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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 15 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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:35:35.109053Z digest=sha256:aab4a5cc53e34534173d5690b341baa7326dd371e0a8a5583d3fbb0e455c155b

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:35:35.112733Z digest=sha256:2d82d47743b8b2ef71a0d33cf6144540f9fd2e038c5107e9bb14c6caae40adcc

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:35:35.117506Z digest=sha256:1d89b8490d8c274a814bb45589b871d09466a5dae3391ebc57a8e2b32c8fb3ee

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:35:35.121651Z digest=sha256:33f0413ce80c1b0aa021db1afba56eaf28c3e2fb07d4da3797028c6cd0eb9da7

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:35:35.125136Z digest=sha256:c54a716f3a0a5fb7059c83d9775ab8feb6279921949509ffec51b9709df3916f

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:35:35.128509Z digest=sha256:44d8d28bf8102535518d7893df1382635f753801112b22dda7f52b1d410146f8

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 2026-08-15T06:32:42.880941+00:00.

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:35:35.135693Z digest=sha256:f18fc2ba1d32ced048cad2bd7fdf0131b885b05c1d474cd81580b8c56c1fdd1e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:35:35.139261Z digest=sha256:2cdd8591cb7b2cb46bf303b36f0697e27d681b21223912daaf753cbab2652569

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

Resolution
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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:35:35.142902Z digest=sha256:1160f4068a8b40d825c3c40c8c2a1033476caf95d7b9f853fb8af2b3019cd129

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.

source=pdf_text observed=2026-08-11T00:35:35.146580Z digest=sha256:697dadbdf059df1b63605ca5fc6131bb29a10e5d2e35a8bdf8e66e27e9a47993

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:35:35.150622Z digest=sha256:4d4a27b0e70d59868b8b754f0b7076bcf6f2884c63ae944a9b8b672f5d27966a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:35:35.154811Z digest=sha256:95ab861c50323eeecc5cc78f708b12c2414968a4dbd3a3149cfeed5c4361ee42

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 2026-08-15T06:32:42.880941+00:00.

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:35:35.161767Z digest=sha256:80b3a92a136305a0063fe3b5eee5ecc20c478b3cf39304ea5bac4f12f9078a73

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 2026-08-15T06:32:42.880941+00:00.

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:35:35.168621Z digest=sha256:d87f657e7cc397539465dcb35336c3b4d9bc450609e3d16ebcc8d7d7acbd52e9

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T00:35:35.172553Z digest=sha256:7623f1b4a51b23db25299d38b485a6bf7f838132b3974f3aff9edee8cba57c6f

Pith citing papers

No inbound Pith citation observations are available.