Explicit Error Bounds for Carleman Linearization
arXiv:1711.02552
Abstract
We revisit the method of Carleman linearization for systems of ordinary differential equations with polynomial right-hand sides. This transformation provides an approximate linearization in a higher-dimensional space through the exact embedding of polynomial nonlinearities into an infinite-dimensional linear system, which is then truncated to obtain a finite-dimensional representation with an additive error. To the best of our knowledge, no explicit calculation of the error bound has been studied. In this paper, we propose two strategies to obtain a time-dependent function that locally bounds the truncation error. In the first approach, we proceed by iterative backwards-integration of the truncated system. However, the resulting error bound requires an a priori estimate of the norm of the exact solution for the given time horizon. To overcome this difficulty, we construct a combinatorial approach and solve it using generating functions, obtaining a local error bound that can be computed effectively.
32 pages, 3 figures
References in corpus (1)
Cited by in corpus (6)
- Efficient quantum algorithm for dissipative nonlinear differential equations
- Explicit block encodings of boundary value problems for many-body elliptic operators
- Reachability of Black-Box Nonlinear Systems after Koopman Operator Linearization
- Reachability of weakly nonlinear systems using Carleman linearization
- Quantum homotopy perturbation method for nonlinear dissipative ordinary differential equations
- Analysis of Carlemann Linearization of Lattice Boltzmann