model reduction

A Machine Learning Approach to Solving Large Bilevel and Stochastic Programs: Application to Cycling Network Design

  • Bo Lin
    • Categories Integer Programming, Stochastic Programming, Transportation Tags , , , ,

    We present a novel machine learning-based approach to solving bilevel programs that involve a large number of independent followers, which as a special case include two-stage stochastic programming. We propose an optimization model that explicitly considers a sampled subset of followers and exploits a machine learning model to estimate the objective values of unsampled followers. … Read more

    Integer linear programming formulations for the minimum connectivity inference problem and model reduction principles

  • Muhammad Abid Dar
  • Andreas Fischer
  • John Martinovic
  • Guntram Scheithauer
    • Categories (Mixed) Integer Linear Programming, Polyhedra Tags , , , ,

    The minimum connectivity inference (MCI) problem represents an NP-hard generalization of the well-known minimum spanning tree problem. Given a set of vertices and a finite collection of subsets (of this vertex set), the MCI problem requires to find an edge set of minimal cardinality so that the vertices of each subset are connected. Although the … Read more

    H2-optimal model reduction of MIMO systems

  • Pierre-Antoine Absil
  • Kyle A. Gallivan
  • Paul Van Dooren
    • Categories Applications - Science and Engineering Tags , , ,

    We consider the problem of approximating a $p\times m$ rational transfer function $H(s)$ of high degree by another $p\times m$ rational transfer function $\hat{H}(s)$ of much smaller degree. We derive the gradients of the $H_2$-norm of the approximation error and show how stationary points can be described via tangential interpolation. Citation Technical report UCL-INMA-2007.034, Department … Read more