1. Introduction In industrial manufacturing processes, central filtration systems play a critical role in ensuring clean and efficient coolant management. These systems extend the service life of machinery, increase production efficiency, and reduce maintenance costs. However, without regular maintenance, filtration systems may suffer from reduced efficiency and negatively affect machine performance. In...