Sensor Data Normalizer
Normalization Parameters
About Sensor Data Normalizer
Convert raw sensor readings (ADC values, voltages, resistance) to meaningful physical values using linear normalization.
Key Features:
- Linear interpolation between input and output ranges
- Configurable decimal precision
- Step-by-step formula breakdown
- Visual comparison chart
- Position analysis within ranges
Common Applications:
- ADC to Physical Units: Convert 0-4095 ADC to 0-100°C
- Voltage Scaling: Convert 0-5V to 0-100% pressure
- Resistance to Temperature: RTD/thermistor linearization
- Sensor Calibration: Map raw readings to calibrated values
- Data Preprocessing: Normalize for machine learning
Formula Explanation:
normalized = ((value - min_raw) / (max_raw - min_raw)) * (max_scaled - min_scaled) + min_scaled
- Offset removal: Subtract minimum raw value
- Normalize: Divide by raw range to get 0-1 scale
- Scale: Multiply by target range
- Shift: Add minimum scaled value
Example Use Cases:
Sensor Type | Raw Range | Physical Range |
---|---|---|
12-bit ADC | 0 - 4095 | -40°C to 125°C |
Voltage | 0V - 5V | 0% - 100% |
Current | 4mA - 20mA | 0 - 100 PSI |
Tip: This tool is perfect for sensor calibration, IoT data processing, and converting between different measurement scales.