CNN Assisted SRF Theory with Firefly Optimized Single Phase UPQC System for PQ Improvement

Under a variety of different loads, the methodologies used in maintaining power supply were found to be unreliable and misaligned. Non-linear loads are the root of these specific randomness issues in the harmonics mitigating the impact. Filtration reduce the problems with resonance frequencies and authority value. These filtration are expensive because they must provide a dynamic response under different loads. The fresh unified electricity flow operator provides more secure power systems and good voltage stability under different load scenarios. The current is generated from the AC source using the altered Synchronous Frame Theory (SRF) theory. The opposite of the load harmonics are generated by the SRF theory's sinusoidal harmonics. Power factor can be absorbed by or injected into the PCC by this UPFC. The DC link capacitor receives voltage from the Artificial Neural Network (ANN) controller. PWM pulses are generated for the shunt and series compensators using the D-Q theory and leakage currents current controller. DSPIC30F4011 Controller is the hardware used to complete this task.