Switched capacitor filter transient responses for fault detection

Dataset Description

This dataset comprises both measured and simulated responses of second-order switched capacitor filters designed for failure detection. The study encompasses two types of filters:

•     Overdamped
•     Underdamped

The measured data is segregated into two subsets:

Training Data

The training data exclusively contains non-failure responses. It serves as the foundation for model training and validation.

Test Data

The test data includes both failure and non-failure responses. Each response is labeled to indicate whether it is a non-failure or failure response, specifying which capacitor has been modified and its new value.

For the simulated data, it is exclusively utilized for testing purposes. For each simulated case (% deviation of the nominal value), a metadata file named "*_metadata.csv" is provided. Each row in this file meticulously outlines the characteristics of the response corresponding to the elements in the accompanying .npy file.