A novel protection scheme for synchronous generator stator windings based on SVM

Protection and Control of Modern Power Systems

Table 2 SVMs for the Polynomial kernel function during the training process

	SVM	kernel width parameter γ	Penalty due to the error C	Accuracy of SVM%
1	SVM1	0.55	231	98.601
1	SVM2	0.40	437	96.455
2	SVM1	0.50	404	95.745
2	SVM2	0.35	578	88.461
3	SVM1	0.3	77	99.117
3	SVM2	0.8	85	98.096
4	SVM1	0.1	883	99.80
4	SVM2	0.15	725	99.67