On Discrete Subproblems in Integer Optimal Control with Total Variation Regularization in Two Dimensions

Published Online:https://doi.org/10.1287/ijoc.2024.0680

References

  • Alnæs MS, Logg A, Ølgaard KB, Rognes ME, Wells GN (2014) Unified form language: A domain-specific language for weak formulations of partial differential equations. ACM Trans. Math. Software 40(2):1–37.Google Scholar
  • Armon A, Zwick U (2006) Multicriteria global minimum cuts. Algorithmica 46:15–26.CrossrefGoogle Scholar
  • Baratta IA, Dean JP, Dokken JS, Habera M, Hale JS, Richardson CN, Rognes ME, et al. (2023) DOLFINx: The next generation FEniCS problem solving environment. Zenodo (December 31), http://dx.doi.org/10.5281/zenodo.10447666.Google Scholar
  • Bestehorn F, Hansknecht C, Kirches C (2021) Mixed-integer optimal control problems with switching costs: A shortest path approach. Math. Programming 188:621–652.CrossrefGoogle Scholar
  • Boykov Y, Kolmogorov V (2004) An experimental comparison of min-cut/max-flow algorithms for energy minimization in vision. IEEE Trans. Pattern Anal. Machine Intelligence 26(9):1124–1137.CrossrefGoogle Scholar
  • Buchheim C, Grütering A, Meyer C (2024) Parabolic optimal control problems with combinatorial switching constraints: Part III: Branch-and-bound algorithm. Preprint, submitted January 18, https://arxiv.org/abs/2401.10018.Google Scholar
  • Burger M, Dong Y, Hintermüller M (2012) Exact relaxation for classes of minimization problems with binary constraints. Preprint, submitted October 28, https://arxiv.org/abs/1210.7507.Google Scholar
  • Bürger A, Zeile C, Altmann-Dieses A, Sager S, Diehl M (2018) An algorithm for mixed-integer optimal control of solar thermal climate systems with MPC-capable runtime. Proc. Eur. Control Conf. (IEEE, Piscataway, NJ), 1379–1385.Google Scholar
  • Cristinelli G, Iglesias JA, Walter D (2023) Conditional gradients for total variation regularization with PDE constraints: A graph cuts approach Preprint, submitted October 30, https://arxiv.org/abs/2310.19777.Google Scholar
  • De Marchi A (2019) On the mixed-integer linear-quadratic optimal control with switching cost. IEEE Control Systems Lett. 3(4):990–995.CrossrefGoogle Scholar
  • De Simone C, Diehl M, Jünger M, Mutzel P, Reinelt G, Rinaldi G (1995) Exact ground states of Ising spin glasses: New experimental results with a branch-and-cut algorithm. J. Statist. Phys. 80:487–496.CrossrefGoogle Scholar
  • Díaz J, Mertzios GB (2017) Minimum bisection is NP-hard on unit disk graphs. Inform. Comput. 256:83–92.CrossrefGoogle Scholar
  • Feldmann AE, Widmayer P (2011) An O(n4) time algorithm to compute the bisection width of solid grid graphs. Demetrescu C, Halldórsson MM, eds. Algorithms ESA 2011, Lecture Notes in Computer Science, vol. 6942 (Springer, Berlin), 143–154.CrossrefGoogle Scholar
  • Gerdts M (2005) Solving mixed-integer optimal control problems by branch & bound: A case study from automobile test-driving with gear shift. Optimal Control Appl. Methods 26:1–18.CrossrefGoogle Scholar
  • Greig DM, Porteous BT, Seheult AH (1989) Exact maximum a posteriori estimation for binary images. J. Roy. Statist. Soc. Ser. B Statist. Methodology 51(2):271–279.CrossrefGoogle Scholar
  • Gurobi Optimization LLC (2023) Gurobi Optimizer reference manual. Accessed October 11, 2024, https://www.gurobi.com.Google Scholar
