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BnB-DAQP: A Mixed-Integer QP Solver for Embedded Applications
Linköping University, Department of Electrical Engineering, Automatic Control. Linköping University, Faculty of Science & Engineering.
Linköping University, Department of Electrical Engineering, Automatic Control. Linköping University, Faculty of Science & Engineering.ORCID iD: 0000-0001-6957-2603
2023 (English)In: IFAC PAPERSONLINE, ELSEVIER , 2023, Vol. 56, no 2, p. 7420-7427Conference paper, Published paper (Refereed)
Abstract [en]

We propose a mixed-integer quadratic programming (QP) solver that is suitable for use in embedded applications, for example, hybrid model predictive control (MPC). The solver is based on the branch-and-bound method, and uses a recently proposed dual active-set solver for solving the resulting QP relaxations. Moreover, we tailor the search of the branch-and-bound tree to be suitable for embedded applications on limited hardware; we show, for example, how a node in the branch-and-bound tree can be represented by only two integers. The embeddability of the solver is shown by successfully running MPC of an inverted pendulum on a cart with contact forces on an MCU with limited memory and computing power. Copyright (c) 2023 The Authors.

Place, publisher, year, edition, pages
ELSEVIER , 2023. Vol. 56, no 2, p. 7420-7427
Keywords [en]
mixed-integer programming; embedded optimization; model predictive control
National Category
Computer Systems
Identifiers
URN: urn:nbn:se:liu:diva-202546DOI: 10.1016/j.ifacol.2023.10.622ISI: 001122557300186OAI: oai:DiVA.org:liu-202546DiVA, id: diva2:1851986
Conference
22nd World Congress of the International Federation of Automatic Control (IFAC), Yokohama, JAPAN, jul 09-14, 2023
Note

Funding Agencies|Swedish Research Council (VR) [2017-04710]

Available from: 2024-04-16 Created: 2024-04-16 Last updated: 2024-04-16

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CiteExportLink to record
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Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
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  • Other locale
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Output format
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