Changes between Version 60 and Version 61 of Other/Summer/2025/mlCoexist


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Timestamp:
Jul 15, 2025, 5:09:33 PM (4 weeks ago)
Author:
aw1086
Comment:

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  • Other/Summer/2025/mlCoexist

    v60 v61  
    7979
    8080**Progress:**
    81  * ML Models
     81 * Machine learning models:
    8282   * Developed a CNN for RFI detection using pre-trained model (ResNet-18) with the last classification layer modified and retrained 
    8383   * Developed SVM as a baseline to assess the efficiency of the CNN approach (potentially underutilization of the neural network) 
    8484      * Performed cross-validation to make sure the models were not overfitting
    8585      * Both models reached >95% accuracy
    86 
    8786 * Continued obtaining data from transition band (100 additional rows in dataTable)
    88 
    8987 * Identified Friis Transmission Formula & Stefan-Boltzmann Law which will be used to find beam efficiency
    9088