Paper Citation Record · LEDGER

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning

As of 12 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2507.02934.

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

pith.paper-citation-record.v1
2507.02934 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:30:03.805438Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

33 of 33 outbound references displayed

verified exact0
verified fuzzy29
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 88202ce5-1de1-4cb7-8d2d-2a999e71cf9b · outbound

This paper cites an unresolved cited work.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:30:07.736599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7686dbfa-4f81-4714-a944-71252359a2c0 · outbound

This paper cites an unresolved cited work.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:30:07.655892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f00f90a1-146c-42a7-ae60-c991676c7ea4 · outbound

This paper cites an unresolved cited work.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:30:07.551198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cb9e7bfb-eae9-42d8-a49a-b26f42a21487 · outbound

This paper cites Normal" or.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Normal" or

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:07.440850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8a16d79e-9d76-49a3-bd11-8a0c82b85846 · outbound

This paper cites Prognostic modelling options for remaining useful life estimation by industry,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Prognostic modelling options for remaining useful life estimation by industry,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:07.271577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b396977a-e7a8-417a-a54c-88d9caef7fb2 · outbound

This paper cites A Cyber-Physical Systems architecture for Industry 4.0-based manufacturing systems,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning A Cyber-Physical Systems architecture for Industry 4.0-based manufacturing systems,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:07.153176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 71a5e491-c353-46ad-ab14-ad2d912b609d · outbound

This paper cites Event-driven risk management for agile business processes,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Event-driven risk management for agile business processes,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:07.068441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ec0da870-2fd2-4cef-8965-1f67ce72d02a · outbound

This paper cites Machine learning for predictive maintenance: A multiple classifier approach,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Machine learning for predictive maintenance: A multiple classifier approach,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:06.829767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b87194c6-73c2-4b09-be18-a795057b1d68 · outbound

This paper cites Ensemble learning for fault diagnosis in manufacturing systems,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Ensemble learning for fault diagnosis in manufacturing systems,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:06.740382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9732445d-7ba2-4dfd-91eb-a98a85c3e447 · outbound

This paper cites Data-driven methods for predictive maintenance of industrial equipment: A survey,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Data-driven methods for predictive maintenance of industrial equipment: A survey,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:06.631466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5672b24a-7b5e-4245-9ece-46a39506e333 · outbound

This paper cites A systematic literature review of machine learning methods applied to predictive maintenance,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning A systematic literature review of machine learning methods applied to predictive maintenance,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:06.487030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f93b2c64-3837-45d4-bf0f-135afa93fbf5 · outbound

This paper cites A review on digital twin applications for predictive maintenance in manufacturing,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning A review on digital twin applications for predictive maintenance in manufacturing,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:06.350674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b84cf913-dd82-4171-86a2-834898f99609 · outbound

This paper cites A review on data-driven predictive maintenance for the smart manufacturing systems,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning A review on data-driven predictive maintenance for the smart manufacturing systems,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:06.285610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e20b395f-65db-4092-a146-f636255fce31 · outbound

This paper cites Predictive maintenance approach based on hybrid model combining machine learning and fuzzy logic,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Predictive maintenance approach based on hybrid model combining machine learning and fuzzy logic,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:06.160852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 974e6663-a3e4-4651-a60e-742e7f07b020 · outbound

This paper cites Metrics for evaluating performance of prognostic techniques,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Metrics for evaluating performance of prognostic techniques,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:06.062227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 73be48a4-ae42-4404-b467-997815dd5562 · outbound

This paper cites A review on condition-based maintenance optimization models for stochastically deteriorating system,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning A review on condition-based maintenance optimization models for stochastically deteriorating system,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:05.877211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 56dd370d-b3c5-4751-9a4b-ab35a33155d2 · outbound

This paper cites Multi-objective reinforcement learning for smart maintenance scheduling,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Multi-objective reinforcement learning for smart maintenance scheduling,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:05.743708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 69c6aa2d-cd3e-40f5-9a81-2404bdd5a4b3 · outbound

This paper cites Intelligent fault detection and condition monitoring using deep learning techniques: A comprehensive review,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Intelligent fault detection and condition monitoring using deep learning techniques: A comprehensive review,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:05.590846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation dcb0f077-52da-4a7e-80c1-bfd10380e2fa · outbound

This paper cites Edge intelligence for predictive maintenance in industrial IoT,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Edge intelligence for predictive maintenance in industrial IoT,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:05.459166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 70e5d98d-7235-4fc6-a915-9dc0876f19ec · outbound

This paper cites A lightweight deep learning model for predictive maintenance on edge devices,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning A lightweight deep learning model for predictive maintenance on edge devices,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:05.250915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4009862a-bb33-46c6-b3e8-265479d60251 · outbound

This paper cites Remaining useful life estimation of critical components with application to prognostics,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Remaining useful life estimation of critical components with application to prognostics,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:05.118664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0bc26fc6-4e5f-4d9e-8fa9-79b9cd2161c6 · outbound

This paper cites Machinery health prognostics: A systematic review from data acquisition to RUL prediction,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Machinery health prognostics: A systematic review from data acquisition to RUL prediction,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:04.916957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e3bda8fc-8253-41a8-8ec6-6ddc64c7231f · outbound

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

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Long short term memory networks for anomaly detection in time series,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:04.797235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 90bb06d0-9422-438f-b78b-5c8921d64e7b · outbound

This paper cites Data-driven hybrid approach for predictive maintenance of industrial equipment,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Data-driven hybrid approach for predictive maintenance of industrial equipment,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:04.696349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bc6bf9a7-3b77-46db-9645-ebeed7d547a2 · outbound

This paper cites A comparison of data-driven and physics-based models for equipment health monitoring and prognostics,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning A comparison of data-driven and physics-based models for equipment health monitoring and prognostics,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:04.603830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation db603c0b-d94c-4ee9-8fbc-4894c0fba317 · outbound

This paper cites Data-driven predictive maintenance for vending machines using machine learning,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Data-driven predictive maintenance for vending machines using machine learning,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:04.544279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d4080aa4-59f1-4452-aefb-81fd4bd53b97 · outbound

This paper cites Smart vending machine monitoring system based on IoT and predictive analytics,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Smart vending machine monitoring system based on IoT and predictive analytics,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:04.466776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5eeda951-b3ec-4599-97b2-70d1bc4aae35 · outbound

This paper cites an unresolved cited work.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:30:04.376446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1ac24c39-07ec-4135-8a98-7a32a99c7fcf · outbound

This paper cites Federated learning algorithms for scalable and privacy-preserving maintenance diagnostics,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Federated learning algorithms for scalable and privacy-preserving maintenance diagnostics,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:04.287864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9f11ba46-da6d-44a8-af10-35ca92eabc38 · outbound

This paper cites Unsupervised machine learning for detecting anomalies and predicting failure in smart cities,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Unsupervised machine learning for detecting anomalies and predicting failure in smart cities,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:04.216342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9c8e5878-7dcc-4481-b8ec-6a3cbcac667a · outbound

This paper cites Random forests,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Random forests,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:04.136462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 23d1deb5-5ca6-4d60-81dc-99665fd99401 · outbound

This paper cites Active learning literature survey,.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Active learning literature survey,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:04.053376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4a270aa4-df30-4e58-92ce-31975f46d929 · outbound

This paper cites Papoulis and S.

Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning Papoulis and S

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:30:03.932420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

No inbound Pith citation observations are available.