Special Section on Intersection of Machine Learning with Control
Editor: Peter J. Seiler
University of Michigan
United States
https://seiler.engin.umich.edu
pseiler@umich.edu
Submission Window: 1 Nov 2023 – 30 April 2024
Unprecedented technological advances have fueled the creation of devices that can collect, generate, store, and transfer large amounts of data. This massive data outpour is profoundly changing the way in which complex engineering problems are solved, calling for the conception of new interdisciplinary tools at the intersection of machine learning, dynamic systems and control, and optimization. While the repurposing of control theories building on new Machine Learning methods can be highly successful, Dynamic Systems and Control can greatly contribute to analyze and devise novel adaptive, safety-critical controllers with performance guarantees. This special issue aims to contribute to this growing area of interest and calls thus for papers in this topical area.
Topics of interest for this special issue include and are not limited to:
> Machine learning for dimensionality reduction and system identification
> Emerging applications for learning-based control
> Data-driven optimization and control for dynamical systems
> Safe reinforcement learning and safe adaptive control
> Bridging model-based and learning-based control systems
> Distributed learning over distributed systems
> Reinforcement learning for multiagent systems
> Optimization, dynamics and control for machine learning
> Reinforcement learning and statistical learning for dynamical and control systems
Special Section Schedule:
> Special Section Submission Window: 1 November 2023 – 30 April 2024
> Notification of reviews of and recommendations: 10 weeks after initial submission
> Final notification of regular papers: 20 weeks after initial submission
> Manuscript publication on IEEE Xplore: 24 weeks after initial submission
Submission Site: https://css.paperplaza.net/journals/ojcs/scripts/login.pl
Length: 10-15 pages, not including references. Justification of longer papers is required.
Discounts: The first 8 published papers in this volume of the special section are eligible to receive a 50% discount on article processing charges (APCs).
Guest Senior Editor
Name: Peter J. Seiler
Affiliation: University of Michigan
Guest Associate Editors
Name: Neera Jain
Affiliation: Purdue University
Name: Wang Gang
Affiliation: Beijing Institute of Technology
Name: Somayeh Sojoudi
Affiliation: University of California, Berkeley
Name: Carlos Ocampo-Martinez
Affiliation: Universitat Politècnica de Catalunya
Name: Huazhen Fang
Affiliation: University of Kansas
Name: Insoon Yang
Affiliation: Seoul National University
Name: Alberto Speranzon
Affiliation: Honeywell Aerospace
Name: Minghui Zhu
Affiliation: Pennsylvania State University
Name: Yue Wang
Affiliation: Clemson University
Name: Mahnoosh Alizadeh
Affiliation: University of California, Santa Barbara