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Computationally Efficient Algorithm for Solving Population Balances with Size-Dependent Growth, Nucleation, and Growth-Dissolution Cycles
Journal
Industrial and Engineering Chemistry Research
Journal Volume
60
Journal Issue
34
Pages
12614-12628
Date Issued
2021
Author(s)
Abstract
A computationally efficient algorithm for solving population balance equations (PBEs) for describing the evolution of crystal size distribution (CSD) in seeded batch crystallization processes is developed. The algorithm is particularly suitable for solving problems with size-dependent growth and dissolution kinetics where temperature cycling is applied to modify the CSD. It is much faster than the quadrature method of moments (QMOM) which has been widely applied to solve this type of problem and has the added benefit that it provides the complete crystal size distribution rather than only the moments. These features make it especially well suited for solving problems in optimization and determination of feasible regions, where many batch simulations are required. The algorithm is applied to determine attainable regions for seed-grown product crystals (characterized by the mean and variance of the seed-grown product CSD) and analyze the trade-off between the objectives of minimizing batch time and nucleated crystal volume in a batch crystallization process with temperature cycling. Two main conclusions are drawn from the results. First, the attainable region expands with an increasing number of growth-dissolution cycles as expected, but the extent of the increase or decrease in the attainable variance depends on the sensitivity of the growth and dissolution rates to the crystal size. Second, the trade-off between the abovementioned objectives subject to constraints on the seed-grown crystal mean size and variance is significant and an outcome representing a good compromise can be achieved by specifying proper supersaturation and undersaturation set points. ? 2021 American Chemical Society
Subjects
Computational efficiency
Crystals
Dissolution
Economic and social effects
Grain size and shape
Growth kinetics
Method of moments
Size distribution
Algorithm for solving
Batch crystallization process
Computationally efficient
Crystal size distributions
Dissolution kinetics
Population balance equation
Quadrature method of moments
Seeded batch crystallization
Population statistics
Type
journal article