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Sivakumar Subramanian is a principal scientist with TCS Research. He has 23 years of experience in industrial research and software development. His areas of interest include process systems engineering, process operability, process intensification, and sustainability. He holds a PhD in Chemical Engineering from Lehigh University, PA, USA, and is a senior member of the American Institute of Chemical Engineers (AIChE), USA.