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GeneralFunctions – Node-RED Utility Library
Features:
• Dynamic Menu System: auto-generates asset/logger/position menus
• Measurement Processing: scaling, smoothing, outlier detection
• Config Management: schema validation, JSON defaults
• Predictive Analytics: LSTM, interpolation, error metrics
• State Management: generic state machine for equipment control
• Data Conversion: physics-based unit conversion
• Child Registration: manage upstream/downstream node relationships
• Asset Curve Loading: integrate performance curve data
• Logging & Output: structured logging & validation
Integration: Provides modular utilities for all automation nodes with selective imports.
Updated 2025-10-07 07:50:37 +00:00
Monster – AI-Powered Wastewater Sampling Automation
Features:
• Predictive Sampling: LSTM-based flow prediction with 24h precipitation forecasts
• Calendar Integration: AQUON lab scheduling for automated sampling
• Volume Optimization: dynamic pulse calculation for representative samples
• Weather Correlation: multi-location precipitation aggregation & probability weighting
• Safety Systems: bucket overflow, min/max volume, weight monitoring
• Real-time Processing: continuous flow calculation with configurable sampling windows
• Event-Driven Architecture: Node-RED EventEmitter integration
Integration: Uses weather APIs, lab schedules, and TensorFlow.js ML models for autonomous wastewater sampling with predictive flow optimization.
Updated 2025-10-07 07:50:00 +00:00
RotatingMachine – Advanced Equipment Control & Performance Analytics
Features:
• Multi-Curve Predictions: flow, power, and control using manufacturer curves with pressure compensation
• State-Based Control: automated startup/shutdown with configurable timing & safety interlocks
• Performance Analytics: efficiency calculations, BEP distance tracking, CoG optimization
• Child Registration: integrates with measurement nodes for closed-loop control
• Drift Assessment: NRMSE-based degradation detection & predictive maintenance alerts
• Multi-Mode Operation: manual, automatic, emergency modes with source/action validation
• Safety Systems: emergency stop, validation, error handling
Integration: Provides real-time optimization and performance monitoring for industrial rotating equipment.
Updated 2025-10-07 07:49:29 +00:00
Measurement – Advanced Sensor Data Processing & Analytics
Features:
• Signal Processing: 12+ smoothing methods (Kalman, Savitzky-Golay, median, filters)
• Data Validation: outlier detection with Z-score, IQR, thresholds
• Scaling & Calibration: interpolation, offset, range validation
• Statistical Analytics: repeatability, stability, standard deviation monitoring
• Simulation Mode: built-in signal generator with noise injection
• Container Integration: seamless with MeasurementContainer for data flow
• Event-Driven Architecture: EventEmitter-based notifications
• Configurable Logging: multi-level, schema-based config
Integration: Provides robust sensor data streams for industrial automation with TensorFlow.js-ready outputs.
Updated 2025-10-07 07:49:03 +00:00