data-driven control 1model mismatch 1nonlinear optimal control 1optimality analysis 1robust stability 1
From the 1 of 2 linked papers with an AI index.
2 papers
math.OC2026
Characterizing Robustness in Nonlinear Optimal Control: From Stability to Optimality
Yicheng Lin, Zhisheng Duan, Tianzhi Li +3
The paper studies how errors between learned models and real nonlinear systems affect the stability and performance of data‑driven optimal controllers, providing Lyapunov‑based rob…
q-bio.NC2025
Tensor formalism for predicting synaptic connections with ensemble modeling or optimization
Tirthabir Biswas, Tianzhi Lambus Li, Selimzhan Chalyshkan +2
Theoretical neuroscientists often try to understand how the structure of a neural network relates to its function by focusing on structural features that would either follow from o…