Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Recurrent Neural Network-based Model Predictive Control for Continuous
  Pharmaceutical Manufacturing   The pharmaceutical industry has witnessed exponential growth in transforming
operations towards continuous manufacturing to effectively achieve increased
profitability, reduced waste, and extended product range. Model Predictive
Control (MPC) can be applied for enabling this vision, in providing superior
regulation of critical quality attributes. For MPC, obtaining a workable model
is of fundamental importance, especially in the presence of complex reaction
kinetics and process dynamics. Whilst physics-based models are desirable, it is
not always practical to obtain one effective and fit-for-purpose model.
Instead, within industry, data-driven system-identification approaches have
been found to be useful and widely deployed in MPC solutions. In this work, we
demonstrated the applicability of Recurrent Neural Networks (RNNs) for MPC
applications in continuous pharmaceutical manufacturing. We have shown that
RNNs are especially well-suited for modeling dynamical systems due to their
mathematical structure and satisfactory closed-loop control performance can be
yielded for MPC in continuous pharmaceutical manufacturing.

16
The categories of this paper are: stat
14
The categories of this paper are: math-ph
5
The categories of this paper are: gr-qc
30
The categories of this paper are: q-alg
32
The categories of this paper are: atom-ph
18
The categories of this paper are: econ
22
The categories of this paper are: chao-dyn
12
The categories of this paper are: nucl-th
20
The categories of this paper are: acc-phys
9
The categories of this paper are: nlin
21
The categories of this paper are: adap-org
27
The categories of this paper are: comp-gas
31
The categories of this paper are: ao-sci
8
The categories of this paper are: hep-ex
17
The categories of this paper are: q-fin
23
The categories of this paper are: solv-int