ABSTRACT This paper proposes a Machine Learning (ML)‐enabled estimator‐controller design framework, in which a parameterized Model Predictive Controller (MPC) and a parameterized Moving Horizon Estimator (MHE) are jointly refined using Bayesian Optimization (BO).
Hossein Nejatbakhsh Esfahani +1 more
wiley +1 more source
Energy-constrained workflow scheduling for DVFS-enabled heterogeneous systems in cloud computing environments. [PDF]
Ahmad W +6 more
europepmc +1 more source
Curvature-Dimension Conditions for Symmetric Quantum Markov Semigroups. [PDF]
Wirth M, Zhang H.
europepmc +1 more source
Feedback Linearisation with State Constraints
ABSTRACT Feedback Linearisation (FBL) is a widely used technique that applies feedback laws to transform input‐affine nonlinear control systems into linear control systems, allowing for the use of linear controller design methods such as pole placement.
Songlin Jin, Yuanbo Nie, Morgan Jones
wiley +1 more source
Atomic representation and algorithms for polytomous knowledge spaces. [PDF]
He Z.
europepmc +1 more source
The role of identification in data‐driven policy iteration: A system theoretic study
Abstract The goal of this article is to study fundamental mechanisms behind so‐called indirect and direct data‐driven control for unknown systems. Specifically, we consider policy iteration applied to the linear quadratic regulator problem. Two iterative procedures, where data collected from the system are repeatedly used to compute new estimates of ...
Bowen Song, Andrea Iannelli
wiley +1 more source
CONSTRUCTION OF CONFIDENCE REGIONS FOR UNCERTAIN SPATIAL DISPLACEMENTS WITH DUAL RODRIGUES PARAMETERS. [PDF]
Yu Z, Jeffrey Ge Q, Langer MP.
europepmc +1 more source
Initial State Privacy of Nonlinear Systems on Riemannian Manifolds
ABSTRACT In this paper, we investigate initial state privacy protection for discrete‐time nonlinear closed systems. By capturing Riemannian geometric structures inherent in such privacy challenges, we refine the concept of differential privacy through the introduction of an initial state adjacency set based on Riemannian distances.
Le Liu, Yu Kawano, Antai Xie, Ming Cao
wiley +1 more source
Optimization of power grid material warehousing and supply chain distribution path planning based on improved PSO algorithm. [PDF]
Ge J +6 more
europepmc +1 more source
SHAPE DEPENDENT MOTION INTERPOLANTS FOR PLANAR OBJECTS. [PDF]
Liu H, Ge QJ, Langer MP.
europepmc +1 more source

