Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T05:53:21.518233Z
Paper Citation Record · LEDGER
As of 19 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2504.19564.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T05:53:21.518233Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
39 of 39 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 6f707859-aa62-4955-a71c-4ea00213745c · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Design of low-margin optical networks,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5a896a0b-845a-41f9-b567-6c78eec4c805 · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Effect of reduced link margins on c+ l band elastic optical networks,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 37ab9a4c-f6cc-4eed-aa0d-fec4f0653caa · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Capacity limits of optical fiber networks,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation abe683ed-a0e8-4824-b344-6b551bdf11d5 · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Ultrawideband systems and net- works: Beyond c+ l-band,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b3086310-8b65-4372-8b0f-68ea7f5f1c3c · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach A comparative review of mems-based optical cross- connects for all-optical networks from the past to the present day,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b6f42369-7ac1-46ae-a47d-c8283c9c9c16 · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Network planning with actual margins,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6ac7d808-c133-4e94-960b-cd57bcaad88f · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Reengineering aircraft structural life prediction using a digital twin,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 833a1e94-e9ea-4289-ad58-0fb44ab31701 · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach How to tell the difference between a model and a digital twin,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 65072f07-7722-440c-bdba-b6380589467b · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Measurement informed models and digital twins for optical fiber communication systems,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 78d61098-1a38-4a96-b3ef-37cbba5abd34 · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach The role of digital twin in optical communication: fault management, hardware configuration, and transmission simulation,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9d313000-8688-4def-858d-e55203d940b9 · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Applying digital twins to optical networks with cloud-native sdn controllers,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 63c24a07-da12-4860-939b-d1a1b7d73380 · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Digital-twin of physical-layer as enabler for open and disaggregated optical networks,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f47b10b5-ce0f-47b0-a98c-f5308d293e3d · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Digital twin for the optical network: Key technologies and enabled automation applications,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3b3d204a-63db-46ec-b9b6-f45e871acb9f · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Implementing digital twin in field-deployed optical networks: Uncertain factors, operational guidance, and field-trial demonstration,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1c8f2de5-a615-40e8-92f7-4a7a857a2a49 · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Assessment on the in-field lightpath qot computation including connector loss uncertainties,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 48868f36-39b6-40c4-ba51-3066161f20bb · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Impact of margins evolution along ageing in elastic optical networks,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e3229a42-b4b4-4f92-af20-2c7dc5145a1d · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Physics-informed digital twin with parameter refinement for a field-trial c+ l-band transmission link,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 02174b2e-6dad-495f-a5b2-60ff7ac75552 · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Digital twin of optical networks: A review of recent advances and future trends,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation aafb8716-fbc5-4db5-aaaa-b388fcab6843 · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Field learnings of deploying model assisted network feedback systems,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8cc0222f-0989-42be-905d-3c0466fed364 · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Machine learning enhancement of a digital twin for wavelength division mul- tiplexing network performance prediction leveraging quality of trans- mission parameter refinement,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0f3b0a4c-d44c-4a49-a449-0b764778019e · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Improving the accuracy of qot estimation with insertion loss distribution evaluation for c + l band transmission systems,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation bceccf36-c130-4fb9-aea5-29cdddeb64eb · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Improved qot estimations through refined signal power measurements and data-driven parameter optimizations in a disaggregated and partially loaded live production network,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d5d873b3-ce5d-4e46-b908-c90f42a47db0 · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Probabilistic low-margin optical-network design with multiple physical- layer parameter uncertainties,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 30ebda55-17a3-46d3-8761-9938db2d214e · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Performance limit of fiber- longitudinal power profile estimation methods,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0ae7b8ed-118c-4083-aaaf-338e9633a867 · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Physics-informed machine learning,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation be2f163b-7526-4848-81c6-23122bcf8d02 · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Hidden fluid mechanics: Learning velocity and pressure fields from flow visualizations,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 109e7eb3-1b44-48dc-8d74-6c6931893c98 · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Physics- informed neural network for nonlinear dynamics in fiber optics,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6d28cf2c-f47c-40a1-8e06-9255ff2584aa · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Physics- informed neural operator for fast and scalable optical fiber channel modelling in multi-span transmission,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ca85114c-8d0b-442c-93e5-8f23b7846d0a · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Physics-informed neural networks with hard constraints for inverse design,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d4379c8-3c37-4343-b7d5-cc3935e41f28 · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Pinn for power evolution prediction and raman gain spectrum identification in c+ l-band transmission system,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7e98f97d-7619-45d6-98b5-3ec16492833e · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Srs-net: a universal framework for solving stimulated raman scattering in nonlinear fiber-optic systems by physics-informed deep learning,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d37c8886-5876-4c87-8ee2-e261591f4a3e · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Data-driven optical fiber channel modeling: A deep learning approach,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b3502400-f084-41ab-b6af-bb5f19c7d388 · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Learning nonlinear operators via deeponet based on the universal approximation theorem of operators,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb6518ec-f6af-4714-ba5e-afa7d90adc2f · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Learning the solution operator of parametric partial differential equations with physics-informed deep- onets,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 59b1d8a2-b380-412a-b418-daed53a988d6 · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach On the impact of launch power optimization and transceiver noise on the performance of ultra-wideband transmission systems,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 906ebfc2-5111-409a-aa9a-ae473f69489d · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Experimental demonstration of partially disaggregated optical network control using the physical layer digital twin,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3fbfe1a1-42c9-4a80-b751-c116b2e2e2d2 · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Efficient three- step amplifier configuration algorithm for dynamic c+ l-band links in presence of stimulated raman scattering,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9704363a-aa39-4ee8-a74e-e59fb6305572 · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Network teleme- try streaming services in sdn-based disaggregated optical networks,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c8e1af4b-9f6e-457b-babb-bb555172be3f · outbound
Lifecycle Management of Optical Networks with Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach Network innovation using openflow: A survey,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
No inbound Pith citation observations are available.