2020 Virtual AIChE Annual Meeting

Session: Big Data and Applications in Advanced Modeling and Manufacturing

Chair

Joel Paulson, The Ohio State University

Co-Chair

Manjiri Moharir, ExxonMobil

Presentations

08:00 AM

(224a) Data-Efficient Probabilistic Model Learning with Embedded High-Fidelity Knowledge for Biomanufacturing in Deep Space Manned Missions
Georgios Makrygiorgos, Aaron J. Berliner, Adam P. Arkin, Ali Mesbah

08:15 AM

(224b) Recognizing and Avoiding Big Data Analytics Traps in Applications
Weike Sun, Richard Braatz

08:30 AM

(224c) Data-Driven and Hybrid Modeling of Integrated Paper Production Systems
Jinhyeun Kim, Fani Boukouvala, Christopher O. Luettgen, Kamran Paynabar

08:45 AM

(224d) Optimal Operation of Plasma Enhanced Atomic Layer Deposition Via Machine Learning
Yangyao Ding, Yichi Zhang, Panagiotis Christofides

09:00 AM

(224e) System Visualization Using Real-Time Data-Driven Models Derived from High-Resolution Sensor Profiling
Chenyu Wang, Matthew Stuber, Baikun Li, Tianbao Wang

09:15 AM

(224f) Towards the Use of Multi-Relational Data Mining (MRDM) in Bioprocess Models
Simoneta Caño de las Heras, Carina Gargalo, Isuru A. Udugama, Krist V. Gernaey, Ulrich Krühne

09:30 AM

(224g) The Algorithm to Discriminate Factors of Defects and Determine the Countermeasures from Process Data and Application to Highly-Functional Film Process
Daisuke Yagi, Hidenori Takai, Hiroki Watanabe