Machine Learning Applied to Optical Communication Systems
This reprint explores how machine learning is revolutionizing optical communication systems, featuring topics ranging from long-haul coherent links and short-reach IM/DD systems to PONs, VLC, and chaos-based secure communication. Covering neural network equalization, optical signal processing, and s...
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| Format: | Online |
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| Language: | English |
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MDPI - Multidisciplinary Digital Publishing Institute
2025
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| Online Access: | ONIX_20250812T110751_9783725840960_325 |
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| collection | Directory of Open Access Books |
| description | This reprint explores how machine learning is revolutionizing optical communication systems, featuring topics ranging from long-haul coherent links and short-reach IM/DD systems to PONs, VLC, and chaos-based secure communication. Covering neural network equalization, optical signal processing, and system-level intelligence, this collection highlights cutting-edge research and future directions at the intersection of AI and photonics. |
| format | Online |
| id | doab-20.500.12854ir-165570 |
| institution | Directory of Open Access Books |
| language | eng |
| publishDate | 2025 |
| publishDateRange | 2025 |
| publishDateSort | 2025 |
| publisher | MDPI - Multidisciplinary Digital Publishing Institute |
| publisherStr | MDPI - Multidisciplinary Digital Publishing Institute |
| record_format | ojs |
| spelling | doab-20.500.12854ir-1655702025-08-12T09:56:06Z Machine Learning Applied to Optical Communication Systems Wei, Jinlong Xu, Zhaopeng optical fiber communication self-coherent detection machine learning short-reach transmission AMCC WDM-PON GMM interference model probabilistic shaping quantum-dot (QD) spin-vertical-cavity surface-emitting laser photonic reservoir computing chaotic synchronization coherent optical chaos secure communication silicon photonics (SiPh) silicon-on-insulator (SOI) pulse amplitude modulation (PAM) silicon microring modulator (SiMRM) optical neural network (ONN) optical communications passive optical network equalization optical performance monitoring modulation format identification bit-error ratio optical signal-to-noise ratio nonlinearities visible light communication (VLC) autoencoder (AE) photodetector (PD) color-shift keying (CSK) optical wireless communication (OWC) intensity-modulated direct-detection neural network training computational complexity optical wireless communications vertical-cavity surface-emitting lasers multilevel pulse amplitude modulation digital equalisation multilayer perceptron CNN VLC VLP OCC indoor positioning attention mechanism TI smart resilience NG-EPON AI SDN SEBA VOLTHA RFoG system performance VCSEL-based optical interconnects end-to-end learning wavelength division multiplexing variational auto encoder knowledge distillation multi-fiber optical networks artificial neural networks network capacity and cost fiber assignment nonlinear Schrödinger equation regular perturbation model fiber nonlinearity learnable parameters single-span dual-polarization systems n/a thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology thema EDItEUR::K Economics, Finance, Business and Management::KN Industry and industrial studies::KNB Energy industries and utilities This reprint explores how machine learning is revolutionizing optical communication systems, featuring topics ranging from long-haul coherent links and short-reach IM/DD systems to PONs, VLC, and chaos-based secure communication. Covering neural network equalization, optical signal processing, and system-level intelligence, this collection highlights cutting-edge research and future directions at the intersection of AI and photonics. 2025-08-12T09:56:04Z 2025-08-12T09:56:04Z 2025 book ONIX_20250812T110751_9783725840960_325 9783725840960 9783725840953 https://directory.doabooks.org/handle/20.500.12854/165570 eng image/jpeg Attribution 4.0 International https://mdpi.com/books https://mdpi.com/books/pdfview/book/11019 MDPI - Multidisciplinary Digital Publishing Institute 10.3390/books978-3-7258-4095-3 10.3390/books978-3-7258-4095-3 46cabcaa-dd94-4bfe-87b4-55023c1b36d0 9783725840960 9783725840953 244 open access |
