626
V. Skorych et al.
for extensive customizability and integration of external programs to meet various
requirements.
The main simulation paradigms and algorithms are presented in this chapter.
Different case studies show a successful validation, good stability properties and a
high performance of the implemented framework. An example of the application of
the developed system for parameter optimization, as well as the outlook for possible
coupling with data-driven models is given.
References
1. Alaathar, I., Hartge, E.-U., Heinrich, S., Werther, J.: Modeling and flowsheet simulation of
continuous fluidized bed dryers. Powder Technol. 238, 132–141 (2013)
2. Aldous, D.J.: Deterministic and stochastic models for coalescence (aggregation and coagulation): a review of the mean-field theory for probabilists. Bernoulli 5, 3–48 (1999)
3. Anderson, D.G.: Iterative procedures for nonlinear integral equations. J. Assoc. Comput. Mach.
12, 547–560 (1965)
4. Aspentech—Aspen Plus. [online]. [cit. 2019-12-10]. https://www.aspentech.com/en/products/
engineering/aspen-plus
5. Austin, L.G.: A discussion of equations for the analysis of batch grinding data. Powder Technol.
106, 71–77 (1999)
6. Austin, L.G., Luckie, P.T.: The estimation of non-normalized breakage distribution parameters
from batch grinding tests. Powder Technol. 5(72), 267–271 (1971)
7. Bond, F.C.: Crushing and grinding calculation Part I. Brit. Chem. Eng. 6(6), 378–385 (1961)
8. Boor, DC.: A practical guide to splines. Appl. Math. Sci. 47:39–50 (2001)
9. Boukouvala, F., Niotis, V., Ramachandran, R., Muzzio, F.: An integrated approach for dynamic
flowsheet modeling and sensitivity analysis of a continuous tablet manufacturing process.
Comput. Chem. Eng. 42, 30–47 (2012)
10. Collier, A.M., Hindmarsh, A.C., Serban, R., Woodward, C.S.: User documentation for KINSOL
v3.1.0 (SUNDIALS v3.1.0), Center for Applied Scientic Computing Lawrence Livermore
National Laboratory (2017)
11. DFG-Priority Programme SPP 1679 [online]. [cit. 2019-09-09]. https://www.dynsim-fp.de/en/
home
12. Deutsch, W.: Bewegung und Ladung der Electricitätsträger im Zylinderkondensator. Ann Phys
68, 335–344 (1922)
13. Dimian, A.C., Bildea, C.S., Kiss, A.A.: Integrated Design and Simulation of Chemical
Processes, 2nd edn, pp. 73–156. Elsevier, Amsterdam (2014)
14. Dosta, M., Heinrich, S., Werther, J.: Fluidized bed spray granulation: analysis of the system
behaviour by means of dynamic flowsheet simulation. Powder Technol. 204, 71–82 (2010)
15. Dosta, M., Litster, J.D., Heinrich, S.: Flowsheet simulation of solids processes: current status
and future trends. Adv. Powder Technol. (in Press)
16. Dosta, M.: Dynamic Flowsheet Simulation of Solids Processes and Its Application to Fluidized
Bed Spray Granulation. Cuvillier Verlag, Germany (2013)
17. Eng, L.Z.: Qt5 C++ GUI programming Cookbook. Packt Publishing, Birmingham (2016)
18. gPROMS Formulated Products—Solids Processing [online]. [cit. 2019-12-10]. https://www.
psenterprise.com/products/gproms/formulatedproducts
19. Gupta, C.K.: Extractive Metallurgy of Molybdenum, p. 83. CRC Press, Boca Raton (1992)
20. HDF5 C++ Reference Manual [online]. [cit. 2019-12-06]. https://portal.hdfgroup.org/pages/
viewpage.action?pageId=50073884
21. Heinrich, S., Peglow, M., Ihlow, M., Henneberg, M., Mörl, L.: Analysis of the start up process
in continuous fluidized bed spray granulation by population balance modelling. Chem. Eng.
