Computational and Statistical Methods for Chemical Engineering
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.
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