A FPGA implementation of model predictive control

被引:42
作者
Ling, K. V. [1 ]
Yue, S. P. [1 ]
Maciejowski, J. M. [2 ]
机构
[1] Nanyang Technol Univ, Sch Elect & Elect Engn, Nanyang Ave, Singapore 639798, Singapore
[2] Univ Cambridge, Dept Engn, Cambridge CB2 1TN, England
来源
2006 AMERICAN CONTROL CONFERENCE, VOLS 1-12 | 2006年 / 1-12卷
关键词
predictive control; constrained optimization; reconfigurable hardware; FPGA;
D O I
10.1109/acc.2006.1656502
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With its natural ability in handling constraints, Model Predictive Control (MPC) has become an established control technology in the petrochemical industry, and its use is currently being pioneered in an increasingly wide range of process industries. It is also being proposed for a range of higher bandwidth applications, such as ships, aerospace and road vehicles. To extend its applications to miniaturized devices and/or embedded systems, this paper explores the implementation of the MPC technology into reconfigurable hardware such as a FPGA chip. A rapid prototyping environment suitable for exploring the various implementation issues to bring MPC onto a chip is described. Tests were conducted to verify the applicability of the "MPC on a Chip" idea. It is shown that a modest FPGA chip could be used to implement a reasonably sized constrained MPC controller.
引用
收藏
页码:1930 / +
页数:2
相关论文
共 16 条
[1]  
Andraka R., 1998, FPGA'98. ACM/SIGDA International Symposium on Field Programmable Gate Arrays, P191, DOI 10.1145/275107.275139
[2]  
Baleani M, 2002, CODES 2002: PROCEEDINGS OF THE TENTH INTERNATIONAL SYMPOSIUM ON HARDWARE/SOFTWARE CODESIGN, P151, DOI 10.1109/CODES.2002.1003617
[3]   Model predictive hydrodynamic regulation of microflows [J].
Bleris, LG ;
Garcia, J ;
Kothare, MV .
ACC: PROCEEDINGS OF THE 2005 AMERICAN CONTROL CONFERENCE, VOLS 1-7, 2005, :1752-1757
[4]   Reconfigurable computing: A survey of systems and software [J].
Compton, K ;
Hauck, S .
ACM COMPUTING SURVEYS, 2002, 34 (02) :171-210
[5]  
Fletcher R., 1981, PRACTICAL METHODS OP
[6]  
GARCIA JG, 2004, 2004 INT C COMP ARCH, P7984
[7]  
HE MH, 2005, 5 INT C CONTR AUT BU
[8]  
LING KV, 2005, 16 IFAC WORLD C PRAG
[9]  
Maciejowski J. M., 2002, Predictive control: with constraints
[10]   Hybrid systems modeling and control [J].
Morari, M ;
Baotic, M ;
Borrelli, F .
EUROPEAN JOURNAL OF CONTROL, 2003, 9 (2-3) :177-189