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• FPGA based EMT simulation framework for the power distribution network is presented. • Conjugate-gradient based electrical network solver is implemented. • Simulation framework is validated for the Jail substation of Guwahati city, India. • Results are compared with the MATLAB based EMT implementation. The electrical power distribution network (PDN) is in the transition phase due to the integration of distributed energy resources (DERs). Therefore, an accurate and efficient modeling and simulation platform is the need of the hour to determine the dynamic behavior of the PDN. The recent computational hardware, such as GPU, FPGA, etc. enables new simulation paradigm and develop a more realistic platform in the form of system emulators. In this paper, an FPGA based electromagnetic transient (EMT) simulation framework for the PDN is presented. Conjugate-gradient (CG) based electrical network solver is implemented in the proposed framework, and a test case is analyzed for Jail substation of Guwahati city, India, to validate the simulation environment. It has been compared with the MATLAB based implementation for verifying its accuracy. The proposed EMT simulator is approximately 12.5 times faster as compared to its MATLAB implementation and exhibits good accuracy as well. [ABSTRACT FROM AUTHOR]