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Detailed resource on the “Why,” “What,” and “How” of
integrated process modeling, advanced control and data analytics
explained via hands-on examples and workshops for optimizing
polyolefin manufacturing Integrated Process Modeling, Advanced
Control and Data Analytics for Optimizing Polyolefin Manufacturing
discusses, as well as demonstrates, the optimization of polyolefin
production by covering topics from polymer process modeling and
advanced process control to data analytics and machine learning,
and sustainable design and industrial practice. The text also
covers practical problems, handling of real data streams,
developing the right level of detail, and tuning models to the
available data, among other topics, to allow for easy translation
of concepts into practice. Written by two highly qualified authors,
Integrated Process Modeling, Advanced Control and Data Analytics
for Optimizing Polyolefin Manufacturing includes information on:
● Segment-based
modeling of polymer processes; selection of thermodynamic methods;
estimation of physical properties for polymer process modeling
● Reactor modeling,
convergence tips and data-fit tool; free radical polymerization
(LDPE, EVA and PS), Ziegler-Natta polymerization (HDPE, PP, LLPDE,
and EPDM) and ionic polymerization (SBS rubber)
● Improved polymer
process operability and control through steady-state and dynamic
simulation models ●
Model-predictive control of polyolefin processes and applications
of multivariate statistics and machine learning to optimizing
polyolefin manufacturing Integrated Process Modeling,
Advanced Control and Data Analytics for Optimizing Polyolefin
Manufacturing enables readers to make full use of advanced computer
models and latest data analytics and machine learning tools for
optimizing polyolefin manufacturing, making it an essential
resource for undergraduate and graduate students, researchers, and
new and experienced engineers involved in the polyolefin industry.
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