I. Introduction
In-wheel brushless DC (BLDC) motors have gained traction in electric vehicle (EV) applications due to several potential advantages such as increased efficiency, compact design, and improved vehicle dynamics [1]. Different rotor modifications, such as surface-mounted magnets with radial or parallel configurations, can impact various aspects of motor performance, including torque output, efficiency, and thermal management [2]. Analysing the performance of cogging torque, speed-torque characteristics, efficiency, and back electromotive force (EMF) in in-wheel BLDC motors is extremely useful for EV applications.