This document discusses a new optimized sensorless drive technique for speed control of a brushless DC motor (BLDC) based on back electromotive force (EMF) zero crossing detection of only one phase voltage. A PI controller with two side chopping pulse width modulation is used to control the motor speed. Simulation results show that the proposed technique can successfully control the motor speed from 600 to 10,000 rpm while detecting the back EMF zero crossings from the voltage of a single phase. This sensorless commutation method reduces the sensing circuitry and cost compared to conventional BLDC motor drives.