Publications

  1. Olivier Cots, Rémy Dutto, Sophie Jan, Serge Laporte. Geometric preconditioner for indirect shooting and application to hybrid vehicle. 4th IFAC Conference of Modelling, Identification and Control of Nonlinear Systems, Sep 2024, Lyon, France. ⟨hal–04473962v2⟩
  2. Mohammed Sbihi, Sophie Jan, Nicolas Couellan. MIQCQP reformulation of the ReLU neural networks Lipschitz constant estimation problem. 2024. ⟨hal–04431914⟩
  3. Olivier Cots, Rémy Dutto, Sophie Jan, Serge Laporte. A bilevel optimal control method and application to the hybrid electric vehicle. 2023. ⟨hal–04359870v2⟩
  4. Olivier Cots, Rémy Dutto, Sophie Jan, Serge Laporte. Generation of value function data for bilevel optimal control and application to hybrid electric vehicle. Thematic Einstein Semester conference on Mathematical Optimization for Machine Learning, Sep 2023, Berlin, Germany. ⟨hal–04359905v2⟩
  5. Nicolas Couellan, Sophie Jan. Feature uncertainty bounds for explicit feature maps and large robust nonlinear SVM classifiers. Annals of Mathematics and Artificial Intelligence, 2020, 88 (1–3), pp.269–289. ⟨10.1007/s10472–019–09676–0⟩. ⟨hal–01718729⟩
  6. Manon Bondouy, Sophie Jan, Serge Laporte, Christian Bes. Optimal surrogates selection for embedded, hierarchical multilevel aircraft models. IEEE Transactions on Aerospace and Electronic Systems, 2015, 51 (4), pp.3415 – 3426. ⟨10.1109/TAES.2015.140309⟩. ⟨hal–01785618⟩
  7. Nicolas Couellan, Tom Jorquera, Jean–Pierre Georgé, Sophie Jan. Self Adaptive Support Vector Machine:    A Multi–Agent Optimization Perspective. Expert Systems with Applications, 2015, 42 (9), pp.4284–4298. ⟨10.1016/j.eswa.2015.01.028⟩. ⟨hal–01387802⟩
  8. Sophie Jan. Minimizing the fuel consumption of a vehicle from the Shell Eco–marathon: a numerical study. ESAIM: Control, Optimisation and Calculus of Variations, 2013, pp.516–532. ⟨10.1051/cocv/2012019⟩. ⟨hal–00955206⟩
  9. Nicolas Couellan, Sophie Jan. Incremental accelerated gradient methods for SVM classification : study of the constrained approach. Computational Management Science, 2013. ⟨hal–00955704⟩
  10. Vincent Baudoui, Patricia Klotz, Jean–Baptiste Hiriart–Urruty, Sophie Jan, Franck Morel. LOcal Uncertainty Processing (LOUP) method for multidisciplinary robust design optimization. Structural and Multidisciplinary Optimization, 2012, 46 (5), pp.711 – 726. ⟨10.1007/s00158–012–0798–0⟩. ⟨hal–01846883⟩
  11. Maatoug Hassine, Sophie Jan, Mohamed Masmoudi. From differential calculus to 0–1 topological optimization. SIAM Journal on Control and Optimization, 2007, 45 (6), pp.1965–1987. ⟨10.1137/050631720⟩. ⟨hal–00635742⟩
  12. Fabien Muradore, Thomas Dreher, Sophie Jan. Windshield shape optimization using neural network.. 2004. ⟨hal–00955240⟩
  13. Paul Armand, Jean Charles Gilbert, Sophie Jan–Jégou. A BFGS–IP algorithm for solving strongly convex optimization problems with feasibility enforced by an exact penalty approach. Mathematical Programming, 2002, 92 (3), pp.393–424. ⟨10.1007/s101070100283⟩. ⟨hal–00955215⟩
  14. Paul Armand, Jean Charles Gilbert, Sophie Jan–Jégou. A feasible BFGS interior point algorithm for solving strongly convex minimization problems. SIAM Journal on Optimization, 2000, 11 (1), pp.199–222. ⟨10.1137/S1052623498344720⟩. ⟨inria–00073185⟩
  15. Guy Chavent, Jérôme Jaffré, Sophie Jan. Estimation of relative permeabilities in three–phase flow in porous media. Inverse Problems, 1999, pp.33–39. ⟨10.1088/0266–5611/15/1/007⟩. ⟨hal–00955222⟩
  16. Guy Chavent, Jérôme Jaffré, Sophie Jégou, Jun Liu. A Symbolic Code Generator for Parameter Estimation. Second International Workshop on Computational Differentiation, Feb 1996, Santa Fe, United States. pp.129–136. ⟨hal–00955245⟩
  17. Sophie Jégou. Using Maple for Symbolic Differentiation to Solve Inverse Problems.. MapleTech, 1997, pp.32–40. ⟨hal–00955231