• Joined on 2025-10-06
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