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Published in: International Journal of Automation and Computing 4/2014

01-08-2014 | Regular paper

Reduced Order Modeling & Controller Design for Mass Transfer in a Grain Storage System

Authors: Paramita Guha, Sunita Mishra

Published in: Machine Intelligence Research | Issue 4/2014

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Abstract

This paper considers the problem of simulating the humidity distributions of a grain storage system. The distributions are described by partial differential equations (PDE). It is quite difficult to obtain the humidity profiles from the PDE model. Hence, a discretization method is applied to obtain an equivalent ordinary differential equation model. However, after applying the discretization technique, the cost of solving the system increases as the size increases to a few thousands. It may be noted that after discretization, the degree of freedom of the system remain the same while the order increases. The large dynamic model is reduced using a proper orthogonal decomposition based technique and an equivalent model but of much reduced size is obtained. A controller based on optimal control theory is designed to obtain an input such that the output humidity reaches a desired profile and also its stability is analyzed. Numerical results are presented to show the validity of the reduced model and possible further extensions are identified.

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Literature
[1]
go back to reference B. N. Datta. Numerical Methods for Linear Control Systems: Design and Analysis, New York: Elsevier Academic Press, 2003. B. N. Datta. Numerical Methods for Linear Control Systems: Design and Analysis, New York: Elsevier Academic Press, 2003.
[2]
go back to reference A. W. Leung. Systems of Nonlinear Partial Differential Equations: Applications to Biology and Engineering, New York: Springer, 1989.CrossRefMATH A. W. Leung. Systems of Nonlinear Partial Differential Equations: Applications to Biology and Engineering, New York: Springer, 1989.CrossRefMATH
[3]
go back to reference T. Roubíček. Nonlinear Partial Differential Equations with Applications, New York: Springer, 2005.MATH T. Roubíček. Nonlinear Partial Differential Equations with Applications, New York: Springer, 2005.MATH
[4]
go back to reference D. W. Sun, J. L. Woods. Low temperature moisture transfer characteristics of wheat in thin layers. Transactions of the American Society of Agricultural Engineers, vol. 37, no. 6, pp. 1919–1926, 1994.CrossRef D. W. Sun, J. L. Woods. Low temperature moisture transfer characteristics of wheat in thin layers. Transactions of the American Society of Agricultural Engineers, vol. 37, no. 6, pp. 1919–1926, 1994.CrossRef
[5]
go back to reference J.N. Reddy. An Introduction to the Finite Element Method, New York, USA: McGraw Hill, Inc., 1993. J.N. Reddy. An Introduction to the Finite Element Method, New York, USA: McGraw Hill, Inc., 1993.
[6]
go back to reference T. T. Lee, F. Y. Wang, R. B. Newell. Robust model-order reduction of complex biological processes. Journal of Process Control, vol. 12, no. 7, pp. 807–821, 2002.CrossRef T. T. Lee, F. Y. Wang, R. B. Newell. Robust model-order reduction of complex biological processes. Journal of Process Control, vol. 12, no. 7, pp. 807–821, 2002.CrossRef
[7]
go back to reference Z. Li, X. Lu, W. P. Shi. Process variation dimension reduction based on SVD. In Proceedings of the 2003 International Symposium on Circuits and Systems, IEEE, Bangkok, vol. 4, pp. IV–672–IV–675, 2003. Z. Li, X. Lu, W. P. Shi. Process variation dimension reduction based on SVD. In Proceedings of the 2003 International Symposium on Circuits and Systems, IEEE, Bangkok, vol. 4, pp. IV–672–IV–675, 2003.
[8]
