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Books > Science & Mathematics > Chemistry > Physical chemistry > Quantum & theoretical chemistry
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Computational and Statistical Methods for Chemical Engineering (Hardcover)
Loot Price: R2,498
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Computational and Statistical Methods for Chemical Engineering (Hardcover)
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In the recent decades, the emerging new molecular measurement
techniques and their subsequent availability in chemical database
has allowed easier retrieval of the associated data by the chemical
analyst. Before the data revolution, most books focused either on
mathematical modeling of chemical processes or exploratory
chemometrics. Computational and Statistical Methods for Chemical
Engineering aims to combine these two approaches and provide
aspiring chemical engineers a single, comprehensive account of
computational and statistical methods. The book consists of four
parts: Part I discusses the necessary calculus, linear algebra, and
probability background that the student may or may not have
encountered before. Part II provides an overview on standard
computational methods and approximation techniques useful for
chemical engineering systems. Part III covers the most important
statistical models, starting from simple measurement models, via
linear models all the way to multivariate, non-linear stochiometric
models. Part IV focuses on the importance of designed experiments
and robust analyses. Each chapter is accompanied by an extensive
selection of theoretical and practical exercises. The book can be
used in combination with any modern computational environment, such
as R, Python and MATLAB. Given its easy and free availability, the
book includes a bonus chapter giving a simple introduction to R
programming. This book is particularly suited for undergraduate
students in Chemical Engineering who require a semester course in
computational and statistical methods. The background chapters on
calculus, linear algebra and probability make the book entirely
self-contained. The book takes its examples from the field of
chemistry and chemical engineering. In this way, it motivates the
student to engage actively with the material and to master the
techniques that have become crucial for the modern chemical
engineer.
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