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Hybrid Model
Policy Optimization in Bayesian Network Hybrid Models of Biomanufacturing Processes
Biopharmaceutical manufacturing is a rapidly growing industry with impact in virtually all branches of medicine. Biomanufacturing …
Hua Zheng
,
Wei Xie
,
Ilya O Ryzhov
,
Dongming Xie
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Dynamic Bayesian Network Based Hybrid Process Model
This is a tutorial about a series of advanced hybrid process models for people with some background in mathematical and statistical modeling and interested in the process modeling.
Hua Zheng
May 5, 2022
15 min read
Tutorial
,
Process Modeling
,
Dynamic Bayesian Network
,
Hybrid Model
,
Inference
32nd Annual POMS-Conference (Talk 2)
Knowledge Graph Hybrid Model-based Bayesian Reinforcement Learning for Cell Therapy Manufacturing Process Control
Apr 25, 2022 2:00 PM — 1:00 PM
Virtual
Hua Zheng
,
Wei Xie
,
Keqi Wang
,
Zheng Li
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Dynamic Bayesian Network Auxiliary ABC-SMC for Hybrid Model Bayesian Inference to Accelerate Biomanufacturing Process Mechanism Learning and Robust Control
Driven by the critical needs of biomanufacturing 4.0, we present a probabilistic knowledge graph hybrid model characterizing complex …
Wei Xie
,
Keqi Wang
,
Hua Zheng
,
Ben Feng
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Code
Opportunities of Hybrid Model-based Reinforcement Learning for Cell Therapy Manufacturing Process Development and Control
Hua Zheng
,
Wei Xie
,
Keqi Wang
,
Zheng Li
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Winter Simulation Conference 2020
Green Simulation Assisted Reinforcement Learning with Model Risk for Biomanufacturing Learning and Control.
Dec 15, 2020 10:30 AM — 11:00 AM
Virtual
Hua Zheng
,
Wei Xie
,
M. Ben Feng
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