Changes between Version 61 and Version 62 of Other/Summer/2025/mlCoexist

Timestamp:

Jul 15, 2025, 5:12:50 PM (4 weeks ago)

Author:

aw1086

Comment:

—

Other/Summer/2025/mlCoexist

@@ -81 +81 @@
  * Machine learning models: 
    * Developed a CNN for RFI detection using pre-trained model (ResNet-18) with the last classification layer modified and retrained  
-   * Developed SVM as a baseline to assess the efficiency of the CNN approach (potentially underutilization of the neural network)  
-      * Performed cross-validation to make sure the models were not overfitting 
-      * Both models reached >95% accuracy
- * Continued obtaining data from transition band (100 additional rows in dataTable) 
+   * Developed SVM as a baseline to assess the efficiency of the CNN approach (underutilization of the neural network)  
+      * Performed cross-validation to ensure the models were not overfitting 
+      * Both the CNN and the SVM reached >95% accuracy
+ * Continued obtaining data from transition band (100 additional rows: 1413.5mHz(fc0), 1453.5mHz(fc4)
  * Identified Friis Transmission Formula & Stefan-Boltzmann Law which will be used to find beam efficiency