Journal of Control (English Edition)
مجله کنترل - نسخه انگلیسی
jocee
Engineering & Technology
http://jocee.kntu.ac.ir
1
admin
2008-8345
2538-3752
en
jalali
1401
4
1
gregorian
2022
7
1
1
1
online
1
fulltext
en
A Novel Integrated Solution Algorithm for Explicit Model Predictive Control in Embedded Applications
عمومى
General
پژوهشي
Research paper
<div style="text-align: justify;"><span style="font-family:Tahoma;"><span style="font-size:10.0pt">The paper addresses complexity of explicit model predictive control (MPC) in terms of online evaluation and memory requirement. Explicit MPC defines a piecewise affine (PWA) function over different regions of system state-space. An efficient approach is presented to integrate both complexity reduction schemes via 1) a separator function to remove regions defined over control actions which attain saturated values and 2) elimination of regions which have symmetry. The proposed method reduces the conventional necessity of explicit MPC, online evaluation, and storage requirement, by removing the regions corresponding to the saturated optimal control inputs using a simpler replacement function. Moreover, the method incorporates the concept of symmetries in the context of MPC quadratic programming problem to eliminate redundant symmetric regions, leading to devising a novel solution algorithm with much less complexities for embedded applications. The presented method also simplifies the symmetry identification process because the symmetry search algorithm is performed only for regions on which control action is unsaturated rather than the whole original regions. Various simulation tests are conducted to comparatively demonstrate effectiveness of the proposed algorithm for an inexpensive implementation of large-order systems in terms of the required storage and number of floating point operations.</span></span><span dir="RTL"></span><span dir="RTL"></span></div>
Explicit MPC, quadratic programing, symmetric regions, and saturated regions
37
47
http://jocee.kntu.ac.ir/browse.php?a_code=A-10-464-1&slc_lang=en&sid=1
Jamal
Arezoo
Jamalarezoo@gmail.com
`1003194753284600251`

1003194753284600251
No
M.S. , Department of Automation and Instrumentation, Petroleum University of Technology.
Karim
Salahshoor
salahshoor@put.ac.ir
`1003194753284600252`

1003194753284600252
Yes
Professor, Department of Automation and Instrumentation, Petroleum University of Technology.