Sci. 57, 4369–4390 (2002)
V. Skorych et al.
for extensive customizability and integration of external programs to meet various
requirements.
The main simulation paradigms and algorithms are presented in this chapter.
Different case studies show a successful validation, good stability properties and a
high performance of the implemented framework. An example of the application of
the developed system for parameter optimization, as well as the outlook for possible
coupling with data-driven models is given.
References
1. Alaathar, I., Hartge, E.-U., Heinrich, S., Werther, J.: Modeling and flowsheet simulation of
continuous fluidized bed dryers. Powder Technol. 238, 132–141 (2013)
2. Aldous, D.J.: Deterministic and stochastic models for coalescence (aggregation and coagulation): a review of the mean-field theory for probabilists. Bernoulli 5, 3–48 (1999)
3. Anderson, D.G.: Iterative procedures for nonlinear integral equations. J. Assoc. Comput. Mach.
12, 547–560 (1965)
4. Aspentech—Aspen Plus. [online]. [cit. 2019-12-10]. https://www.aspentech.com/en/products/
engineering/aspen-plus
5. Austin, L.G.: A discussion of equations for the analysis of batch grinding data. Powder Technol.
106, 71–77 (1999)
6. Austin, L.G., Luckie, P.T.: The estimation of non-normalized breakage distribution parameters
from batch grinding tests. Powder Technol. 5(72), 267–271 (1971)
7. Bond, F.C.: Crushing and grinding calculation Part I. Brit. Chem. Eng. 6(6), 378–385 (1961)
8. Boor, DC.: A practical guide to splines. Appl. Math. Sci. 47:39–50 (2001)
9. Boukouvala, F., Niotis, V., Ramachandran, R., Muzzio, F.: An integrated approach for dynamic
flowsheet modeling and sensitivity analysis of a continuous tablet manufacturing process.
Comput. Chem. Eng. 42, 30–47 (2012)
10. Collier, A.M., Hindmarsh, A.C., Serban, R., Woodward, C.S.: User documentation for KINSOL
v3.1.0 (SUNDIALS v3.1.0), Center for Applied Scientic Computing Lawrence Livermore
National Laboratory (2017)
11. DFG-Priority Programme SPP 1679 [online]. [cit. 2019-09-09]. https://www.dynsim-fp.de/en/
home
12. Deutsch, W.: Bewegung und Ladung der Electricitätsträger im Zylinderkondensator. Ann Phys
68, 335–344 (1922)
13. Dimian, A.C., Bildea, C.S., Kiss, A.A.: Integrated Design and Simulation of Chemical
Processes, 2nd edn, pp. 73–156. Elsevier, Amsterdam (2014)
14. Dosta, M., Heinrich, S., Werther, J.: Fluidized bed spray granulation: analysis of the system
behaviour by means of dynamic flowsheet simulation. Powder Technol. 204, 71–82 (2010)
15. Dosta, M., Litster, J.D., Heinrich, S.: Flowsheet simulation of solids processes: current status
and future trends. Adv. Powder Technol. (in Press)
16. Dosta, M.: Dynamic Flowsheet Simulation of Solids Processes and Its Application to Fluidized
Bed Spray Granulation. Cuvillier Verlag, Germany (2013)
17. Eng, L.Z.: Qt5 C++ GUI programming Cookbook. Packt Publishing, Birmingham (2016)
18. gPROMS Formulated Products—Solids Processing [online]. [cit. 2019-12-10]. https://www.
psenterprise.com/products/gproms/formulatedproducts
19. Gupta, C.K.: Extractive Metallurgy of Molybdenum, p. 83. CRC Press, Boca Raton (1992)
20. HDF5 C++ Reference Manual [online]. [cit. 2019-12-06]. https://portal.hdfgroup.org/pages/
viewpage.action?pageId=50073884
21. Heinrich, S., Peglow, M., Ihlow, M., Henneberg, M., Mörl, L.: Analysis of the start up process
in continuous fluidized bed spray granulation by population balance modelling. Chem. Eng.
Sci. 57, 4369–4390 (2002)