3 papers
q-bio.QM2025
Learning From Limited Data and Feedback for Cell Culture Process Monitoring: A Comparative Study
Johnny Peng, Thanh Tung Khuat, Ellen Otte +2
In cell culture bioprocessing, real-time batch process monitoring (BPM) refers to the continuous tracking and analysis of key process variables such as viable cell density, nutrien…
q-bio.QM2025
Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring
Thanh Tung Khuat, Johnny Peng, Robert Bassett +2
This study explores the deployment of three machine learning (ML) approaches for real-time prediction of glucose, lactate, and ammonium concentrations in cell culture processes, us…
cs.LG2025
Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review
Johnny Peng, Thanh Tung Khuat, Katarzyna Musial +1
Data is crucial for machine learning (ML) applications, yet acquiring large datasets can be costly and time-consuming, especially in complex, resource-intensive fields like biophar…