DAIS Lab Publications

1. Conference Proceedings Invited Paper
   Pattern and Knowledge Extraction using Process Data Analytics: A Tutorial
   Yiting Tsai, Qiugang Lu, Lee D. Rippon, Siang Lim, Aditya Tulsyan, R. Bhushan Gopaluni
   In Proceedings of the 10th ADCHEM Conference, Shengyang, China.
   pp. 13-18. 2018 [Code]
2. Journal Paper
   A Comparison of Clustering and Prediction Methods for Identifying Key Chemical–Biological Features Affecting Bioreactor Performance
   Yiting Tsai, Susan A. Baldwin, Lim C. Siang, R. Bhushan Gopaluni
   Processes. 2019 [PDF] [Code]
3. Journal Paper
   Interactive Visualization for Diagnosis of Industrial Model Predictive Controllers with Steady-State Optimizers
   Shams Elnawawi, Lim C. Siang, Daniel L. O'Connor, Bhushan Gopaluni
   Control Engineering Practice. 2021 [PDF] [Thesis] [Video]
4. Conference Proceedings
   Soft Sensor Change Point Detection and Root Cause Analysis
   Liang Cao, R. Bhushan Gopaluni, Lim C. Siang, Yankai Cao, Jin Li
   Society of Instrument and Control Engineers (SICE) Annual Conference, Kumamoto, Japan (To Appear). 2022 [PDF] [Slides]
5. Journal Paper
   Causal Discovery based on Observational Data and Process Knowledge in Industrial Processes
   Liang Cao, Jianping Su, Yixiu Wang, Yankai Cao, Lim C. Siang, Jin Li, Jack Nicholas Saddler, and Bhushan Gopaluni
   Industrial & Engineering Chemistry Research. 2022 [PDF]
6. Journal Paper
   Tracking the green coke production when co-processing lipids at a commercial fluid catalytic cracker (FCC): combining isotope ¹⁴C and causal discovery analysis
   Jianping Su, Liang Cao, Gary Lee, Bhushan Gopaluni, Lim C. Siang, Yankai Cao, Susan van Dyk, Robert Pinchuk, Jack Saddler
   Sustainable Energy & Fuels. 2022 [PDF]
7. Conference Proceedings
   Interpretable Soft Sensors using Extremely Randomized Trees and SHAP
   Liang Cao, Xiaolu Ji, Yankai Cao, Yupeng Li, Lim C. Siang, Jin Li, Vijay Kumar Pediredla, R. Bhushan Gopaluni
   In Proceedings of the 22nd IFAC World Congress. 2023 [PDF] [Slides] [Video]
8. Conference Proceedings
   Data Quality Over Quantity: Pitfalls and Guidelines for Process Analytics
   Lim C. Siang, Shams Elnawawi, Lee D. Rippon, Daniel L. O’Connor, R. Bhushan Gopaluni
   In Proceedings of the 22nd IFAC World Congress. 2023 [PDF] [Slides] [Video] [arXiv]
9. Conference Proceedings
   Interpretable Industrial Soft Sensor Design Based on Informer and SHAP
   Liang Cao, Xiaolu Ji, Yankai Cao, Yi Luo, Yixiu Wang, Lim C. Siang, Jin Li, R. Bhushan Gopaluni
   In Proceedings of the 12th IFAC International Symposium on Advanced Control of Chemical Processes (ADCHEM). 2024 [PDF]
10. Journal Paper
    Real-Time Tracking of Renewable Carbon Content with AI-aided Approaches During Co-Processing of Biofeedstocks
    Liang Cao, Jianping Su, Jack Saddler, Yankai Cao, Yixiu Wang, Gary Lee, Lim C. Siang, Robert Pinchuk, Jin Li, R. Bhushan Gopaluni
    Applied Energy. 2024 [PDF]