: An overview publication-title: Neural Netw doi: 10.1016/j.neunet.2014.09.003 – volume: 7 start-page: 1476 year: 2020 ident: 10.1016/j.rinp.2024.108027_b15 article-title: Quantum simulation of particle pair creation near the event horizon publication-title: Natl Sci Rev doi: 10.1093/nsr/nwaa111 – volume: 112 start-page: 10291 year: 2024 ident: 10.1016/j.rinp.2024.108027_b19 article-title: Soliton colliding in hybrid glass photonic crystal fiber for optical transistor switching publication-title: Nonlinear Dynam doi: 10.1007/s11071-024-09590-z – volume: 184 year: 2024 ident: 10.1016/j.rinp.2024.108027_b25 article-title: Rethinking deep learning for supercontinuum: Efficient modeling based on integrated and compressed networks publication-title: Chaos Solitons Fractals doi: 10.1016/j.chaos.2024.114995 – volume: 41 start-page: 1372 issue: 7 year: 2016 ident: 10.1016/j.rinp.2024.108027_b20 article-title: Enabling transistor-like action in photonic crystal waveguides using optical event horizons publication-title: Opt Lett doi: 10.1364/OL.41.001372 – volume: 28 start-page: 20473 issue: 14 year: 2020 ident: 10.1016/j.rinp.2024.108027_b7 article-title: High-energy soliton fission dynamics in multimode GRIN fiber publication-title: Opt Express doi: 10.1364/OE.394896 – volume: 184 start-page: 232 year: 2016 ident: 10.1016/j.rinp.2024.108027_b30 article-title: Auto-encoder based dimensionality reduction publication-title: Neurocomputing doi: 10.1016/j.neucom.2015.08.104 – volume: 104 start-page: 629 year: 2021 ident: 10.1016/j.rinp.2024.108027_b4 article-title: Effects of dispersion terms on optical soliton propagation in a lossy fiber system publication-title: Nonlinear Dynam doi: 10.1007/s11071-021-06283-9 – volume: 6 year: 2019 ident: 10.1016/j.rinp.2024.108027_b5 article-title: Recent progress of study on optical solitons in fiber lasers publication-title: Appl Phys Rev doi: 10.1063/1.5091811 – volume: 34 year: 2024 ident: 10.1016/j.rinp.2024.108027_b1 article-title: Localized wave structures: Solitons and beyond publication-title: Chaos doi: 10.1063/5.0210903 – volume: 39 year: 2022 ident: 10.1016/j.rinp.2024.108027_b16 article-title: Optical analogue of the Schwarzschild-Planck metric publication-title: Classical Quantum Gravity doi: 10.1088/1361-6382/ac7506 – volume: 7 start-page: 35673 year: 2019 ident: 10.1016/j.rinp.2024.108027_b29 article-title: Convolutional autoencoder-based multispectral image fusion publication-title: IEEE Access doi: 10.1109/ACCESS.2019.2905511 – volume: 47 start-page: 5489 issue: 21 year: 2022 ident: 10.1016/j.rinp.2024.108027_b24 article-title: Design and analysis of recurrent neural networks for ultrafast optical pulse nonlinear propagation publication-title: Opt Lett doi: 10.1364/OL.472267 – volume: 3 start-page: 85 year: 2009 ident: 10.1016/j.rinp.2024.108027_b2 article-title: Ten years of nonlinear optics in photonic crystal fibre publication-title: Nature Photonics doi: 10.1038/nphoton.2008.285 – volume: 47 start-page: 802 issue: 4 year: 2022 ident: 10.1016/j.rinp.2024.108027_b27 article-title: Feed-forward neural network as nonlinear dynamics integrator for supercontinuum generation publication-title: Opt Lett doi: 10.1364/OL.448571 – volume: 31 start-page: 43790 issue: 26 year: 2023 ident: 10.1016/j.rinp.2024.108027_b28 article-title: Enhanced grey wolf algorithm for automatic tuning of an ensemble neural network in predicting PCF optical properties publication-title: Opt Express doi: 10.1364/OE.503978 – volume: 20 issue: 11 year: 2022 ident: 10.1016/j.rinp.2024.108027_b33 article-title: Interactions of the second-order solitons with an external probe pulse in the optical event horizon publication-title: Chin Opt Lett doi: 10.3788/COL202220.111901 – volume: 5 start-page: 4969 year: 2014 ident: 10.1016/j.rinp.2024.108027_b11 article-title: Nonlinear optics of fibre event horizons publication-title: Nature Commun doi: 10.1038/ncomms5969 – start-page: 1 year: 2024 ident: 10.1016/j.rinp.2024.108027_b21 article-title: Predicting the soliton dynamics and system parameters in optical fiber couplers publication-title: Nonlinear Dynam – volume: 40 start-page: 1292 