State-constrained optimal spatial field control for controlled release in tissue engineering

Distributed parameter control problems involving manipulation within the spatial domain arise in a variety of applications including vibration control, active noise reduction, epidemiology, tissue engineering, and cancer treatment. A state-constrained spatial field control problem motivated by a biomedical application is solved in which the manipulation occurs over a spatial field and the state field is constrained both in spatial frequency and by a partial differential equation (PDE) that effects the manipulation. An optimization algorithm combines three-dimensional Fourier series, which are truncated to satisfy the spatial frequency constraints, with exploitation of structural characteristics of the PDEs. The computational efficiency and performance of the optimization algorithm are demonstrated in a numerical example, for which the spatial tracking error is almost entirely due to the limitation on the spatial frequency of the manipulated field. The numerical results suggest that optimal control approaches have promise for controlling the release of macromolecules in tissue engineering applications.

[1]  J. Betts,et al.  Direct transcription solution of optimal control problems with higher order state constraints: theory vs practice , 2007 .

[2]  J. Kost,et al.  Ultrasound-enhanced polymer degradation and release of incorporated substances. , 1989, Proceedings of the National Academy of Sciences of the United States of America.

[3]  A. Polyanin Handbook of Linear Partial Differential Equations for Engineers and Scientists , 2001 .

[4]  D. Mooney,et al.  Polymeric system for dual growth factor delivery , 2001, Nature Biotechnology.

[5]  Philip A. Nelson,et al.  Active Control of Sound , 1992 .

[6]  John E. Rijnsdorp,et al.  Advanced process control: W. Harmon Ray , 1982, Autom..

[7]  J. Marsden,et al.  A subspace approach to balanced truncation for model reduction of nonlinear control systems , 2002 .

[8]  Krishnendu Roy,et al.  Laser-layered microfabrication of spatially patterned functionalized tissue-engineering scaffolds. , 2005, Journal of biomedical materials research. Part B, Applied biomaterials.

[9]  M. Kishida,et al.  Optimal control of cellular uptake in tissue engineering , 2008, 2008 American Control Conference.

[10]  N. Peppas,et al.  Hydrogels in Pharmaceutical Formulations , 1999 .

[11]  Lorenz T. Biegler,et al.  Advantages of Nonlinear-Programming-Based Methodologies for Inequality Path-Constrained Optimal Control Problems - A Numerical Study , 2008, SIAM J. Sci. Comput..

[12]  H. Tran,et al.  Modeling and control of physical processes using proper orthogonal decomposition , 2001 .

[13]  Miroslav Krstic,et al.  On control design for PDEs with space-dependent diffusivity or time-dependent reactivity , 2005, Autom..

[14]  Cory Berkland,et al.  Uniform double-walled polymer microspheres of controllable shell thickness. , 2004, Journal of controlled release : official journal of the Controlled Release Society.

[15]  K. Kunisch,et al.  Control of the Burgers Equation by a Reduced-Order Approach Using Proper Orthogonal Decomposition , 1999 .

[16]  Costas J. Spanos,et al.  Advanced process control , 1989 .

[17]  Richard D. Braatz,et al.  Open-loop and closed-loop robust optimal control of batch processes using distributional and worst-case analysis , 2004 .

[18]  Richard D. Braatz,et al.  Control-oriented modeling of sheet and film processes , 1997 .

[19]  W. Deen Analysis Of Transport Phenomena , 1998 .

[20]  W. Mark Saltzman,et al.  Building drug delivery into tissue engineering design , 2002, Nature Reviews Drug Discovery.

[21]  David Q. Mayne,et al.  Constrained model predictive control: Stability and optimality , 2000, Autom..

[22]  J. Hubbell,et al.  Development of fibrin derivatives for controlled release of heparin-binding growth factors. , 2000, Journal of controlled release : official journal of the Controlled Release Society.

[23]  J. Hargrove Optimized simulation of the control of tsetse flies Glossina pallidipes and G. m. morsitans (Diptera: Glossinidae) using odour-baited targets in Zimbabwe , 2003, Bulletin of Entomological Research.

[24]  G. Truskey,et al.  Transport phenomena in biological systems , 2004 .

[25]  Daniel W Pack,et al.  Microspheres for controlled release drug delivery , 2004, Expert opinion on biological therapy.

[26]  W. Saltzman,et al.  Controlled release of proteins to tissue transplants for the treatment of neurodegenerative disorders. , 1996, Journal of pharmaceutical sciences.

[27]  Kinam Park,et al.  Environment-sensitive hydrogels for drug delivery. , 2001, Advanced drug delivery reviews.

[28]  D. Luenberger Optimization by Vector Space Methods , 1968 .

[29]  Klaus Schittkowski,et al.  Optimal Control of One-Dimensional Partial Differential Algebraic Equations with Applications , 2000, Ann. Oper. Res..

[30]  David J. Mooney,et al.  Polymeric Growth Factor Delivery Strategies for Tissue Engineering , 2003, Pharmaceutical Research.

[31]  Richard D. Braatz,et al.  RBF-based 2D optimal spatial control of the 3D reaction-convection-diffusion equation , 2009, 2009 European Control Conference (ECC).

[32]  H. Bhadeshia Diffusion , 1995, Theory of Transformations in Steels.

[33]  S. O. Reza Moheimani,et al.  Spatial Control of Vibration: Theory and Experiments , 2003 .

[34]  Alain Bensoussan,et al.  Representation and Control of Infinite Dimensional Systems, 2nd Edition , 2007, Systems and control.

[35]  M. Cereijido,et al.  Introduction to the study of biological membranes , 1970 .

[36]  W. Mark Saltzman,et al.  Transplantation of brain cells assembled around a programmable synthetic microenvironment , 2001, Nature Biotechnology.

[37]  R. Triggiani,et al.  Control Theory for Partial Differential Equations: Continuous and Approximation Theories , 2000 .

[38]  Natasha Flyer,et al.  The Convergence of Spectral and Finite Difference Methods for Initial-Boundary Value Problems , 2001, SIAM J. Sci. Comput..

[39]  Alexander R. A. Anderson,et al.  Mathematical modelling of flow in 2D and 3D vascular networks: Applications to anti-angiogenic and chemotherapeutic drug strategies , 2005, Math. Comput. Model..

[40]  Richard D. Braatz,et al.  Optimal spatial field control of distributed parameter systems , 2009, 2009 American Control Conference.

[41]  Mark E Byrne,et al.  Molecular imprinting within hydrogels II: progress and analysis of the field. , 2008, International journal of pharmaceutics.