  • Hahn M, Kirches C, Manns P, Sager S, Zeile C (2021) Decomposition and approximation for PDE-constrained mixed-integer optimal control. Non-Smooth and Complementarity-Based Distributed Parameter Systems: Simulation and Hierarchical Optimization (Springer, Berlin), 283–305.Google Scholar
  • Hante FM, Leugering G, Martin A, Schewe L, Schmidt M (2017) Challenges in optimal control problems for gas and fluid flow in networks of pipes and canals: From modeling to industrial applications. Industrial Mathematics and Complex Systems (Springer, Berlin), 77–122.CrossrefGoogle Scholar
  • Jakob W, Rhinelander J, Moldovan D (2017) pybind11: Seamless operability between C++11 and Python. https://github.com/pybind/pybind11.Google Scholar
  • Korte B, Vygen J (2018) Combinatorial Optimization, 6th ed. (Springer, Berlin).Google Scholar
  • Leyffer S, Manns P (2022) Sequential linear integer programming for integer optimal control with total variation regularization. ESAIM Control Optim. Calculus Variations 28:66.CrossrefGoogle Scholar
  • Loxton R, Lin Q, Padula F, Ntogramatzidis L (2020) Minimizing control volatility for nonlinear systems with smooth piecewise-quadratic input signals. Systems Control Lett. 145:104797.CrossrefGoogle Scholar
  • Manns P, Schiemann A (2023) On integer optimal control with total variation regularization on multidimensional domains. SIAM J. Control Optim. 61(6):3415–3441.CrossrefGoogle Scholar
  • Manns P, Severitt M (2024) On discrete subproblems in integer optimal control with total variation regularization in two dimensions. http://dx.doi.org/10.1287/ijoc.2024.0680.cd, https://github.com/INFORMSJoC/2024.0680.Google Scholar
  • Marko J, Wachsmuth G (2023) Integer optimal control problems with total variation regularization: Optimality conditions and fast solution of subproblems. ESAIM Control Optim. Calculus Variations 29:81.CrossrefGoogle Scholar
  • Nieuwenhuis C, Töppe E, Cremers D (2013) A survey and comparison of discrete and continuous multilabel approaches for the Potts model. Internat. J. Comput. Vision 104:223–240.CrossrefGoogle Scholar
  • Papadimitriou CH, Sideri M (1996) The bisection width of grid graphs. Math. Systems Theory 29:97–110.CrossrefGoogle Scholar
  • Papadimitriou CH, Yannakakis M (2000) On the approximability of trade-offs and optimal access of web sources. Proc. 41st Annual Sympos. Foundations Comput. Sci. (IEEE, Piscataway, NJ), 86–92.Google Scholar
  • Sager S, Jung M, Kirches C (2011) Combinatorial integral approximation. Math. Methods Oper. Res. 73(3):363–380.CrossrefGoogle Scholar
  • Scroggs MW, Baratta IA, Richardson CN, Wells GN (2022a) Basix: A runtime finite element basis evaluation library. J. Open Source Software 7(73):3982.CrossrefGoogle Scholar
  • Scroggs MW, Dokken JS, Richardson CN, Wells GN (2022b) Construction of arbitrary order finite element degree-of-freedom maps on polygonal and polyhedral cell meshes. ACM Trans. Math. Software 48(2):18:1–18:23.Google Scholar
  • Severitt M, Manns P (2023) Efficient solution of discrete subproblems arising in integer optimal control with total variation regularization. INFORMS J. Comput. 35(4):869–885.LinkGoogle Scholar
  • Soler M, Kamgarpour M, Lloret J, Lygeros J (2016) A hybrid optimal control approach to fuel-efficient aircraft conflict avoidance. IEEE Trans. Intelligent Transportation Systems 17(7):1826–1838.CrossrefGoogle Scholar
  • Veksler O (1999) Efficient graph-based energy minimization methods in computer vision. PhD thesis, Cornell University, Ithaca, NY.Google Scholar
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