Fault detection is an urgent need for maintenance to obtain the optimal scheduling of production activities. improve system reliability. and reduce operation and maintenance costs. Many studies published in recent years focus on machine learning models to detect any system anomalies in line with the era of big data and the fourth industrial revolution (Industry 4. https://cosmeticssquadets.shop/product-category/essential-oils/