Implementation of Mixed-Integer Programming on Embedded System
被引:5
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作者:
Novak, Jakub
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机构:
Tomas Bata Univ, Fac Appl Informat, Nam TGM 5555, Zlin 76001, Czech RepublicTomas Bata Univ, Fac Appl Informat, Nam TGM 5555, Zlin 76001, Czech Republic
Novak, Jakub
[1
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Chalupa, Petr
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机构:
Tomas Bata Univ, Fac Appl Informat, Nam TGM 5555, Zlin 76001, Czech RepublicTomas Bata Univ, Fac Appl Informat, Nam TGM 5555, Zlin 76001, Czech Republic
Chalupa, Petr
[1
]
机构:
[1] Tomas Bata Univ, Fac Appl Informat, Nam TGM 5555, Zlin 76001, Czech Republic
来源:
25TH DAAAM INTERNATIONAL SYMPOSIUM ON INTELLIGENT MANUFACTURING AND AUTOMATION, 2014
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2015年
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100卷
One of the most widespread modern control strategies is the discrete-time Model Predictive Control ( MPC) method which requires the solution of the quadratic programming problem. For systems with binary input variables the quadratic problem is replaced by more challenging Mixed-Integer Quadratic Programming ( MIQP) problem. The objective of this work is the implementation of MIQP problem solver in a low power embedded computing platform with limited computational power and limited memory. The MIQP problem is solved using branch-and-bound method and the solution of the relaxed original quadratic problems with equality and inequality constraints solved in the nodes of a binary tree is found with interior-point algorithm. A simulation study of the reserve constrained economic dispatch problem for power generators with prohibited zones is presented. Simulation results show the applicability of the proposed solver for small size MIQP problems. (C) 2015 The Authors. Published by Elsevier Ltd.
机构:
Edinboro Univ, Dept Math & Comp Sci, Edinboro, PA 16444 USA
Princeton Univ, Andlinger Ctr Energy & Environm, Princeton, NJ 08544 USAEdinboro Univ, Dept Math & Comp Sci, Edinboro, PA 16444 USA
Adelgren, Nathan
Gupte, Akshay
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机构:
Univ Edinburgh, Sch Math, Edinburgh EH9 3FD, Midlothian, ScotlandEdinboro Univ, Dept Math & Comp Sci, Edinboro, PA 16444 USA
机构:
Southwest Jiaotong Univ, Sch Transport & Logist, Chengdu, Peoples R China
Natl Engn Lab Integrated Transportat Big Data Appl, Chengdu, Peoples R China
Natl United Engn Lab Integrated & Intelligent Tran, Chengdu, Peoples R ChinaSouthwest Jiaotong Univ, Sch Transport & Logist, Chengdu, Peoples R China
Shoukat, Rizwan
Zhang, Xiaoqiang
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机构:
Southwest Jiaotong Univ, Sch Transport & Logist, Chengdu, Peoples R China
Natl Engn Lab Integrated Transportat Big Data Appl, Chengdu, Peoples R China
Natl United Engn Lab Integrated & Intelligent Tran, Chengdu, Peoples R ChinaSouthwest Jiaotong Univ, Sch Transport & Logist, Chengdu, Peoples R China