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Toward Dependable Embedded Model Predictive Control

Tor A. Johansen
2017 IEEE Systems Journal  
This paper surveys the state-of-the-art in the emerging field of dependable embedded MPC, and discusses some key challenges related to its design, implementation and verification.  ...  A novel result is the study of a simulator-based performance monitoring and control selection method that monitors and predicts MPC performance and switches to a highly reliable backup controller in cases  ...  For example MPC may be designed as a failcontrolled system that can fail in specific failure modes, [52] .  ... 
doi:10.1109/jsyst.2014.2368129 fatcat:ciuterdo5vbsdgm2sx5tryaxlm

Novel DC Capacitor Voltage Balancing Strategy of Modular Multilevel Converter based STATCOM for Reactive Power Compensation and Voltage Improvement

Et al. Vadlamudi Naresh
2023 International Journal on Recent and Innovation Trends in Computing and Communication  
In this research, a novel DC capacitor voltage balancing strategy is proposed for MMC-Statcom to ensure optimal operation and enhanced performance.  ...  Overall, this study presents a significant advancement in MMC-Statcom technology, providing an effective solution for reactive power compensation and voltage improvement while ensuring reliable and stable  ...  Another variation is the dual-stagebased MPC [19] , where the first stage aims to determine the optimal voltage level, while the second stage selects the switching states using a separate MPC approach  ... 
doi:10.17762/ijritcc.v11i10.10078 fatcat:ukkxuvk7mncotmrwwbvlpwf5wa

Interconnected Smart Transactive Microgrids—A Survey on Trading, Energy Management Systems, and Optimisation Approaches

Ipeleng L. Machele, Adeiza J. Onumanyi, Adnan M. Abu-Mahfouz, Anish M. Kurien
2024 Journal of Sensor and Actuator Networks  
Thus, in this paper, we present a review of the current state-of-the-art in ISTMGs with a focus on energy trading, energy management systems (EMS), and optimization techniques for effective energy management  ...  The deployment of isolated microgrids has witnessed exponential growth globally, especially in the light of prevailing challenges faced by many larger power grids.  ...  This dual strategy was designed to address the uncertainties tied to generation and demand in ISTMGs.  ... 
doi:10.3390/jsan13020020 fatcat:rcgyxwdapfc7jhwxsgeoo7hcli

Embedded Control in Wearable Medical Devices: Application to the Artificial Pancreas

Stamatina Zavitsanou, Ankush Chakrabarty, Eyal Dassau, Francis Doyle
2016 Processes  
We also propose multiple control algorithms for embedded AP, with special emphasis on model predictive control and its variants due to several important qualities: namely, design flexibility in terms of  ...  Challenges involved in the design, implementation and validation of safety-critical embedded model predictive controllers for the AP application are discussed in detail.  ...  Robust tube-based MPC formalisms, such as those studied in [145, 146] , can then be used to construct Q-MPCs for nonlinear systems that ensure ultimate boundedness or robust stability in a closed-loop  ... 
doi:10.3390/pr4040035 fatcat:vfqszubc2rfwdc7r7l27jkaxjy

Observer-based Predictive Control of Nonlinear Clutchless Automated Manual Transmission for Pure Electric Vehicles: an LPV Approach

Mohammad Saeid Akbari, Mohammad Hassan Asemani, Navid Vafamand, Saleh Mobayen, Afef Fekih
2021 IEEE Access  
This study develops a novel robust control approach for a nonlinear clutchless automated manual transmission (CAMT) in pure electric vehicles.  ...  The stability of the online-designed MPC and the offline-designed observer, as well as the overall closed-loop system, is guaranteed by presenting the quadratic Lyapunov function stability conditions in  ...  In this paper, a novel observer-based MPC design method is proposed to deal with the inexactly measured scheduling parameters for the nonlinear CAMT systems represented by polytopic LPV systems.  ... 
doi:10.1109/access.2021.3054370 fatcat:kcv5l6nmfvbonosx664il6punm

A Review of Flywheel Energy Storage System Technologies

Kai Xu, Youguang Guo, Gang Lei, Jianguo Zhu
2023 Energies  
It concludes by summarizing future directions and trends in FESS research, offering valuable information for further advancement and improvement in this field.  ...  Using energy storage technology can improve the stability and quality of the power grid. One such technology is flywheel energy storage systems (FESSs).  ...  ensure that superconductors remain below their critical temperatures  ... 
doi:10.3390/en16186462 fatcat:g4zazegzwjet5hrsp65epyauxi

All you need to know about model predictive control for buildings

Ján Drgoňa, Javier Arroyo, Iago Cupeiro Figueroa, David Blum, Krzysztof Arendt, Donghun Kim, Enric Perarnau Ollé, Juraj Oravec, Michael Wetter, Draguna L. Vrabie, Lieve Helsen
2020 Annual Reviews in Control  
to tackle the MPC problems in the context of building climate control.  ...  and robustness of MPC.  ...  Project 1 develops and demonstrates a BIM/GIS and Modelica Framework for building and community energy system design and operation. This  ... 
doi:10.1016/j.arcontrol.2020.09.001 fatcat:iy2rnh7w2jgotewxgbkix2uy5u

Survey on Wheel Slip Control Design Strategies, Evaluation and Application to Antilock Braking Systems

