The document reviews power system voltage stability and optimization techniques, highlighting the importance of maintaining steady voltages amid generation and demand mismatches. It discusses reactive power compensation methods, especially the use of Flexible AC Transmission System (FACTS) devices for optimal placement and sizing to minimize power losses. The paper explores various optimization algorithms and highlights past research on optimizing FACTS device allocation to enhance power system stability and efficiency.