Fouling refers to the unwanted accumulation of material on solid surfaces, which can drastically affect the performance of equipment such as heat exchangers, pipes, and reactors. This phenomenon is not only a technical nuisance but also an economic concern, leading to increased energy consumption, reduced equipment life, and frequent maintenance requirements.