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Phase 2: Energy & DataModule 10 of 25

Fault Detection & Diagnostics

Rule-based FDD signatures like simultaneous heating/cooling and economizer faults, rule-based versus statistical/ML anomaly detection, common AHU and VAV fault libraries, triaging alerts without alarm fatigue, and quantifying a fault's dollar cost to justify repair.

🧮 1 calculatorsHVAC Fault Injection Simulator ↗Concept Explainer: Setpoint vs. Deadband vs. Throttling Range ↗Concept Explainer: Drift, Offset & Span Calibration ↗
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About this module

This module works through how a rule-based FDD platform encodes known failure signatures — simultaneous heating and cooling, a stuck economizer damper, a valve that never reaches the position it was commanded to — and where those transparent, explainable rules run out, handing off to statistical and machine-learning methods built to catch failure modes nobody thought to write a rule for. Standing AHU and VAV fault libraries, alert triage that avoids alarm fatigue, and a worked cost-quantification example are all covered with the same practical grounding this program applies throughout.

By the end of this module you should be able to explain why a single bad sensor can cascade into a dozen nuisance alarms, and translate a detected fault into an annual dollar figure a facilities manager can actually act on rather than defer.

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