“…To address this issue, automobile designers have placed a greater emphasis on ABS, with a variety of control methods being developed as well as rapid continuous improvement in control schemes [42]. PID controllers [21,33,37,46], fuzzy logic controllers [5,6,11,13,34,38,46], and sliding mode controllers [8,16,19,20,33,39,41] have gotten a lot of attention. Additionally, researchers are investigating ABS controllers based on Lyapunov stability theory [26,44,47] and other theories to create ABS controllers like adaptive time-varying restriction control [25], multiple-model switching observer (MMSO) algorithm [23], Artificial Neural Network (ANN) [13], and on-board controllers [7].…”