This article is mainly based on model feature and designing a control approach for 3-ϕ three wire (3P3W) static compensator (DSTATCOM) by incorporating gradient descent back-propagation through momentum (GDBPM) suggested icosϕ algorithm. The suggested organized approach is implemented within MATLAB/Simulink Environment with the help of mathematical investigation with an appropriate learning rate and momentum behavior. This control technique follows the systematic process for obtaining the basic loading values of the active and reactive power, and those are necessary for efficiently generating perception currents. Harmonic dampening, voltage regulation profile, power factor improvement, balancing of load, and rating of VSC are presented under different conditions of load. In this work, instantaneous digital-simulator (RTD-S) is used for existing centralization of DSTATCOM. The effectiveness of a DSTATCOM among the anticipated control approach originates to be satisfactory and follows the standards of IEEE-519 and IEC-61000-3.