ArticleSensors (Basel, Switzerland)2026
An Operational Hybrid SIEM Framework for OT Anomaly Detection.
Article in Sensors (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
1 citing paper in PubMed.
- An Integrated Testbed for MITRE-Mapped Attack Emulation in Industrial Control Networks.Sensors (Basel, Switzerland) · 2026Article
Corrections and comments
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Authors and funding
4 authors.
Funding
Abstract
Security monitoring in Industrial Internet of Things environments requires telemetry that spans Information Technology (IT) and Operational Technology (OT) network layers, and most public datasets capture only one such view. We describe a design pattern for hybrid Security Information and Event Management (SIEM) deployments in OT environments (rule-based detection plus edge-deployed machine learning anomaly detection writing into a shared index) and validate it on a Modbus/Jetson/Elastic instance. The pattern is platform-independent: any rule engine that exposes a query language and any edge device with adequate memory headroom can host an instance, and the paper documents the architectural choices that make this portability concrete. The validated instance comprises 27 rules in Kibana Query Language mapped to MITRE Adversarial Tactics, Techniques, and Common Knowledge, plus a CNN-BiLSTM autoencoder on a Jetson Orin Nano that reaches a true positive rate of 1.000 at the 98th-percentile validation threshold and 0.997 at the 99.5th-percentile threshold on a 9997-flow held-out attack partition. Runtime behaviour on the edge hardware is characterised under steady state and adversarial burst, including the queue-wait regime that dominates tail latency. A self-contained calibration step projects rule and model evidence onto a common scale for downstream fusion.
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What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.