Chapter 1 Introduction to Nonlinear Model Predictive Control and Moving Horizon Estimation
@inproceedings{Johansen2011Chapter1I, title={Chapter 1 Introduction to Nonlinear Model Predictive Control and Moving Horizon Estimation}, author={T. Johansen}, year={2011} }
Nonlinear model predictive control and moving horizon estimation are related methods since both are based on the concept of solving an optimization problem that involves a finite time horizon and a dynamic mathematical model. This chapter provides an introduction to these methods, with emphasis on how to formulate the optimization problem. Both theoretical and practical aspects are treated, ranging from theoretical concepts such as stability, existence and uniqueness of the solution, to… CONTINUE READING
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References
SHOWING 1-10 OF 150 REFERENCES
Newton-type control strategies for constrained nonlinear processes
- Mathematics, Computer Science
- 1989
- 107
Nonlinear Predictive Control and Moving Horizon Estimation — An Introductory Overview
- Computer Science
- 1999
- 441
Constrained state estimation for nonlinear discrete-time systems: stability and moving horizon approximations
- Mathematics, Computer Science
- IEEE Trans. Autom. Control.
- 2003
- 674
- Highly Influential
- PDF
Examples when nonlinear model predictive control is nonrobust
- Mathematics, Computer Science
- Autom.
- 2004
- 192
Approximate explicit receding horizon control of constrained nonlinear systems
- Mathematics, Computer Science
- Autom.
- 2004
- 211
- PDF
A stabilizing model-based predictive control algorithm for nonlinear systems
- Computer Science, Mathematics
- Autom.
- 2001
- 331
- PDF
Suboptimal model predictive control (feasibility implies stability)
- Mathematics, Computer Science
- IEEE Trans. Autom. Control.
- 1999
- 572
- PDF