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hello everyone my name is vipul man and Iamp;#39;m a PhD student at Columbia University in Professor venkat venka subramanians group today Iamp;#39;ll talk about our work on developing a new flow sheet representation and generation method called es files that aids in performing intelligent process flow sheet synthesis and design using process knowledge symbolic Ai and machine learning this work was done in collaboration with Professor Rafi kulgani and Professor Mauricio Salis Cruz given a set of raw materials it is often important to determine an appropriate process flow sheet that converts your raw materials to desired products in an optimal and efficient manner in order to do this an appropriate reaction scheme identifying the reaction and Associated sociometry needs to be determined the unit operations involved and the sequence of connectivity in the flow sheet this is known as the synthesis problem and the objective here is to determine the flow sheet next the design and operatio