9th INTERNATIONAL CONGRESS ON ENGINEERING, ARCHITECTURE AND DESIGN, İstanbul, Turkey, 14 - 16 May 2022, pp.18-25, (Full Text)
Abstract: Transformers can be designed and manufactured in different powers and
sizes. The physical dimensions of transformers change with their power.
Transformers may need to be designed in different winding types when their
power changes. During the design, the powers of the transformer and the voltage
limits are taken into account. However, leakage fluxes are not taken into
account for each size and power. Because leakage fluxes occur during use after
transformer design. Therefore, the leakage flux can be estimated through
simulation. The accuracy of the leakage flux values determined by simulation
can always be doubted. Leakage flux is defined as leakage reactance in magnetic
circuits. In this study, a SVM model that can classify and detect transformer
winding types by taking into account the leakage reactance calculation has been
designed and implemented. As a result of the test, it was seen that SVM
predicted the winding type with 99.7% accuracy. It was concluded that the SVM
method has the potential to save time in the selection of winding type in the
design of transformers.
Keywords: Transformers, Coil, SVM,
Cylindrical, Symmetric, Accuracy