Subspace identification for data‐driven modeling and quality control of batch processes
In this work, we present a novel, data‐driven, quality modeling, and control approach for
batch processes. Specifically, we adapt subspace identification methods for use with batch …
batch processes. Specifically, we adapt subspace identification methods for use with batch …
Process systems engineering tools in the pharmaceutical industry
GM Troup, C Georgakis - Computers & Chemical Engineering, 2013 - Elsevier
The purpose of this paper is to provide a summary of the current state of the application of
process systems engineering tools in the pharmaceutical industry. In this paper, we present …
process systems engineering tools in the pharmaceutical industry. In this paper, we present …
Data‐driven model predictive quality control of batch processes
The problem of driving a batch process to a specified product quality using data‐driven
model predictive control (MPC) is described. To address the problem of unavailability of …
model predictive control (MPC) is described. To address the problem of unavailability of …
Latent variable model predictive control for trajectory tracking in batch processes: Alternative modeling approaches
Several Latent Variable Model (LVM) structures for modeling the time histories of batch
processes are investigated from the view point of their suitability for use in Latent Variable …
processes are investigated from the view point of their suitability for use in Latent Variable …
[HTML][HTML] A novel linear hybrid model predictive control design: application to a fed batch crystallization process
This paper addresses the problem of enabling the use of complex first principles model
information as part of a linear Model Predictive Control implementation for improved control …
information as part of a linear Model Predictive Control implementation for improved control …
[HTML][HTML] Uneven batch data alignment with application to the control of batch end-product quality
Batch processes are commonly characterized by uneven trajectories due to the existence of
batch-to-batch variations. The batch end-product quality is usually measured at the end of …
batch-to-batch variations. The batch end-product quality is usually measured at the end of …
Ensemble learning based latent variable model predictive control for batch trajectory tracking under concept drift
Industrial batch processes are characterized by unsteady state, multiple lines, and iterative
operation. For tracking a reference trajectory varying batch-wisely, several latent variable …
operation. For tracking a reference trajectory varying batch-wisely, several latent variable …
Latent variable model predictive control for trajectory tracking in batch processes: internal model control interpretation and design methodology
H Yu, J Flores-Cerrillo - Industrial & Engineering Chemistry …, 2013 - ACS Publications
In this paper, a theoretical analysis of the latent variable model predictive control (LV-MPC)
algorithm, originally proposed by Flores-Cerrillo and MacGregor, 1 is presented. The …
algorithm, originally proposed by Flores-Cerrillo and MacGregor, 1 is presented. The …
Trajectory tracking and point stability of three-axis aero-dynamic pendulum with MPC strategy in disturbance environment
X Liu, J Xu, Y Liu - Assembly Automation, 2021 - emerald.com
Purpose The purpose of this research on the control of three-axis aero-dynamic pendulum
with disturbance is to facilitate the applications of equipment with similar pendulum structure …
with disturbance is to facilitate the applications of equipment with similar pendulum structure …
Application of Weighted Latent Variable Model Predictive Control in Batch Process Temperature Control
F Al Thobiani, M Ammami, A Shamekh… - … on Automatic Control …, 2022 - ieeexplore.ieee.org
This paper presents a Weighted version of the Latent Variable Model Predictive Control
(WLV-MPC) to address the control solution instability of the original LV-MPC algorithm that is …
(WLV-MPC) to address the control solution instability of the original LV-MPC algorithm that is …