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 2025-11-06 08:22:34 +00:00
MachineGroup – Intelligent Multi-Machine Coordination
Features:
• Optimal Control: CoG-based flow distribution for minimum power use
• Priority Control: sequential operation with priority lists & load balancing
• Percentage Control: normalized 0–100% with staging & balancing
• Dynamic Pressure Equalization: automatic synchronization
• Efficiency Analytics: real-time BEP distance & efficiency monitoring
• Curve-Based Predictions: multi-dimensional interpolation
• Child Registration: auto-integration with measurement/control nodes
• Safety Logic: alarms, warnings, hysteresis, validation
Integration: Provides intelligent automation for industrial equipment groups with predictive maintenance.
Updated 2025-11-06 07:04:09 +00:00
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 2025-11-05 09:02:57 +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 2025-10-22 05:37:26 +00:00
Valve – Intelligent Control Valve Automation & Flow Management
Features:
• Hydraulic Modeling: real-time ΔP calculations with Kv curves, air density & temperature compensation
• Multi-Mode Control: manual, automatic, emergency modes with validation & safety interlocks
• State-Based Sequencing: automated startup/shutdown with configurable timing & position control
• Flow Prediction: curve-based flow using valve characteristics & pressure measurements
• Child Registration: seamless integration with measurement nodes for closed-loop control
• Safety Systems: emergency stop, validation, error handling
• Real-time Analytics: monitoring of valve position, flow rates, pressure differentials
Integration: Works with containers, state machines, interpolation engines, and prediction models for real-time optimization and hydraulic performance monitoring.
Updated 2025-10-14 12:08:09 +00:00
ValveGroupControl – Intelligent Multi-Valve Flow Distribution System
Features:
• Proportional Flow Distribution: automatic allocation using Kv values
• Delta-P Optimization: real-time max ΔP calculations across valves
• Multi-Mode Operation: manual, automatic, emergency modes
• Sequence Management: startup, shutdown, emergency handling
• Child Registration: integrates seamlessly with valve nodes
• Real-time Analytics: flow, pressure, performance monitoring
• Safety Systems: emergency stop, validation, error handling
Integration: Works with measurement containers, state machines, and utilities to provide real-time flow optimization and monitoring.
Updated 2025-10-14 11:52:49 +00:00
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
Updated 2025-10-09 14:21:15 +00:00
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
Updated 2025-09-29 07:17:20 +00:00
Updated 2025-09-24 12:26:55 +00:00
Diffuser – Fine Bubble Aeration System Simulation
Features:
• Performance Modeling: OTR prediction using supplier-specific curves
• Pressure Calculations: dynamic modeling for flow & hydrostatics
• Multi-Supplier Support: Sulzer, GVA with interpolation
• Efficiency Analytics: combined scoring & slope analysis
• Safety Systems: alarms & warnings with hysteresis
• Physical Calculations: air density, conversions, O₂ solubility
• Real-time Processing: live parameter updates with getter/setter
Integration: Provides accurate aeration performance modeling for wastewater treatment optimization.
Updated 2025-09-22 14:03:45 +00:00
Implementation of the ASM3 and axial dispersion PFR models in JS
Updated 2025-09-22 13:18:00 +00:00