Fig. 2. Comparative analysis of MFL detection based on dimensions weight of 90×195×300 mm, 8 kg. Fig. 4. Comparative analysis of MFL detection based on wire rope diameter of 16-19 mm. Fig. 3. Comparative analysis of MFL detection based on dimensions weight of 190×280×300 mm, 12 kg. Fig. 5. Comparative analysis of MFL detection based on wire rope diameter of 20-49 mm. Table 2 - Comparative analysis of MFL detection based on wire rope diameter Wire Rope Diameter 16-19 mm Techniques MLP RBFN Far_Z-CNN MLP 20-49 mm RBFN Far_Z-CNN 52 Accuracy 87 92 95 91 94 97 Reliability 81 85 87 85 87 91 IEEE Instrumentation & Measurement Magazine MFL Detection Rate 75 79 81 71 75 77 Magnitude of MFL 81 84 89 75 81 85 October 2022