“…This inadequacy not only leads to inflated maintenance costs but also compromises road safety, necessitating a re-evaluation of existing strategies and the adoption of more technologically advanced and efficient approaches (Miller, 2003;Newman, 2012) [1] [2]. Makendran et al, (2021Makendran et al, ( , 2022Makendran et al, ( , 2015Makendran et al, ( , 2020Makendran et al, ( , 2018Makendran et al, ( , 2023Makendran et al, ( , 2022 developed pavement distress models for road management systems [21]…”