Model Predictive Control of Spatially Distributed Systems with Spatio-Temporal Logic Specifications
In this paper, for spatially distributed systems, we propose a new method of model predictive control with spatio-temporal logic specifications. We formulate the finite-time control problem with specifications described by SSTLf (signal spatio-temporal logic over finite traces) formulas. In the problem formulation, the feasibility is guaranteed by representing control specifications as a penalty in the cost function. Time-varying weights in the cost function are introduced to satisfy control specifications as well as possible. The finite-time control problem can be written as a mixed integer programming (MIP) problem. According to the policy of model predictive control (MPC), the control input can be generated by solving the finite-time control problem at each discrete time. The effectiveness of the proposed method is presented through a numerical example.
Authors
- Koichi Kobayashi (ORCID: https://orcid.org/0000-0002-3358-0254)
- Yuh Yamashita (ORCID: https://orcid.org/0000-0001-7190-6609)
- Ikkei Komizu
Institutions
- Hokkaido University (JP)
Publication Details
- Journal
- Computation
- Published
- 2024-09-30
- DOI
- https://doi.org/10.3390/computation12100196
- Citations
- 2
- Primary Topic
- Advanced Control Systems Optimization
- Type
- article
- Field-Weighted Citation Impact
- 0.66
Funders
- Japan Society for the Promotion of Science