The inefficiencies caused by fixed cleaning schedules can lead to significant energy losses for solar plants across India. Dust accumulation reduces the performance of solar panels, particularly during dry seasons when soiling rates are higher. Plants located in arid regions, agricultural zones, or coastal areas face unique challenges, such as fine mineral dust, agricultural residues, and salt films, which require tailored cleaning approaches. Without adaptive schedules, operators risk over-cleaning, wasting resources, or under-cleaning, leading to reduced energy generation and financial losses.