Constrained parameter estimation with applications to blending operations

被引:0
|
作者
Murakami, K [1 ]
Seborg, DE [1 ]
机构
[1] Univ Calif Santa Barbara, Dept Chem Engn, Santa Barbara, CA 93106 USA
关键词
blending systems; least squares; constrained parameter estimation; inequality constraints; quadratic programming;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The classical least squares approach ignores a priori information about the feasible values of the estimated parameters. But in many practical problems, such information is available in the form of upper and lower limits. In this paper, two alternative techniques are evaluated for this important class of constrained parameter estimation problems for linear, dynamic systems. Simulation results for two blending problems illustrate that more accurate parameter estimates and better predictions can be obtained using a quadratic programming approach. Copyright (C) 1998 IFAC.
引用
收藏
页码:229 / 234
页数:6
相关论文
共 50 条
  • [21] Joint state and parameter estimation based on constrained zonotopes
    Rego, Brenner S.
    Locatelli, Diego
    Raimondo, Davide M.
    Raffo, Guilherme, V
    [J]. AUTOMATICA, 2022, 142
  • [22] A new constrained parameter estimator for computer vision applications
    Chojnacki, W
    Brooks, MJ
    van den Hengel, A
    Gawley, D
    [J]. IMAGE AND VISION COMPUTING, 2004, 22 (02) : 85 - 91
  • [23] Blending frequency estimation with applications in dynamic model compensation of LEO
    Department of Mathematics and System Science, National University of Defense Technology, Changsha 410073, China
    [J]. Yuhang Xuebao, 2008, 2 (449-455):
  • [24] Constrained motion planning: Applications in mobile robotics and in maintenance operations
    Ferbach, P
    Rit, JF
    [J]. ALGORITHMS FOR ROBOTIC MOTION AND MANIPULATION, 1997, : 31 - 45
  • [25] Geospatial Snow Estimation for Engineering Applications and Operations
    Deeb, E.
    Polashenski, C.
    Courville, Z.
    Hiemstra, C.
    Wagner, A.
    Eylander, J.
    Davis, R.
    [J]. COLD REGIONS ENGINEERING 2019, 2019, : 231 - 237
  • [26] CHANCE CONSTRAINED AGGREGATE BLENDING
    LEE, SM
    OLSON, DL
    [J]. JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT-ASCE, 1983, 109 (01): : 39 - 47
  • [27] A Trust Region SQP Algorithm for Equality Constrained Parameter Estimation with Simple Parameter Bounds
    Nikhil Arora
    Lorenz T. Biegler
    [J]. Computational Optimization and Applications, 2004, 28 : 51 - 86
  • [28] A trust region SQP algorithm for equality constrained parameter estimation with simple parameter bounds
    Arora, N
    Biegler, LT
    [J]. COMPUTATIONAL OPTIMIZATION AND APPLICATIONS, 2004, 28 (01) : 51 - 86
  • [29] A CONSTRAINED HYBRID CRAMER-RAO BOUND FOR PARAMETER ESTIMATION
    Ren, Chengfang
    Le Kernec, Julien
    Galy, Jerome
    Chaumette, Eric
    Larzabal, Pascal
    Renaux, Alexandre
    [J]. 2015 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING (ICASSP), 2015, : 3472 - 3476
  • [30] Systematic physics constrained parameter estimation of stochastic differential equations
    Peavoy, Daniel
    Franzke, Christian L. E.
    Roberts, Gareth O.
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2015, 83 : 182 - 199