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Published in: Structural and Multidisciplinary Optimization 5/2010

01-05-2010 | Industrial Application

Object-oriented design of process line simulation and optimization—A case study in papermaking

Authors: Elina Madetoja, Pasi Tarvainen

Published in: Structural and Multidisciplinary Optimization | Issue 5/2010

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Abstract

Simulation-based optimization for industrial process lines is discussed in this paper. Our approach combines multidisciplinary modeling, modern sensitivity analysis methodology as well as multiobjective optimization by means of object-oriented software design principles. As a result, a simulation and optimization approach that can be extended and modified due to users’ needs can be developed. Our approach is illustrated by a real-world example from papermaking industry.

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Literature
go back to reference Alexandrov NM, Hussaini MY (eds) (1997) Multidisciplinary design optimization. State of the art. SIAM, Philadelphia Alexandrov NM, Hussaini MY (eds) (1997) Multidisciplinary design optimization. State of the art. SIAM, Philadelphia
go back to reference Brewstre DB, Bjerring AK (1970) Computer control in pulp and paper 1961–1969. Proc IEEE 58(1):49–69CrossRef Brewstre DB, Bjerring AK (1970) Computer control in pulp and paper 1961–1969. Proc IEEE 58(1):49–69CrossRef
go back to reference Cramer EJ, Dennis JE Jr, Frank PD, Lewis RM, Shubin GR (1994) Problem formulation for multidisciplinary optimization. SIAM J Optim 4(4):754–776MATHCrossRefMathSciNet Cramer EJ, Dennis JE Jr, Frank PD, Lewis RM, Shubin GR (1994) Problem formulation for multidisciplinary optimization. SIAM J Optim 4(4):754–776MATHCrossRefMathSciNet
go back to reference Deb K (2001) Multi-objective optimization using evolutionary algorithms, 2nd edn. Wiley, ChichesterMATH Deb K (2001) Multi-objective optimization using evolutionary algorithms, 2nd edn. Wiley, ChichesterMATH
go back to reference Gavelin G (1998) Paper machine design and operation: descriptions and explanations. Angus Wilde, Vancouver Gavelin G (1998) Paper machine design and operation: descriptions and explanations. Angus Wilde, Vancouver
go back to reference Giunta A, Eldered MS (2000) Implementation of a trust region model management strategy in the DAKOTA optimization toolkit. Technical Report 4935, AIAA, American Institute of Aeronautics and Astronautics Giunta A, Eldered MS (2000) Implementation of a trust region model management strategy in the DAKOTA optimization toolkit. Technical Report 4935, AIAA, American Institute of Aeronautics and Astronautics
go back to reference Gockenbach MS, Petro MJ, Symes WW (1999) C+ + class for linking optimization with complex simulation. ACM Trans Math Softw 25(2):191–212MATHCrossRef Gockenbach MS, Petro MJ, Symes WW (1999) C+ + class for linking optimization with complex simulation. ACM Trans Math Softw 25(2):191–212MATHCrossRef
go back to reference Gowda MS (2004) Inverse and implicit function theorems for H-differentiable and semismooth functions. Optim Methods Softw 19(5):443–461MATHCrossRefMathSciNet Gowda MS (2004) Inverse and implicit function theorems for H-differentiable and semismooth functions. Optim Methods Softw 19(5):443–461MATHCrossRefMathSciNet
go back to reference Hämäläinen J (1993) Mathematical modeling and simulation of fluid flows in the headbox of paper machines. PhD thesis, University of Jyväskylä Hämäläinen J (1993) Mathematical modeling and simulation of fluid flows in the headbox of paper machines. PhD thesis, University of Jyväskylä
go back to reference Karlsson M, Timofeev O, Paavola P, Malshenko A, Taskinen P (1994) Analysis of performance of multicylinder dryer, using computer simulation model and experimental data. In: Proceedings of the 48th appita annual general conference, Melbourne, pp 291–296 Karlsson M, Timofeev O, Paavola P, Malshenko A, Taskinen P (1994) Analysis of performance of multicylinder dryer, using computer simulation model and experimental data. In: Proceedings of the 48th appita annual general conference, Melbourne, pp 291–296
go back to reference Kataja M, Hiltunen K, Timonen J (1992) Flow of water and air in a compressible porous medium. A model of wet pressing of paper. J Phys D Appl Phys 25:1053–1063CrossRef Kataja M, Hiltunen K, Timonen J (1992) Flow of water and air in a compressible porous medium. A model of wet pressing of paper. J Phys D Appl Phys 25:1053–1063CrossRef
go back to reference Kettil P, Wiberg N-E (2006) Development of software for structural analysis adapted to construction engineering applications. Eng Comput 21:225–236CrossRef Kettil P, Wiberg N-E (2006) Development of software for structural analysis adapted to construction engineering applications. Eng Comput 21:225–236CrossRef
go back to reference Kodiyalam S, Sobieszczanski-Sobieski J (2001) Multidisciplinary design optimization—some formal methods, framework requirements, and application to vehicle design. Int J Veh Des 25:3–22CrossRef Kodiyalam S, Sobieszczanski-Sobieski J (2001) Multidisciplinary design optimization—some formal methods, framework requirements, and application to vehicle design. Int J Veh Des 25:3–22CrossRef