| spellingShingle | optical fiber communication self-coherent detection machine learning short-reach transmission AMCC WDM-PON GMM interference model probabilistic shaping quantum-dot (QD) spin-vertical-cavity surface-emitting laser photonic reservoir computing chaotic synchronization coherent optical chaos secure communication silicon photonics (SiPh) silicon-on-insulator (SOI) pulse amplitude modulation (PAM) silicon microring modulator (SiMRM) optical neural network (ONN) optical communications passive optical network equalization optical performance monitoring modulation format identification bit-error ratio optical signal-to-noise ratio nonlinearities visible light communication (VLC) autoencoder (AE) photodetector (PD) color-shift keying (CSK) optical wireless communication (OWC) intensity-modulated direct-detection neural network training computational complexity optical wireless communications vertical-cavity surface-emitting lasers multilevel pulse amplitude modulation digital equalisation multilayer perceptron CNN VLC VLP OCC indoor positioning attention mechanism TI smart resilience NG-EPON AI SDN SEBA VOLTHA RFoG system performance VCSEL-based optical interconnects end-to-end learning wavelength division multiplexing variational auto encoder knowledge distillation multi-fiber optical networks artificial neural networks network capacity and cost fiber assignment nonlinear Schrödinger equation regular perturbation model fiber nonlinearity learnable parameters single-span dual-polarization systems n/a thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology thema EDItEUR::K Economics, Finance, Business and Management::KN Industry and industrial studies::KNB Energy industries and utilities Machine Learning Applied to Optical Communication Systems |
| title | Machine Learning Applied to Optical Communication Systems |
| title_full | Machine Learning Applied to Optical Communication Systems |
| title_fullStr | Machine Learning Applied to Optical Communication Systems |
| title_full_unstemmed | Machine Learning Applied to Optical Communication Systems |
| title_short | Machine Learning Applied to Optical Communication Systems |
| title_sort | machine learning applied to optical communication systems |
| topic | optical fiber communication self-coherent detection machine learning short-reach transmission AMCC WDM-PON GMM interference model probabilistic shaping quantum-dot (QD) spin-vertical-cavity surface-emitting laser photonic reservoir computing chaotic synchronization coherent optical chaos secure communication silicon photonics (SiPh) silicon-on-insulator (SOI) pulse amplitude modulation (PAM) silicon microring modulator (SiMRM) optical neural network (ONN) optical communications passive optical network equalization optical performance monitoring modulation format identification bit-error ratio optical signal-to-noise ratio nonlinearities visible light communication (VLC) autoencoder (AE) photodetector (PD) color-shift keying (CSK) optical wireless communication (OWC) intensity-modulated direct-detection neural network training computational complexity optical wireless communications vertical-cavity surface-emitting lasers multilevel pulse amplitude modulation digital equalisation multilayer perceptron CNN VLC VLP OCC indoor positioning attention mechanism TI smart resilience NG-EPON AI SDN SEBA VOLTHA RFoG system performance VCSEL-based optical interconnects end-to-end learning wavelength division multiplexing variational auto encoder knowledge distillation multi-fiber optical networks artificial neural networks network capacity and cost fiber assignment nonlinear Schrödinger equation regular perturbation model fiber nonlinearity learnable parameters single-span dual-polarization systems n/a thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology thema EDItEUR::K Economics, Finance, Business and Management::KN Industry and industrial studies::KNB Energy industries and utilities |
| topic_facet | optical fiber communication self-coherent detection machine learning short-reach transmission AMCC WDM-PON GMM interference model probabilistic shaping quantum-dot (QD) spin-vertical-cavity surface-emitting laser photonic reservoir computing chaotic synchronization coherent optical chaos secure communication silicon photonics (SiPh) silicon-on-insulator (SOI) pulse amplitude modulation (PAM) silicon microring modulator (SiMRM) optical neural network (ONN) optical communications passive optical network equalization optical performance monitoring modulation format identification bit-error ratio optical signal-to-noise ratio nonlinearities visible light communication (VLC) autoencoder (AE) photodetector (PD) color-shift keying (CSK) optical wireless communication (OWC) intensity-modulated direct-detection neural network training computational complexity optical wireless communications vertical-cavity surface-emitting lasers multilevel pulse amplitude modulation digital equalisation multilayer perceptron CNN VLC VLP OCC indoor positioning attention mechanism TI smart resilience NG-EPON AI SDN SEBA VOLTHA RFoG system performance VCSEL-based optical interconnects end-to-end learning wavelength division multiplexing variational auto encoder knowledge distillation multi-fiber optical networks artificial neural networks network capacity and cost fiber assignment nonlinear Schrödinger equation regular perturbation model fiber nonlinearity learnable parameters single-span dual-polarization systems n/a thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology thema EDItEUR::K Economics, Finance, Business and Management::KN Industry and industrial studies::KNB Energy industries and utilities |
| url | ONIX_20250812T110751_9783725840960_325 |