What Are the Key Challenges in Sensor Data Analysis?
Sensor data analysis at the nanoscale presents several challenges:
- Noise and Interference: Nanosensors are highly sensitive and can pick up unwanted signals or noise. - Data Volume: High-frequency sampling can generate massive amounts of data, requiring efficient data storage and processing solutions. - Complexity: The interactions at the nanoscale can be complex, making it difficult to interpret the data accurately. - Calibration: Ensuring that sensors are properly calibrated to provide accurate measurements over time.