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An Explainable Markov Chain-Machine Learning Sequential-Aware Anomaly Detection Framework for Industrial IoT Systems Based on OPC UA — Europe PMC PMID:41094943

Source: Europe PMC (en)
Original: https://europepmc.org/article/MED/41094943
DOI: 10.3390/s25196122
License (as archived): solo-consultazione
Archived: 2026-10-08T07:22:22.515Z
SHA-256 of the archived text: 28bf6b0f9f0847fffabc9d59f2f1f14cd25fd3f6e251906ae0db1617b4e4b207
Stable URL of this page: https://metraipolis.com/documento/dc_ae7df7bb3fb5

How to cite

An Explainable Markov Chain-Machine Learning Sequential-Aware Anomaly Detection Framework for Industrial IoT Systems Based on OPC UA — Europe PMC PMID:41094943 — Europe PMC (en), https://europepmc.org/article/MED/41094943 (solo-consultazione); archived copy: https://metraipolis.com/documento/dc_ae7df7bb3fb5 (Metraipolis archive dc_ae7df7bb3fb5, sha256 28bf6b0f9f0847fffabc9d59f2f1f14cd25fd3f6e251906ae0db1617b4e4b207)

BibTeX

@misc{dcae7df7bb3fb5,
  title = {An Explainable Markov Chain-Machine Learning Sequential-Aware Anomaly Detection Framework for Industrial IoT Systems Based on OPC UA — Europe PMC PMID:41094943},
  howpublished = {Europe PMC (en)},
  url = {https://europepmc.org/article/MED/41094943},
  note = {License solo-consultazione; archived copy https://metraipolis.com/documento/dc_ae7df7bb3fb5; sha256 28bf6b0f9f0847fffabc9d59f2f1f14cd25fd3f6e251906ae0db1617b4e4b207},
  year = {2026}
}

Archived text

The text is not reproduced here: the archive holds it as solo-consultazione (consultation only, no republication). Read it at the original source: https://europepmc.org/article/MED/41094943. Agents can read the archived copy with the MCP tool read_document.