sjoerdfijnje

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• Joined on 2025-09-22

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monster

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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 2025-11-25 14:29:49 +00:00

EVOLV

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EVOLV – Comprehensive Node-RED Automation Ecosystem Core: • Measurement & Monitoring: dynamic sensor config, scaling, smoothing • Equipment Control: rotating machines, valves, actuators, exchangers • Group Management: coordinated control of machine/valve/gate groups • Process Modeling: ASM1, diffuser modeling, reactor dynamics • Predictive Analytics: LSTM forecasting, interpolation, error analysis • Dashboard Integration: automated Grafana dashboard generation • Data Processing: unit conversion, physics, structured outputs Integration: Built on GeneralFunctions library with TensorFlow.js support for real-time process optimization.

Updated 2025-10-10 08:13:51 +00:00