In the cement industry, the kiln is central to the production process, transforming raw materials into clinker, the key component of cement. Kiln stoppages can disrupt this vital operation, leading to significant production losses and higher operational costs. Investigating the causes of these stoppages is crucial for maintaining efficient production. This involves analysing factors such as mechanical failures, process variations, and external influences that can unexpectedly halt kiln operations.