| 181 | | - Reduced spectrogram resolution to shorten model training time and prevent overloading of RAM |
| | 181 | - Reduced spectrogram resolution to shorten regression model training time and prevent overloading of RAM |
| | 182 | - Developed a basic CNN to estimate brightness temperature |
| | 183 | - Since the Tb values in the new data table are skewed toward the lower end and there is less representation of high RFI, the prediction errors are higher in more intense RFI scenarios. Additionally, the predicted Tb values for most of the clean spectrograms (those with Tb < 5 K) tend to converge to the same value |
| | 184 | - However, for the purposes of our project, we plan to use a constant Tb threshold of approximately 10 K to assess the presence of RFI. Therefore, errors in the higher Tb range can be considered negligible |
| | 185 | |
