2017 Annual Meeting

Session: Advances in Data Analysis, Information Management, and Intelligent Systems I

Advanced sensing communications technologies and are increasing the amount and variety of data available to monitor chemical processes. This session will cover analytics techniques to translate Big Data into actionable insights - such as: improve product quality, productivity and yield and save money. This session welcomes both methodological contributions as well as industrial practitioner case studies.

Chair

Co-Chair

Franjo Cecelja, University of Surrey

Presentations

08:00 AM

(255a) Comparison of Machine Learning Approaches for Process Model Development from Big Data
Sarah Davis, Selen Cremaschi, Mario Eden

08:19 AM

(255b) Application of Machine Learning Algorithms for the Selection of Jet Fuel from Hydrocarbon Blends
Rajib Mukherjee, Noof Abdalla, Nasr Mohamed, Marwan El Wahsh, Nimir Elbashir, Mahmoud M. El-Halwagi

08:38 AM

(255c) Building Deep Learning Based Predictive Model and Advisory Control System for a Blast Furnace Operation
Young M. Lee, Kyongmin Yeo, Nam Nguyen, Igor Melnyk, Jayant Kalagnanam, Seho Choi, Yong-Soo Kim, Kyung-Lyong Han

08:57 AM

(255d) Determination of the Optimal Number of Eigenfunctions in Proper Orthogonal Decomposition Based on Machine Learning
Harwinder Singh Sidhu, Abhinav Narasingam, Prashanth Siddhamshetty, Joseph Sang-Il Kwon

09:16 AM

(255e) A Scalable Statistical Machine Learning Method: Application for Fault Detection and Fault Propagation Pattern Inference in the Tennessee Eastman Process
Taha Mohseni Ahooyi, Jeffrey E. Arbogast, Masoud Soroush

09:35 AM

(255f) Decision Support Platform for the Automation of Processing Recipes and Process Scheduling Management Supported By Knowledge Management
Edrisi Muñoz, Elisabet Capón-García, Luis Puigjaner

09:54 AM

(255g) Machine Learning Based Uncertainty Quantification of Erosion in Pipeline Transportation
Wei Dai, Selen Cremaschi

10:13 AM

(255h) Generating Ontology-Based Process Models Automatically
Arne Tobias Elve, Heinz A. Preisig