AI & ML
Integer-Free Control Synthesis for Signal Temporal Logic via Ranked Implicants
arXiv cs.SY0 views
arXiv:2610.20969v1 Announce Type: new Abstract: This paper proposes an integer-free method for control synthesis of nonlinear discrete-time systems under finite-horizon Signal Temporal Logic (STL) constraints. Instead of introducing integer variables, we consider the discrete choices of the specification in a ranked order and solve a standard nonlinear program for each selected choice until a satisfying trajectory is found. We first define implicants as sets of timed atomic constraints whose joint satisfaction is sufficient to satisfy the specification. A reference trajectory obtained from a smooth approximation of the STL robustness is used to rank these implicants. Fixing one implicant turns the problem into a standard nonlinear program with no auxiliary weights or bilinear terms. If the solution does not satisfy the specification, the next implicant will be considered. We prove soundness and completeness of our method relative to the nonlinear programming solver. Numerical evaluation on nonlinear multi-agent systems shows that our proposed method identifies satisfying trajectories where the exact continuous reformulation fails, and moreover, it is faster than a mixed-integer formulation of the same specification.
Source:https://arxiv.org/abs/2610.20969PreviousCongestion Price Uncertainty From Interconnection Queue by Monte Carlo SamplingNextPhysical AI: A Survey of Models, Learning, Systems, and Open Challenges
Related posts
Locus Earth: Building an Open-Source 3D Globe That Runs Directly in Your Browser 🌍
0dev.to JavaScript
Ingeniería de Software TPV Local para Comercio de Moda y Calzado: Optimización de Inventario por Lotes y Matriz de Tallas (Vol. 41)
0dev.to Database
Ingeniería de Software TPV Local para Alimentación y Supermercados: Conexión a Balanzas Homologadas y Tickets con Trazabilidad (Vol. 42)
0dev.to Database
The Autonomous Edge — Issue #13: Cheaper Agents, Harder Governance (Week of November 2, 2026)
0dev.to AI

Plano Físico vs Plano Funcional en AWS Networking: cómo los arquitectos senior resuelven lo que otros no ven
0dev.to AWS
We built Origami Tutor: free paper-craft lessons you can turn and replay in 3D
0dev.to WebDev