Industrial chemical synthesis entails the creation of chemicals on a large scale. This method is essential to various industries, ranging from manufacturing to construction. Optimizing this synthesis plays a key role in realizing increased efficiency. Chemical engineers utilize a variety of strategies to maximize the output of synthesis processes,