go back to reference Kroll N, Gauger NR, Brezillon J, Dwight R, Fazzolari A, Vollmer D, Becker K, Barnewitz H, Schulz V, Hazra S (2007) Flow simulation and shape optimization for aircraft design. J Comput Appl Math 203:397–411MATHCrossRefMathSciNet Kroll N, Gauger NR, Brezillon J, Dwight R, Fazzolari A, Vollmer D, Becker K, Barnewitz H, Schulz V, Hazra S (2007) Flow simulation and shape optimization for aircraft design. J Comput Appl Math 203:397–411MATHCrossRefMathSciNet
go back to reference Madetoja E (2007) Novel process line approach for model-based optimization in papermaking—sensitivity and uncertainty analysis. PhD thesis, University of Kuopio Madetoja E (2007) Novel process line approach for model-based optimization in papermaking—sensitivity and uncertainty analysis. PhD thesis, University of Kuopio
go back to reference Madetoja E, Mäkelä MM (2006) On sensitivity analysis of nonsmooth multidisciplinary optimization problems in engineering process line applications. Struct Multidisc Optim 31(5):355–362CrossRef Madetoja E, Mäkelä MM (2006) On sensitivity analysis of nonsmooth multidisciplinary optimization problems in engineering process line applications. Struct Multidisc Optim 31(5):355–362CrossRef
go back to reference Madetoja E, Miettinen K, Tarvainen P (2006) Issues related to the computer realization of a multidisciplinary and multiobjective optimization system. Eng Comput 22(1):33–46CrossRef Madetoja E, Miettinen K, Tarvainen P (2006) Issues related to the computer realization of a multidisciplinary and multiobjective optimization system. Eng Comput 22(1):33–46CrossRef
go back to reference Madetoja E, Rouhiainen E-K, Tarvainen P (2008) A decision support system for paper making based on simulation and optimization. Eng Comput 24(2):145–153CrossRef Madetoja E, Rouhiainen E-K, Tarvainen P (2008) A decision support system for paper making based on simulation and optimization. Eng Comput 24(2):145–153CrossRef
go back to reference Madetoja E, Tarvainen P (2008) Multiobjective process line optimization under uncertainty applied to papermaking. Struct Multidisc Optim 35(5):461–472CrossRef Madetoja E, Tarvainen P (2008) Multiobjective process line optimization under uncertainty applied to papermaking. Struct Multidisc Optim 35(5):461–472CrossRef
go back to reference Marler RT, Arora JS (2004) Survey of multi-objective optimization methods for engineering. Struct Multidisc Optim 26(6):369–395CrossRefMathSciNet Marler RT, Arora JS (2004) Survey of multi-objective optimization methods for engineering. Struct Multidisc Optim 26(6):369–395CrossRefMathSciNet
go back to reference McAllister CD, Simpson TW, Hacker K, Lewis K, Messac A (2005) Integrating linear physical programming within collaborative optimization for multiobjective multidiciplinary design optimization. Struct Multidisc Optim 29(3):178–189CrossRef McAllister CD, Simpson TW, Hacker K, Lewis K, Messac A (2005) Integrating linear physical programming within collaborative optimization for multiobjective multidiciplinary design optimization. Struct Multidisc Optim 29(3):178–189CrossRef
go back to reference Meza JC, Oliva RA, Hough PD, Williams PJ (2007) OPT+ +: an object-oriented toolkit for nonlinear optimization. ACM Trans Math Softw 33(2):1–27CrossRef Meza JC, Oliva RA, Hough PD, Williams PJ (2007) OPT+ +: an object-oriented toolkit for nonlinear optimization. ACM Trans Math Softw 33(2):1–27CrossRef
go back to reference Miettinen K (1999) Nonlinear multiobjective optimization. Kluwer, BostonMATH Miettinen K (1999) Nonlinear multiobjective optimization. Kluwer, BostonMATH
go back to reference Rabeau S, Dépincé P, Bennis F (2007) Collaborative optimization of complex systems: a multidisciplinary approach. Int J Interact Des Manuf 1(4):209–218CrossRef Rabeau S, Dépincé P, Bennis F (2007) Collaborative optimization of complex systems: a multidisciplinary approach. Int J Interact Des Manuf 1(4):209–218CrossRef
go back to reference Silva CAC, Bittencourt ML (2000) An object-oriented structural optimization program. Struct Multidisc Optim 20(2):154–166CrossRef Silva CAC, Bittencourt ML (2000) An object-oriented structural optimization program. Struct Multidisc Optim 20(2):154–166CrossRef
go back to reference Wang W, Rivard H, Zmeureanu R (2005) An object-oriented framework for simulation-based green building design optimization with genetic algorithms. Adv Eng Inf 19:5–23CrossRef Wang W, Rivard H, Zmeureanu R (2005) An object-oriented framework for simulation-based green building design optimization with genetic algorithms. Adv Eng Inf 19:5–23CrossRef
go back to reference Zeleny M (2008) the KM-MCDC interface in decision design: tradeoffs-free conflict dissolution. Int J App Decis Sci 1(1):3–23CrossRef Zeleny M (2008) the KM-MCDC interface in decision design: tradeoffs-free conflict dissolution. Int J App Decis Sci 1(1):3–23CrossRef
Metadata
Title
Object-oriented design of process line simulation and optimization—A case study in papermaking
Authors
Elina Madetoja
Pasi Tarvainen
Publication date
01-05-2010
Publisher
Springer-Verlag
Published in
Structural and Multidisciplinary Optimization / Issue 5/2010
Print ISSN: 1615-147X
Electronic ISSN: 1615-1488
DOI
https://doi.org/10.1007/s00158-009-0451-8

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