F. Pretagostini, L. Ferranti, G. Berardo, V. Ivanov, B. Shyrokau
2020 IEEE Access  
Additionally, a comprehensive set of manoeuvres were deployed to assess the performance and robustness of the proposed NMPC design.  ...  Motivated by the state of the art, as a case study, a nonlinear model predictive control (NMPC) design based on a new load-sensing technology was developed.  ...  This paper contributes to the current literature by introducing a critical overview and analysis of the state of the art in ABS control design (Section II).  ... 
doi:10.1109/access.2020.2965644 fatcat:mgoqkxmsczdxla6daj4ocm7azm

IEEE Access Special Section Editorial: Advanced Energy Storage Technologies and Their Applications

Rui Xiong, Suleiman M. Sharkh, Hailong Li, Hua Bai, Weixiang Shen, Peng Bai, Xuan Zhou
2020 IEEE Access  
In the article ''A novel approach to the optimization of a solid oxide fuel cell anode using evolutionary algorithms,'' Buchaniec et al. introduce evolutionary algorithms to optimize the design of the  ...  The simulation results are supported by systematic experiments on eight cells at different aging states. This study provides critical guidance on the design of battery packs.  ... 
doi:10.1109/access.2020.3036556 fatcat:ev6dgf277bfr5dr3r3cyfxrbna

Evaluation of a Combined MHE-NMPC Approach to Handle Plant-Model Mismatch in a Rotary Tablet Press

Yan-Shu Huang, M. Ziyan Sheriff, Sunidhi Bachawala, Marcial Gonzalez, Zoltan K. Nagy, Gintaras V. Reklaitis
2021 Processes  
A quality-by-control (QbC) approach has been implemented in a variety of pharmaceutical product manufacturing modalities to increase product quality through a three-level hierarchical control structure  ...  In the implementation of the QbC approach it is common practice to simplify control algorithms by utilizing linearized models with constant model parameters.  ...  To address this requirement, a quality-by-design (QbD) approach was pursued over the last decade [9] .  ... 
doi:10.3390/pr9091612 pmid:36776491 pmcid:PMC9912115 fatcat:bskvywuxujf33otyo5p7sj6wsq

Deep Reinforcement Learning Car-Following Control Based on Multivehicle Motion Prediction

Tao Wang, Dayi Qu, Kedong Wang, Shouchen Dai
2024 Electronics  
Once integrated into the RL framework, this module enables the agent to account for dynamic changes in the traffic environment, enhancing its robustness.  ...  Simultaneously, it maintains the desired traffic state and consistently ensures a stable and efficient traffic flow.  ...  Modifications to the TD3 algorithm ensure that the strategy is adaptive to potential uncertainties in future traffic conditions, which improves the robustness of the algorithm.  ... 
doi:10.3390/electronics13061133 fatcat:hm5yopr2n5fkzaeqexodbqq4wq

Approximate dynamic programming approach for process control

Jay H. Lee, Weechin Wong
2010 Journal of Process Control  
In this talk, we assess the potentials of the approximate dynamic programming (ADP) approach for process control, especially as a method to complement the model predictive control (MPC) approach.  ...  We explore different options within ADP design, such as the pre-decision state vs. post-decision state value function, parametric vs. nonparametric value function approximator, batch-mode vs. continuous-mode  ...  Though not discussed in this paper, there are a number of other application areas within process industries where ADP can prove to be a valuable tool, including resource allocation and inventory management  ... 
doi:10.1016/j.jprocont.2010.06.007 fatcat:z3duyycwffhb5bfeaheiqkrhrm

Approximate dynamic programming approach for process control

Jay H. Lee, Wee Chin Wong
2009 IFAC Proceedings Volumes  
In this talk, we assess the potentials of the approximate dynamic programming (ADP) approach for process control, especially as a method to complement the model predictive control (MPC) approach.  ...  We explore different options within ADP design, such as the pre-decision state vs. post-decision state value function, parametric vs. nonparametric value function approximator, batch-mode vs. continuous-mode  ...  Though not discussed in this paper, there are a number of other application areas within process industries where ADP can prove to be a valuable tool, including resource allocation and inventory management  ... 
doi:10.3182/20090712-4-tr-2008.00006 fatcat:4zpn5klcujgxdfk6ubmjc6h6py

An Approach to Autonomous Control for Space Nuclear Power Systems [chapter]

Richard Wood, Belle Upadhyay
2011 Nuclear Power - Control, Reliability and Human Factors  
Autonomous control is needed to address these challenges and optimize the reactor control design.  ...  This capability is critical because it will not be possible to rely upon continuous, immediate human interaction for control due to communications delays and periods of planetary occlusion.  ...  The corresponding reactivity changes (drum angle variations) are shown in Figure 6b . The MPC approach was shown to provide a fast response and robustness under changing system conditions.  ... 
doi:10.5772/19257 fatcat:dattuevtkje4jmiiww7rr2efnq

Energy Management Systems for Microgrids: Main Existing Trends in Centralized Control Architectures

Espín-Sarzosa, Palma-Behnke, Núñez-Mata
2020 Energies  
The traditional numerical analysis is insufficient to identify research trends. Therefore, the need of further analyses based on the clustering approach is emphasized.  ...  analysis framework with five classification levels) to establish the main trends in the field of centralized energy management systems (EMS) for microgrids.  ...  The centralized approach needs a representation of the critical stability aspects related to operational decisions.  ... 
doi:10.3390/en13030547 fatcat:uuipq5ykifa2rd7iu7woifwvra
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