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Paper Citation Record · LEDGER

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion

As of 23 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2608.07582.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2608.07582 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T00:35:35.172553Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

21 of 21 outbound references displayed

  • verified exact2
  • verified fuzzy18
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2ec2c6dd-59bd-48e0-acc4-72bb882a2f9b · outbound

This paper cites A cyber-physical systems architec- ture for industry 4.0-based manufacturing systems,.

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion A cyber-physical systems architec- ture for industry 4.0-based manufacturing systems,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:35:35.556841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation cceb7c62-b138-4c8f-9f93-09df0fce426c · outbound

This paper cites Thermal image-based fault detection using segmentation and SVM classification,.

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion Thermal image-based fault detection using segmentation and SVM classification,

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-11T00:35:35.547450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 38897d39-fe1a-4338-ad8c-dbfbdf95e2ac · outbound

This paper cites Proactive IT management with a predictive maintenance system,.

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion Proactive IT management with a predictive maintenance system,

Reference 3

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verified exact
raw_fallback, observed 2026-08-11T00:35:35.329484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation f7c41184-aa71-4909-a205-8cb5de1d63c8 · outbound

This paper cites Predictive maintenance using deep learning: Enhancing reliability and reducing electrical system downtime,.

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion Predictive maintenance using deep learning: Enhancing reliability and reducing electrical system downtime,

Reference 4

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verified fuzzy
raw_fallback, observed 2026-08-11T00:35:35.536124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T00:35:35.109053Z digest=sha256:62e5ec0d2579040cc6b465dd3aa19d959089ccda6f3fec8ac4812281f9cd3866

Observation 99e36554-fcab-4f44-8d08-c0aa333c3774 · outbound

This paper cites Fault detection in electrical systems using pre-trained CNNs and thermal imagery,.

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion Fault detection in electrical systems using pre-trained CNNs and thermal imagery,

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-11T00:35:35.522110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T00:35:35.112733Z digest=sha256:de2d033bf8e1df56aff71b4a352e50986c4c9bc7c97f280c313e895f76b0d866

Observation 65fe9b36-6e6e-4370-bbb8-da0471f902af · outbound

This paper cites Deep learning and its applications to machine health monitoring,.

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion Deep learning and its applications to machine health monitoring,

Reference 6

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verified fuzzy
raw_fallback, observed 2026-08-11T00:35:35.509649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T00:35:35.117506Z digest=sha256:6c4b840f8157f40285bab4121f117241578057c00e4158eee285b7b6d25a5125

Observation 8abc4736-9841-43de-ac22-63caffc428d7 · outbound

This paper cites How transferable are features in deep neural networks?.

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion How transferable are features in deep neural networks?

Reference 7

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verified fuzzy
raw_fallback, observed 2026-08-11T00:35:35.498965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T00:35:35.121651Z digest=sha256:b002fb083e6d3dd17e576ec2ebaeb192fb9bb261a89ca607848123da138366c6

Observation f6149cd6-fb73-4c92-ba6f-a15a27d29e06 · outbound

This paper cites ImageNet classification with deep convolutional neural networks,.

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion ImageNet classification with deep convolutional neural networks,

Reference 8

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verified fuzzy
raw_fallback, observed 2026-08-11T00:35:35.486210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T00:35:35.125136Z digest=sha256:219e3eee423e1f9765eb48bb51fa1c5904645a02e67a63cc005f53f109a1a798

Observation 29df1e6b-b5d2-4469-ac14-64012bad9644 · outbound

This paper cites Thermal profiling of high-density servers for proactive fault detection,.

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion Thermal profiling of high-density servers for proactive fault detection,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:35:35.472257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T00:35:35.128509Z digest=sha256:dc5820aa9d3f574573a07ef372e12603c7fbfb58826880345e13d2da7326f518

Observation 99000114-1cde-4cb0-a3df-8e573ad2e267 · outbound

This paper cites Multimodal fusion for multimedia analysis: A survey,.

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion Multimodal fusion for multimedia analysis: A survey,

Reference 10

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verified fuzzy
raw_fallback, observed 2026-08-11T00:35:35.459065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T00:35:35.131949Z digest=sha256:f2060af53137dea7e0700d9e7eb710258b214ed7a1a203ef688dc3c184f6a3dd

Observation 214865b9-165b-4ded-a1c2-a014ced097d1 · outbound

This paper cites Long short term memory networks for anomaly detection in time series,.

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion Long short term memory networks for anomaly detection in time series,

Reference 11

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verified fuzzy
raw_fallback, observed 2026-08-11T00:35:35.447213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T00:35:35.135693Z digest=sha256:56cc49bb402964bebc0ffb597fa180f10af56f82f6056f87d59ca5f0e9c2d1a1

Observation 4d1c2ac1-0e02-4ab6-a565-f80939ecf4a6 · outbound

This paper cites A systematic analysis of performance measures for classification tasks,.

