About Me.
Hello and welcome! I’m Souvik, a PhD candidate in Chemical Engineering at Western University, where I specialize in combining Artificial Intelligence (AI) with the physical sciences to model and optimize complex engineering systems.
My academic journey began at BITS Pilani, where I developed a strong foundation in Chemical Engineering. Over time, my growing interest in AI led me to explore its applications in the energy and environmental sectors, culminating in a research focus on physics-informed machine learning, explainable AI, and process modeling.
Currently, I work at the intersection of engineering and intelligence, with a specific emphasis on the petrochemical industry. My research includes modeling hydrocracking kinetics using Neural ODEs, interpretable deep learning models for crude oil characterization, and LSTM-based forecasting for environmental systems like the Great Lakes. I strive to develop AI models that are not only accurate but also grounded in physical principles.
Outside of academia, I channel my passion for learning and communication into writing. I'm the author of a growing AI-focused blog on Medium, where I break down complex topics on numerical modelling into accessible, engaging content.
When I’m not writing or researching, I find creativity and calm through music. As a guitarist and avid listener of podcasts, I often draw inspiration from the insights of thinkers like Lex Fridman and Andrew Huberman.
Education
2021 - Present
Western University, Ontario, Canada
Pursuing a PhD in Chemical Engineering at Western University, I specialize in integrating Artificial Intelligence (AI) into reactor and process systems. Expected to complete my studies by 2026, I have published two significant papers and presented my work at international conferences like DYCOPs in Busan, South Korea, and CCEC in Vancouver. This journey has equipped me with expertise in Deep Learning, Data Analytics, and Modelling.
2016-2020
BITS Pilani, Pilani, India
As an undergraduate, I studied Chemical Engineering at BITS Pilani, India, graduating with a respectable GPA of 8.6. I worked on various research projects including Computational Fluid Dynamics and Life Cycle Analysis of Biomass Pyrolysis. This is where i was introduced to AI and its applications in engineering and i worked on using auto-encoders for fault detection, my first project.
Extracurriculars
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Student Governance
Director, Board of Directors
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Chair of the Orientation and Social Committee

AI Education
Medium Blog on Numerical Modelling and Deep Learning

Music - Guitar
Instagram @shiningmetallicpurplearmour