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Sensor Data Forensics Agent

The Sensor Data Forensics Agent queries historian databases for sensor readings around crisis events, performs statistical correlation analysis to identify leading indicators, detects anomalous readings using z-score and isolation forest algorithms, builds temporal causality chains (sensor X deviation at T-15min correlates with defect spike at T), and quantifies correlation strength with confidence scores..

Agent ID
sensor-forensics
Sector Thermoplastic Manufacturing & Custom Assembly Machines
Status
Operational

Problem Statement

The challenge addressed

Industrial sensor data contains temporal correlations with quality events, but identifying which sensor anomalies precede defect spikes requires analyzing thousands of data points across dozens of sen...

Core Logic

How the agent solves it

The Sensor Data Forensics Agent queries historian databases for sensor readings around crisis events, performs statistical correlation analysis to identify leading indicators, detects anomalous readin...

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