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion A systematic analysis of performance measures for classification tasks,

Reference 12

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verified fuzzy
raw_fallback, observed 2026-08-11T00:35:35.434832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T00:35:35.139261Z digest=sha256:edf30061f6b2298da9cb06eb4e11417bd83c91d3a8807e907ccdba1deea6ca3f

Observation 9dfa9598-4889-41f9-ac28-52dea8a53d1f · outbound

This paper cites Transfer learning for electrical fault detection using thermal images,.

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion Transfer learning for electrical fault detection using thermal images,

Reference 13

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verified fuzzy
raw_fallback, observed 2026-08-11T00:35:35.420926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T00:35:35.142902Z digest=sha256:9dc7ac9f6b67339e1da5203bea01046f301ba30c909fb8f033121b50da580b39

Observation 0977f2c4-a195-4b17-96de-13773a1f2ea4 · outbound

This paper cites CNN-LSTM Hybrid Deep Learning Model for Remaining Useful Life Estimation.

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion CNN-LSTM Hybrid Deep Learning Model for Remaining Useful Life Estimation

Reference 14

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unresolved
no resolver link, observed 2026-08-11T00:35:35.146580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 3d7abee6-ac9a-47ec-b8f1-5eef29104bdf · outbound

This paper cites Thermal Image-based Fault Diagnosis in Induction Machines via Self-Organized Operational Neural Networks.

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion Thermal Image-based Fault Diagnosis in Induction Machines via Self-Organized Operational Neural Networks

Reference 15

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verified exact
local_arxiv, observed 2026-08-11T00:35:35.208506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 142ff946-10fb-44ae-acac-a451f770fcde · outbound

This paper cites Wavelet CNN-LSTM model for elec- tricity generation prediction in biomass thermal systems,.

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion Wavelet CNN-LSTM model for elec- tricity generation prediction in biomass thermal systems,

Reference 16

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verified fuzzy
raw_fallback, observed 2026-08-11T00:35:35.409159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T00:35:35.154811Z digest=sha256:e3a42b2202217ff9de29fbba63273572b83e098629aa144b2b4c6ac8b09bae03

Observation 5b1b894d-4e76-473b-8941-b08fca3ea43c · outbound

This paper cites Advanced thermal image pre-processing for defect segmentation using pulsed thermography,.

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion Advanced thermal image pre-processing for defect segmentation using pulsed thermography,

Reference 17

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verified fuzzy
raw_fallback, observed 2026-08-11T00:35:35.396903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T00:35:35.158388Z digest=sha256:8fdf92c1f171b4a4ad7532226b982c3ef988b410739c80f77e262d63f51162dd

Observation e864f3d4-bc6a-4862-b539-9b57808f2ab7 · outbound

This paper cites Multimodal CNN-LSTM model for real-time predictive maintenance in data centers,.

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion Multimodal CNN-LSTM model for real-time predictive maintenance in data centers,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:35:35.383677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T00:35:35.161767Z digest=sha256:b4513a5a634ec8bf6bd373419f04437eeccbff44b2d0c3cf201527d6fda85f99

Observation 65b9b4f0-ca14-4ee5-bd98-94f4c6b69786 · outbound

This paper cites Multimodal transformer for early alarm prediction,.

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion Multimodal transformer for early alarm prediction,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:35:35.370921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T00:35:35.165271Z digest=sha256:71f32e548ea3a3e6402a94ddaaefb4472a54a4966422a6ccfcbdf23f1c3f311b

Observation d4c7d9de-2996-47b0-8def-154cbc5429e1 · outbound

This paper cites Machine learning-aided thermography for autonomous heat loss detection in buildings,.

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion Machine learning-aided thermography for autonomous heat loss detection in buildings,

Reference 20

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verified fuzzy
raw_fallback, observed 2026-08-11T00:35:35.356349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T00:35:35.168621Z digest=sha256:f6d4f9eb241fdad92273c45d92ea7ba00248fd0e69be68d07db72ad56d196c10

Observation 2b7ce464-3e86-45d8-afcf-e476cda9d708 · outbound

This paper cites A U- Net CNN model application for identification of energy loss in infrared thermographic images,.

Predictive Failure Detection in Network Hardware Using Thermal Imaging and Deep Learning with Sensor Fusion A U- Net CNN model application for identification of energy loss in infrared thermographic images,

Reference 21

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verified fuzzy
raw_fallback, observed 2026-08-11T00:35:35.343441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T00:35:35.172553Z digest=sha256:a5be19878c91d1eaa8333432a8196c9b0bdb31865065184e3251cb12ce3e9788

Pith citing papers

No inbound Pith citation observations are available.