Successfully controlling the industrial chemical supply chain presents unique challenges for businesses . This critical network involves obtaining raw materials, delivering them to manufacturing facilities, and finally, distributing finished products to customers . Ensuring a consistent flow of chemicals requires thorough planning, strong relations