Online Spatiotemporal Least-Squares Support Vector Machine Modeling Approach for Time-Varying Distributed Parameter Processes

2017 ◽  
Vol 56 (25) ◽  
pp. 7314-7321 ◽  
Author(s):  
XinJiang Lu ◽  
Feng Yin ◽  
MingHui Huang
Keyword(s):  
Support Vector Machine ◽  
Least Squares ◽  
Support Vector ◽  
Distributed Parameter ◽  
Time Varying ◽  
Modeling Approach ◽  
Machine Modeling

scholarly journals Least Squares Support Vector Machine-Based Multivariate Generalized Predictive Control for Parabolic Distributed Parameter Systems with Control Constraints

Symmetry ◽  
2021 ◽  
Vol 13 (3) ◽  
pp. 453
Author(s):  
Ling Ai ◽  
Yang Xu ◽  
Liwei Deng ◽  
Kok Lay Teo
Keyword(s):  
Support Vector Machine ◽  
Least Squares ◽  
Predictive Control ◽  
Control Strategy ◽  
Distributed Parameter Systems ◽  
Diffusion Reaction ◽  
Support Vector ◽  
Distributed Parameter ◽  
Generalized Predictive Control ◽  
Parabolic Distributed Parameter Systems

This manuscript addresses a new multivariate generalized predictive control strategy using the least squares support vector machine for parabolic distributed parameter systems. First, a set of proper orthogonal decomposition-based spatial basis functions constructed from a carefully selected set of data is used in a Galerkin projection for the building of an approximate low-dimensional lumped parameter systems. Then, the temporal autoregressive exogenous model obtained by the least squares support vector machine is applied in the design of a multivariate generalized predictive control strategy. Finally, the effectiveness of the proposed multivariate generalized predictive control strategy is verified through a numerical simulation study on a typical diffusion-reaction process in radical symmetry.

Q-learning System Based on Cooperative Least Squares Support Vector Machine

2009 ◽  
Vol 35 (2) ◽  
pp. 214-219 ◽  
Author(s):  
Xue-Song WANG ◽  
Xi-Lan TIAN ◽  
Yu-Hu CHENG ◽  
Jian-Qiang YI
Keyword(s):  
Support Vector Machine ◽  
Least Squares ◽  
Learning System ◽  
Support Vector ◽  
Q Learning
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