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  • Article
  • Open Access
2,427 Views
20 Pages

MPC Controllers in SIIR Epidemic Models

  • Nikita Kosyanov,
  • Elena Gubar and
  • Vladislav Taynitskiy

4 September 2023

Infectious diseases are one of the most important problems of the modern world, for example, the periodic outbreaks of coronavirus infections caused by COVID-19, influenza, and many other respiratory diseases have significantly affected the economics...

(This article belongs to the Special Issue 10th Anniversary of Computation—Computational Biology)
  • Article
  • Open Access
20 Citations
3,016 Views
18 Pages

16 June 2021

The work is proposed to design a controller of the form known as the roundabout scenario trajectory tracking problem. The road condition is a four-leg, single-lane roundabout; the reference path is given. Due to the decision choice of exits, the MPC...

(This article belongs to the Section C2: Dynamical Systems)
  • Article
  • Open Access
24 Citations
6,707 Views
21 Pages

Autonomous Collision Avoidance Using MPC with LQR-Based Weight Transformation

  • Shayan Taherian,
  • Kaushik Halder,
  • Shilp Dixit and
  • Saber Fallah

23 June 2021

Model predictive control (MPC) is a multi-objective control technique that can handle system constraints. However, the performance of an MPC controller highly relies on a proper prioritization weight for each objective, which highlights the need for...

(This article belongs to the Special Issue Artificial Intelligence and Internet of Things in Autonomous Vehicles)
  • Article
  • Open Access
2 Citations
3,237 Views
26 Pages

Decompositions for MPC of Linear Dynamic Systems with Activation Constraints

  • Pedro Henrique Valderrama Bento da Silva,
  • Eduardo Camponogara,
  • Laio Oriel Seman,
  • Gabriel Villarrubia González and
  • Valderi Reis Quietinho Leithardt

2 November 2020

The interconnection of dynamic subsystems that share limited resources are found in many applications, and the control of such systems of subsystems has fueled significant attention from scientists and engineers. For the operation of such systems, mo...

(This article belongs to the Section F: Electrical Engineering)
  • Article
  • Open Access
12 Citations
5,123 Views
15 Pages

Motion Planning for Mobile Robot with Modified BIT* and MPC

  • Puyong Xu,
  • Ning Wang,
  • Shi-Lu Dai and
  • Lei Zuo

4 January 2021

In this paper, a mobile robot motion planning method with modified BIT* (batch informed trees) and MPC (Model Predictive Control) is presented. The conventional BIT* was modified here by integrating a stretch method that improves the path points conn...

  • Article
  • Open Access
49 Citations
11,358 Views
18 Pages

Prediction Horizon-Varying Model Predictive Control (MPC) for Autonomous Vehicle Control

  • Zhenbin Chen,
  • Jiaqin Lai,
  • Peixin Li,
  • Omar I. Awad and
  • Yubing Zhu

The prediction horizon is a key parameter in model predictive control (MPC), which is related to the effectiveness and stability of model predictive control. In vehicle control, the selection of a prediction horizon is influenced by factors such as s...

(This article belongs to the Special Issue Intelligent Control of Unmanned Vehicles)
  • Article
  • Open Access
7 Citations
2,630 Views
19 Pages

2 February 2025

For some classes of control plants (e.g., large time delay or inverse response), the PID controllers may offer unsatisfactory results; on the other hand, a Model Predictive Control (MPC) algorithm based on a linear model may offer insufficient contro...

(This article belongs to the Special Issue Algorithms for PID Controller 2024)
  • Article
  • Open Access
1 Citations
2,011 Views
24 Pages

Online Centralized MPC for Lane Merging in Vehicle Platoons

  • Shila Alizadehghobadi,
  • Mukesh Singhal and
  • Reza Ehsani

8 September 2025

In the context of autonomous vehicles, proper lane merging is critical as it can reduce the traffic bottleneck and lead to safer road transportation. To obtain a collision-free and efficient lane merging, advanced control algorithms need to be design...

(This article belongs to the Section Vehicular Sensing)
  • