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AIAA Science and Technology Forum and Exposition, AIAA SciTech Forum 2025

作者： Majumdar, Ritwik Albee, Keenan Sternberg, David C. Jia-Richards, Oliver Department of Aerospace Engineering University of Michigan Ann ArborMI United States Payload/Instrument Pointing Control Systems Engineering Group Jet Propulsion Laboratory California Institute of Technology PasadenaCA United States Maritime and Multi-Agent Autonomy Group Jet Propulsion Laboratory California Institute of Technology PasadenaCA United States

ISBN: (数字)9781624107238

ISBN: (纸本)9781624107238

Lessons from the International Space Station (ISS) emphasize the necessity of exterior inspection for anomaly detection and maintenance, but current methods rely on costly and limited human extravehicular activities and robotic arms. Deployable free-flying small spacecraft offer a flexible, autonomous solution, capable of comprehensive exterior inspections without human involvement. However, the safety of these spacecraft during close proximity operations remains a concern, particularly given uncertain variability in thruster performance. This paper presents SmallSat Steward, a reactive and integrated architecture for online model learning and trajectory planning based on the Dyna reinforcement learning architecture. By combining model-based planning and direct reinforcement learning, Dyna offers a potentially flexible and computationally-efficient solution capable of adapting to changes in thruster performance and other system uncertainties. Preliminary results in both simulation and hardware environments demonstrate the potential of this architecture to successfully regulate position under single and double thruster failures. In simulation, the Dyna-based controller outperformed an PD-LQR controller in ∼70% of all cases. On hardware, Dyna was able to eliminate the steady state error caused by thruster failures. © 2025, American Institute of Aeronautics and Astronautics Inc, AIAA. All rights reserved.

关键词： Space stations

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Flexible Process control for Scalable Electrolysis systems

Flexible Process Control for Scalable Electrolysis Systems

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2023 IEEE International Conference on Electrical, Computer and Energy Technologies, ICECET 2023

作者： Lorenz, Julius Klose, Anselm Lange, Hannes Kock, Tobias Urbas, Leon Process Control Systems Tud Dresden University of Technology Dresden Germany Process to Order Lab Tud Dresden University of Technology Dresden Germany Process Systems Engineering Group Tud Dresden University of Technology Dresden Germany

ISBN: (纸本)9798350327816

Large-scale water electrolysis systems are built from a multitude of stack units. These stack units have to be controlled during operation. The question arises how process control of the system can be designed in that way, that scalable, extendable but also optimal operation of the stack units becomes possible. To achieve this goal, existing process control strategies from literature are analyzed. The requirements resulting from the inherent numbering up of stack units are described and an approach for an adaptable optimized process control strategy considering the system properties is proposed. The proposed process control strategy is implemented in a modeled electrolysis system and evaluated regarding the stated criteria. The results could show, that the inherent modularization of electrolysis systems can be used in advantage for a scalable operation. © 2023 IEEE.

关键词： Modular Automation Process control Water Electrolysis

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Process control Principles for Scalable Electrolysis systems 28

Process Control Principles for Scalable Electrolysis Systems

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28th IEEE International Conference on Emerging Technologies and Factory Automation, ETFA 2023

作者： Lorenz, Julius Klose, Anselm Lange, Hannes Kock, Tobias Urbas, Leon TUD Dresden University of Technology Process Control Systems Dresden Germany TUD Dresden University of Technology Process to Order Lab Dresden Germany TUD Dresden University of Technology Process Systems Engineering Group Dresden Germany

ISBN: (纸本)9798350339918

The scale up of hydrogen production to large scale production systems demands a structured approach to control these systems. With suitable control principles, optimization for operation can be achieved whilst maintaining flexibility. In this paper, existing control strategies are analyzed and compared for large scale electrolysis systems. It is argued, how modularization can enable the optimal distribution of set-points and enables the systems for capacity extension. An initial implementation in MATLAB is presented, showing the feasibility of the proposed power distribution concept. © 2023 IEEE.

关键词： Process control

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Online feedforward parameter learning with robustness to set-point variations

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IFAC-PapersOnLine 2023年第2期56卷 1919-1925页

作者： Thijs van Keulen Tom Oomen Maurice Heemels Eindhoven University of Technology Department of Mechanical Engineering Control Systems Technology group ASML Veldhoven the Netherlands

High-tech motion system development is driven by increasingly accurate and fast positioning requirements. Feedforward compensation together with high bandwidth feedback control are essential to achieve these ever tightening performance demands. In particular, online adaptation of the feedforward parameters, to correct for small position dependencies and slow variations, is crucial to approach zero error tracking. The aim of this paper is a framework that provides robust recursive learning of feedforward parameters for any bounded reference trajectory. The convergence of the parameter learning strategy exploits the difference in time-scale between the parameter variation rate and the bandwidth of the servo controlled system. This enables to describe a servo-error-based objective function for varying trajectories as a static sector bounded nonlinearity. Subsequently, the circle criterion is employed to derive stability guarantees on the learning with explicit robustness to reference trajectory variation. A numerical case study demonstrates that a significant performance improvement can be achieved.

关键词： Iterative and repetitive learning control Extremum seeking and model free adaptive control Continuous time system estimation

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Encrypted system identification as-a-service via reliable encrypted matrix inversion

Encrypted system identification as-a-service via reliable en...

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IEEE Conference on Decision and control

作者： Janis Adamek Philipp Binfet Nils Schlüter Moritz Schulze Darup Department of Mechanical Engineering Control and Cyber-physical Systems Group TU Dortmund University Germany

ISBN: (数字)9798350316339

ISBN: (纸本)9798350316346

Encrypted computation opens up promising avenues across a plethora of application domains, including machine learning, health-care, finance, and control. Arithmetic homomorphic encryption, in particular, is a natural fit for cloud-based computational services. However, computations are essentially limited to polynomial circuits, while comparisons, transcendental functions, and iterative algorithms are notoriously hard to realize. Against this background, the paper presents an encrypted system identification service enabled by a reliable encrypted solution to least squares problems. More precisely, we devise an iterative algorithm for matrix inversion and present reliable initializations as well as certificates for the achieved accuracy without compromising the privacy of provided I/O-data. The effectiveness of the approach is illustrated with three popular identification tasks.

关键词： Privacy Circuits Finance Machine learning control systems Polynomials System identification Iterative methods Integrated circuit reliability Homomorphic encryption

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Model predictive control for tracking using artificial references: Fundamentals, recent results and practical implementation 63

Model predictive control for tracking using artificial refer...

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63rd IEEE Conference on Decision and control, CDC 2024

作者： Krupa, P. Kohler, J. Ferramosca, A. Alvarado, I. Zeilinger, M.N. Alamo, T. Limon, D. Computer Science Group L'Aquila Italy Institute for Dynamic Systems and Control Eth Zürich ZürichCH-8092 Switzerland University of Bergamo Information and Production Engineering Department of Management Via Marconi 5 BG Dalmine24044 Italy Universidad de Sevilla Department of Systems Engineering and Automation Seville Spain

ISBN: (纸本)9798350316339

This paper provides a comprehensive tutorial on a family of Model Predictive control (MPC) formulations, known as MPC for tracking, which are characterized by including an artificial reference as part of the decision variables in the optimization problem. These formulations have several benefits with respect to the classical MPC formulations, including guaranteed recursive feasibility under online reference changes, as well as asymptotic stability and an increased domain of attraction. This tutorial paper introduces the concept of using an artificial reference in MPC, presenting the benefits and theoretical guarantees obtained by its use. We then provide a survey of the main advances and extensions of the original linear MPC for tracking, including its non-linear extension. Additionally, we discuss its application to learning-based MPC, and discuss optimization aspects related to its implementation. © 2024 IEEE.

关键词： Predictive control systems

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Coherent Design of Wind Turbine controllers Considering Transitions between Operating Regions using Fuzzy Membership Functions

arXiv

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arXiv 2024年

作者： Schulte, Horst Faculty: School of Engineering - Energy and Information Science Control Systems Group Berlin12459 Germany

This paper presents a coherent design of wind turbine controllers with explicit consideration of transitions between operating regions by fuzzy membership functions. In improving the design process of wind turbines, the transitions between partial-load operation by torque control and full-load operation by pitch control need to be systematically considered. From the first view, fuzzy methods for blending separately designed control laws are an obvious choice. However, valid design rules must be developed to ensure stability and performance during the transition. A model-based control design procedure in the Takagi-Sugeno fuzzy framework using the sector nonlinearity method is proposed to achieve the above control design objectives. In addition to a detailed mathematical analysis of the design, the method's applicability is verified by simulation studies using a high-fidelity reference wind turbine *** Codes systems theory, control Model systems in control theory © 2024, CC BY.

关键词： Design

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Privacy-preserving gradient-based fair federated learning

arXiv

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arXiv 2024年

作者： Adamek, Janis Darup, Moritz Schulze The Control and Cyber-physical Systems Group Faculty of Mechanical Engineering TU Dortmund University Germany

Federated learning (FL) schemes allow multiple participants to collaboratively train neural networks without the need to directly share the underlying data. However, in early schemes, all participants eventually obtain the same model. Moreover, the aggregation is typically carried out by a third party, who obtains combined gradients or weights, which may reveal the model. These downsides underscore the demand for fair and privacy-preserving FL schemes. Here, collaborative fairness asks for individual model quality depending on the individual data contribution. Privacy is demanded with respect to any kind of data outsourced to the third party. Now, there already exist some approaches aiming for either fair or privacy-preserving FL and a few works even address both features. In our paper, we build upon these seminal works and present a novel, fair and privacy-preserving FL scheme. Our approach, which mainly relies on homomorphic encryption, stands out for exclusively using local gradients. This increases the usability in comparison to state-of-the-art approaches and thereby opens the door to applications in control. © 2024, CC BY-NC-ND.

关键词： Privacy-preserving techniques

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Deadtime Compensation-Based Approximate Decoupling control Approach for Multivariable Processes

Deadtime Compensation-Based Approximate Decoupling Control A...

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IEEE Region 10 International Conference TENCON

作者： Suresh Aldhandi Ketan P. Detroja Department of Electrical Engineering The Systems and Control Group Indian Institute of Technology Hyderabad Telangana India

ISBN: (数字)9798350350821

ISBN: (纸本)9798350350838

The interaction effects among individual loops and multiple time delays are the prime reasons for degrading the closed-loop performance of multivariable systems. For highly interacting systems, decouplers are used to counteract interaction effects. However, decouplers may not be realizable and even if they are realizable, for high dimensional systems, decoupler elements may be complex. To improve the decoupler realizability, a dead-time compensation (DTC) approach is proposed in this work. The DTC framework can minimise the impact of dead-time on system dynamics. The proposed decoupler is designed based on the dynamic relative gain array (DRGA) to compensate for interaction effects. The DRGA reveals more insights about the coupling effect between a pair of input-output loops. The DRGA elements are used as decoupler elements for the multivariable process. The minimization of both interaction effects and dead-time dynamics can be achieved with the proposed DTC-based decoupling control approach. The simple IM C PI tuning rules are utilized to implement controllers for each loop. The simulation study affirming the proposed method provides better desired closed-loop performance, error indices for nominal and plant model mismatches, and robust stability against plant uncertainty over the popular existing decoupler based approaches.

关键词： Couplings Uncertainty System dynamics Robust stability Delay effects Process control Minimization MIMO Tuning IEEE Regions

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Robust Sliding Mode control of a Quadrotor With Disturbance Rejection for Enhanced Stability and Performance 6

Robust Sliding Mode Control of a Quadrotor With Disturbance ...

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6th International Conference on Robotics and Automation in Industry, ICRAI 2024

作者： Ullah, Hameed Zarin, Owais Ahmad, Irfan Ahmad, Sarfraz Abbas, Ansar Lippiello, Vincenzo University of Naples Federico II Department of Electrical Engineering and Information Technology Naples Italy Riphah International University Department of Electrical Engineering Islamabad Pakistan School of Bilbao - EIB/BIE University of the Basque Country - UPV/EHU Automatic Control Group ACG Department of Automatic Control and Systems Engineering Rafael Moreno 3 Bilbao48013 Spain CEME Department of Electrical Engineering Islamabad Pakistan

ISBN: (纸本)9798350355703

This research presents a comprehensive analysis of quadrotor stabilization and trajectory tracking control using Proportional-Integral-Derivative (PID) and Sliding Mode control (SMC) with integrated disturbance rejection. The nonlinear dynamics of the quadrotor are formulated using the Newton-Euler approach, accounting for six degrees of freedom. The PID controller is implemented as a baseline, while the SMC is designed for enhanced robustness to model uncertainties and external perturbations, with a disturbance observer for managing time-varying disturbances. A rigorous Lyapunov stability proof ensures global asymptotic stability of the SMC-controlled system. Extensive simulations evaluate both controllers in terms of tracking accuracy, control effort, and robustness to external disturbances. Results show that SMC outperforms PID in dis-turbance rejection, tracking accuracy, and robustness, making it ideal for UAV applications in complex environments. © 2024 IEEE.

关键词： Sliding mode control

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