Informal housing represents a complex phenomenon with far-reaching implications for urban development and social equity, it is characterized by its spontaneous and unauthorized nature, informal housing has emerged as a significant phenomenon in urban areas worldwide and usually arises a multitude of socio-economic challenges such as rapid urbanization, poverty, and as in our case, rural migration, Therefore, understanding the spatial evolution of informal settlements is crucial for designing more equitable and sustainable living environments.