go back to reference R. W. Freund. Krylov-subspace methods for reduced-order modeling in circuit simulation. Journal for Computational and Applied Mathematics, vol. 123, no. 1–2, pp. 395–421, 2000.CrossRefMATHMathSciNet R. W. Freund. Krylov-subspace methods for reduced-order modeling in circuit simulation. Journal for Computational and Applied Mathematics, vol. 123, no. 1–2, pp. 395–421, 2000.CrossRefMATHMathSciNet
[9]
go back to reference B. N. Datta. Krylov subspace methods for large-scale matrix problems in control. Future Generation Computer Systems, vol. 19, no. 7, pp. 1253–1263, 2003.CrossRef B. N. Datta. Krylov subspace methods for large-scale matrix problems in control. Future Generation Computer Systems, vol. 19, no. 7, pp. 1253–1263, 2003.CrossRef
[10]
go back to reference E. J. Grimme. Krylov Projection Methods for Model Reduction, Ph. D. dissertation, University of Illinios at Urbana Champaign, Urbana, IL, USA, 1997. E. J. Grimme. Krylov Projection Methods for Model Reduction, Ph. D. dissertation, University of Illinios at Urbana Champaign, Urbana, IL, USA, 1997.
[11]
go back to reference S. Gugercin. An iterative SVD-Krylov based method for model reduction of large-scale dynamical systems. In Proceedings of the 44th IEEE Conference on Decision and Control, and the European Control Conference, IEEE, Spain, pp. 5905–5910, 2005. S. Gugercin. An iterative SVD-Krylov based method for model reduction of large-scale dynamical systems. In Proceedings of the 44th IEEE Conference on Decision and Control, and the European Control Conference, IEEE, Spain, pp. 5905–5910, 2005.
[12]
go back to reference A. Chatterjee. An introduction to the proper orthogonal decomposition. Special Section: Computational Science, Current Science, vol. 78, no. 7, pp. 808–817, 2000. A. Chatterjee. An introduction to the proper orthogonal decomposition. Special Section: Computational Science, Current Science, vol. 78, no. 7, pp. 808–817, 2000.
[13]
go back to reference S. Y. Shvartsman, C. Theodoropoulos, R. Rico-Martinez, I. G. Kevrekidis, E. S. Titi, T. J. Mountziaris. Order reduction for nonlinear dynamic models of distributed reacting systems. Journal of Process Control, vol. 10, no. 2–3, pp. 177–184, 2000.CrossRef S. Y. Shvartsman, C. Theodoropoulos, R. Rico-Martinez, I. G. Kevrekidis, E. S. Titi, T. J. Mountziaris. Order reduction for nonlinear dynamic models of distributed reacting systems. Journal of Process Control, vol. 10, no. 2–3, pp. 177–184, 2000.CrossRef
[14]
go back to reference C. W. Rowley. Model reduction for fluids, using balanced proper orthogonal decomposition. International Journal of Bifurcation and Chaos, vol. 15, no. 3, pp. 997–1013, 2005.CrossRefMATHMathSciNet C. W. Rowley. Model reduction for fluids, using balanced proper orthogonal decomposition. International Journal of Bifurcation and Chaos, vol. 15, no. 3, pp. 997–1013, 2005.CrossRefMATHMathSciNet
[15]
go back to reference Y. Zhai, L. Vu-Quoc. Analysis of power magnetic components with nonlinear static hysteresis: Proper orthogonal decomposition and model reduction. IEEE Transactions on Magnetics, vol. 43, no. 5, pp. 1888–1897, 2007.CrossRef Y. Zhai, L. Vu-Quoc. Analysis of power magnetic components with nonlinear static hysteresis: Proper orthogonal decomposition and model reduction. IEEE Transactions on Magnetics, vol. 43, no. 5, pp. 1888–1897, 2007.CrossRef
[16]
go back to reference Y. Tenne. An optimization algorithm employing multiple metamodels and optimizers. International Journal of Automation and Computing, vol. 10, no. 3, pp. 227–241, 2013.CrossRef Y. Tenne. An optimization algorithm employing multiple metamodels and optimizers. International Journal of Automation and Computing, vol. 10, no. 3, pp. 227–241, 2013.CrossRef
[17]
go back to reference E. M. Jafarov. On stability delay bounds of simple input-delayed linear and non-linear systems: Computational results. International Journal of Automation and Computing, vol. 10, no. 4, pp. 327–334, 2013.CrossRef E. M. Jafarov. On stability delay bounds of simple input-delayed linear and non-linear systems: Computational results. International Journal of Automation and Computing, vol. 10, no. 4, pp. 327–334, 2013.CrossRef
