Chemical separation methods desirable features

Second, the number (d) of features must be much greater than that (n) of patterns. Otherwise, a classifier may be found that even separates randomly selected classes of the training set. A ratio of n/d >3 is acceptable, n/d > 10 is desirable (Chapter 1.6, details in Chapter 10.4). This second reason forces the user of pattern recognition methods into feature selection. In almost all chemical applications of pattern recognition is the number of original raw features too large and a reduction of the dimensionality is necessary. 

Thus, methods are now becoming available such that process systems can be designed to manufacture crystal products of desired chemical and physical properties and characteristics under optimal conditions. In this chapter, the essential features of methods for the analysis of particulate crystal formation and subsequent solid-liquid separation operations discussed in Chapters 3 and 4 will be recapitulated. The interaction between crystallization and downstream processing will be illustrated by practical examples and problems highlighted. Procedures for industrial crystallization process analysis, synthesis and optimization will then be considered and aspects of process simulation, control and sustainable manufacture reviewed. 

Liquid ammonia has been suggested as a solvent for the C4 separation(l). A drawback to its use in the liquid state, however, is the need for costly refrigeration. Its use as a supercritical solvent would also be acceptable were it not for its high critical temperature (405.45 K). High temperature favors the polymerization of the butadiene hence, its limitation in this role. In this study, a method was developed that seeks to circumvent this problem and yet achieve the desired separation of the C4 s. Prausnitz(2) discusses the use of a mixture of supercritical solvents whose properties provide the optimal physical conditions for efficient extraction. It is equally possible to prepare mixtures of solvents that not only modify those critical properties of the individual solvent component, but also introduce the chemical features needed to maximize the separation of the feed mixture. 

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