It is necessary to design, new varieties of voltage source inverter (VSI) structure to ensure the better power quality and maintain equilibrium between electrical distribution system (EDS) and consumer with economic pricing. As a main part of operation, deep belief learning network (DBLN) algorithm is implemented for switching ON/OFF the VSI. In order to build a high-accuracy evaluation model, a VSI based distribution static compensator (DSTATCOM) is considered as the reference model. Afterwards, the inductor & capacitor are successfully identified by mathematical analysis &incorporated in the EDS. Based on the input supply current harmonics reduction, power factor (PF) improvement in the input, potential regulation & constant DC potential capacitor of both structures, the evaluation outcomes are obtained. For a healthy three-phase three-wire (3P3W) EDS, these above essential performance indicators of the DSTATCOM are analyzed as per IEEE-519-2017 and EN-50160 standard. The overall EDS with DSTATCOM are designed using MATLAB/ Simulink. Simulation as well as experimental results using d-SPACE-1104 validated the effectiveness, accuracy, superiority & feasibility of the projected topology for the EDS.