Vehicular applications of koopman operator theory—a survey

WA Manzoor, S Rawashdeh, A Mohammadi - IEEE Access, 2023 - ieeexplore.ieee.org
Koopman operator theory has proven to be a promising approach to nonlinear system
identification and global linearization. For nearly a century, there had been no efficient …

Semantics-native communication with contextual reasoning

H Seo, J Park, M Bennis, M Debbah - arXiv preprint arXiv:2108.05681, 2021 - arxiv.org
Spurred by a huge interest in the post-Shannon communication, it has recently been shown
that leveraging semantics can significantly improve the communication effectiveness across …

Semantics-native communication via contextual reasoning

H Seo, J Park, M Bennis… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Recently, machine learning (ML) has shown its effectiveness in improving communication
efficiency by reinstating the semantics of bits. To understand its underlying principles, we …

Predictive closed-loop remote control over wireless two-way split Koopman autoencoder

AM Girgis, H Seo, J Park, M Bennis… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
Real-time remote control over wireless is an important yet challenging application in fifth-
generation and beyond due to its mission-critical nature under limited communication …

Semantic and logical communication-control co-design for correlated dynamical systems

AM Girgis, H Seo, J Park… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
In this study, we delve into the intricacies of semantic communication-control co-design
(CoCoCo) for wireless mixed logical dynamical (MLD) systems operating under signal …

Independent Split Model Inference at Operator Network for Network Performance Estimation

S Ickin, D Roeland, G Hall - NOMS 2023-2023 IEEE/IFIP …, 2023 - ieeexplore.ieee.org
In telecommunications, information delivery is per-formed over inherently distributed
elements such as application servers, packet core network equipment, radio base stations …

Koopman Operator-based System Identification & Prediction in Vehicular Applications with Nonlinear Dynamics

WA Manzoor - 2023 - deepblue.lib.umich.edu
This dissertation presents the development and applications of Koopman operator theory for
solving system identification and prediction problems in the domain of vehicular systems …