Model Comparison

Choose between environmental sensor monitoring and mechanical performance analysis based on your equipment category and available telemetry.

AttributeDataset 1Dataset 2
FocusEnvironmental Sensor MonitoringMechanical Performance Analysis
AlgorithmSVM (RBF kernel)Random Forest Classifier
Accuracy94.0%96.0%
Key FeaturesTemperature, Pressure, Vibration, Humidity, Type, LocationProcess Temp, Air Temp, RPM, Torque, Tool Wear, Equipment Type
Best forPumps, Turbines, HVAC equipmentCNC lines, motors, rotating machinery
Launch Dataset 1 PredictionLaunch Dataset 2 Prediction