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Conversion of Boolean and Integer FlatZinc Builtins to Quadratic or Linear Integer Problems (2404.12797v1)

Published 19 Apr 2024 in cs.MS

Abstract: Constraint satisfaction or optimisation models -- even if they are formulated in high-level modelling languages -- need to be reduced into an equivalent format before they can be solved by the use of Quantum Computing. In this paper we show how Boolean and integer FlatZinc builtins over finite-domain integer variables can be equivalently reformulated as linear equations, linear inequalities or binary products of those variables, i.e. as finite-domain quadratic integer programs. Those quadratic integer programs can be further transformed into equivalent Quadratic Unconstrained Binary Optimisation problem models, i.e. a general format for optimisation problems to be solved on Quantum Computers especially on Quantum Annealers.

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References (6)
  1. Integer Programming from Quantum Annealing and Open Quantum Systems. arXiv: Quantum Physics, September 2020.
  2. Practical integer-to-binary mapping for quantum annealers. Quantum Information Processing, 18(4):94, February 2019.
  3. Andrew Lucas. Ising formulations of many NP problems. Frontiers in Physics, 2, 2014. Comment: 27 pages; v2: substantial revision to intro/conclusion, many more references; v3: substantial revision and extension, to-be-published version.
  4. When do bounds and domain propagation lead to the same search space. In Proceedings of the 3rd ACM SIGPLAN International Conference on Principles and Practice of Declarative Programming, PPDP ’01, pages 115--126, New York, NY, USA, September 2001. Association for Computing Machinery.
  5. Anthony Silvestre. Solving NP-Hard Problems Using Quantum Computing. Bachelor Thesis, Monash University, Melbourne, Australia, 2018.
  6. ToQUBO.jl, February 2023.

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