[18]
go back to reference N. J. Thakor, S. C. Patil, A. A. Sawant, S. D. Sawant. Influence of storage period on physical properties and quality of paddy stored in GIC silo and bag storage under humid Konkan climatic conditions. Journal of Agricultural Engineering, vol. 49, no. 1, pp. 43–47, 2012. N. J. Thakor, S. C. Patil, A. A. Sawant, S. D. Sawant. Influence of storage period on physical properties and quality of paddy stored in GIC silo and bag storage under humid Konkan climatic conditions. Journal of Agricultural Engineering, vol. 49, no. 1, pp. 43–47, 2012.
[19]
go back to reference J. Zhang. Modelling and multi-objective optimal control of batch processes using recurrent neuro-fuzzy networks. International Journal of Automation and Computing, vol. 3, no. 1, pp. 1–7, 2006.CrossRef J. Zhang. Modelling and multi-objective optimal control of batch processes using recurrent neuro-fuzzy networks. International Journal of Automation and Computing, vol. 3, no. 1, pp. 1–7, 2006.CrossRef
[20]
go back to reference P. Chakraborty, S. Banerjee. Optimization of extrusion process for production of expanded product from green gram and rice by response surface methodology. Journal of Scientific and Industrial Research, vol. 68, no. 2, pp. 140–148, 2009. P. Chakraborty, S. Banerjee. Optimization of extrusion process for production of expanded product from green gram and rice by response surface methodology. Journal of Scientific and Industrial Research, vol. 68, no. 2, pp. 140–148, 2009.
[21]
go back to reference J. C. Alvarez. Evaluation of Moisture Diffusion Theories in Porous Materials, Master dissertation, Virginia Polytechnic Institute and State University, USA, 1998. J. C. Alvarez. Evaluation of Moisture Diffusion Theories in Porous Materials, Master dissertation, Virginia Polytechnic Institute and State University, USA, 1998.
[22]
go back to reference P. Guha, M. un Nabi. Model reduction and controller design for a nonlinear heat conduction problem using finite element method. International Journal of Automation and Computing, vol. 9, no. 5, pp. 474–479, 2012.CrossRef P. Guha, M. un Nabi. Model reduction and controller design for a nonlinear heat conduction problem using finite element method. International Journal of Automation and Computing, vol. 9, no. 5, pp. 474–479, 2012.CrossRef
[23]
go back to reference M. un Nabi, P. Guha. A control law for a nonlinear heat conduction problem on nontrivial domains using FEM. In Proceedings of the 17th Mediterranean Conference on Control and Automation, IEEE, Thessaloniki, pp. 320–323, 2009. M. un Nabi, P. Guha. A control law for a nonlinear heat conduction problem on nontrivial domains using FEM. In Proceedings of the 17th Mediterranean Conference on Control and Automation, IEEE, Thessaloniki, pp. 320–323, 2009.
[24]
go back to reference D. S. Naidu. Optimal Control Systems, London, UK: CRC Press, 2002. D. S. Naidu. Optimal Control Systems, London, UK: CRC Press, 2002.
[25]
go back to reference P. Guha, M. un Nabi. Optimal control of a nonlinear induction heating system using a proper orthogonal decomposition based reduced order model. Journal of Process Control, vol. 22, no. 9, pp. 1681–1687, 2012.CrossRef P. Guha, M. un Nabi. Optimal control of a nonlinear induction heating system using a proper orthogonal decomposition based reduced order model. Journal of Process Control, vol. 22, no. 9, pp. 1681–1687, 2012.CrossRef
Metadata
Title
Reduced Order Modeling & Controller Design for Mass Transfer in a Grain Storage System
Authors
Paramita Guha
Sunita Mishra
Publication date
01-08-2014
Publisher
Springer-Verlag
Published in
Machine Intelligence Research / Issue 4/2014
Print ISSN: 2731-538X
Electronic ISSN: 2731-5398
DOI
https://doi.org/10.1007/s11633-014-0805-6

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