issue: 5 year: 2023 ident: 10.1016/j.rinp.2024.108027_b26 article-title: Nonlinear autoregressive with external input neural network for predicting the nonlinear dynamics of supercontinuum generation in optical fibers publication-title: J Opt Soc Am B doi: 10.1364/JOSAB.482200 – volume: 31 start-page: 42539 issue: 25 year: 2023 ident: 10.1016/j.rinp.2024.108027_b14 article-title: Incoherently pumped event horizons in optical fibers publication-title: Opt Express doi: 10.1364/OE.507167 – volume: 95 year: 2005 ident: 10.1016/j.rinp.2024.108027_b8 article-title: Interaction of an optical soliton with a dispersive wave publication-title: Phys Rev Lett doi: 10.1103/PhysRevLett.95.213902 – volume: 38 start-page: 5743 year: 2020 ident: 10.1016/j.rinp.2024.108027_b17 article-title: Stabilization of optical pulse transmission by exploiting fiber nonlinearities publication-title: J Lightwave Technol doi: 10.1109/JLT.2020.3003447 – volume: 3 start-page: 146 year: 2020 ident: 10.1016/j.rinp.2024.108027_b18 article-title: All-optical supercontinuum switching publication-title: Commun Phys doi: 10.1038/s42005-020-00414-1 – volume: 64 year: 2021 ident: 10.1016/j.rinp.2024.108027_b23 article-title: Comparative study of neural network architectures for modelling nonlinear optical pulse propagation publication-title: Opt Fiber Technol, Mater Devices Syst doi: 10.1016/j.yofte.2021.102540 |
| SSID | ssj0001645511 |
| Score | 2.316865 |
| Snippet | In this study, a convolutional autoencoder is constructed to extract and reconstruct the dynamical processes of soliton collisions in optical fibers. The model... |
| SourceID | doaj crossref elsevier |
| SourceType | Open Website Index Database Publisher |
| StartPage | 108027 |
| SubjectTerms | Convolutional autoencoder Optical event horizon Soliton collisions |
| Title | From data to dynamics: Reconstructing soliton collision phenomena in optical fibers using a convolutional autoencoder |
| URI | https://dx.doi.org/10.1016/j.rinp.2024.108027 https://doaj.org/article/e93ebfcbf5444bbfa987061bacc51be0 |
| Volume | 67 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVAON databaseName: DOAJ Directory of Open Access Journals customDbUrl: eissn: 2211-3797 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0001645511 issn: 2211-3797 databaseCode: DOA dateStart: 20110101 isFulltext: true titleUrlDefault: https://www.doaj.org/ providerName: Directory of Open Access Journals – providerCode: PRVHPJ databaseName: ROAD: Directory of Open Access Scholarly Resources customDbUrl: eissn: 2211-3797 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0001645511 issn: 2211-3797 databaseCode: M~E dateStart: 20110101 isFulltext: true titleUrlDefault: https://road.issn.org providerName: ISSN International Centre |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1NS8QwEA2yKHgRP3H9IgdvUmybdNt4U9nFi4sHhb2VJE2WCrZLu-vR3-5M0kpPevHSQ1smZV7ozCQvbwi5hhArCs1kIKEYCHihikCkKg4kRGsNKS-LTOiaTaTzebZYiJdBqy_khHl5YO-4WyOYUVYrm3DOlbJS4M5cpKTWSaSMq9Yh6xkUU251ZcIhFYi6UzKe0NWUFQpUxtzx6rCNzCASOcH-QUAaBJnZPtnrskN677_qgGyZ6pDsOJambo_IZtbUHxRJnXRd08I3k2_vKNaQvRJstaQtctrqiiLG7ug4RSIXSi1IWla0Xrn1a2qRLNJSZL4vqaTIP-_mITyUm3WNGpeFaY7J22z6-vgUdH0TAh2n8N8rWMpiiVugRvAwM0opI5lKYwPh3wjDOAd4kkxHlkkBGY7MQpuwtLBa8IlJ2QkZVXVlTgnNTChYloQWSlkuIZWKkiyVUoFZkVgejslN78N85eUx8p439p6jx3P0eO49PiYP6OafN1Ha2t0AwPMO8PwvwMck6UHKuyzBR38wVf4y-Nl_DH5OdtGk57NckBEgay7Jtv5cl21z5eYgXJ-_pt_MKuXg |
| linkProvider | Directory of Open Access Journals |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=From+data+to+dynamics%3A+Reconstructing+soliton+collision+phenomena+in+optical+fibers+using+a+convolutional+autoencoder&rft.jtitle=Results+in+physics&rft.au=Xu%2C+Qibo&rft.au=Rong%2C+Jifang&rft.au=Zeng%2C+Qilin&rft.au=Yuan%2C+Xiaofang&rft.date=2024-12-01&rft.issn=2211-3797&rft.eissn=2211-3797&rft.volume=67&rft.spage=108027&rft_id=info:doi/10.1016%2Fj.rinp.2024.108027&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_rinp_2024_108027 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2211-3797&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2211-3797&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2211-3797&client=summon |