Historically, lakes have served as vital lifelines of sustenance and green recreational spaces with immense socio-cultural value for urban centers. During heavy rainfall, lakes act as natural sponges, mitigating floods by absorbing excess water. However, urban expansion poses challenges of encroachment and neglect from authorities.