International Journal of Electrical and Electronics Research · 2021 · 10 citations · 6 references
MedicineCardiologyHealth InformaticsBiomedical Signal ProcessingClinical CardiologyPreventive CardiologyCardiac Signal ProcessingCardiovascular DiseaseCardiovascular HealthElectrocardiogram AnalysisElectrocardiographySupport Vector MachinesCardiac Monitoring SystemsDisease Detection SystemsEcg Feature ExtractionElectrocardiogram DiagnosisParticle Swarm ControlParticle Swarm OptimizationSupport Vector ClassificationSupport Vector Machine Classification
Healthcare and disease detection in early stage is important in every human being. Proper and optimum detection of disease with smart controller is done using Particle swarm optimization (PSO) and Support Vector Machine (SVM). The research includes the Fuzzy Proportional Integral and Derivative (Fuzzy PID) controller was used with support vector machine to classify the heart disease. Particle Swarm Optimization is designed to remove the noise introduced in Electrocardiogram signal. Fuzzy PID controller was implemented for disease detection and prediction. Fuzzy PID controller provides most accurate and stable results.
6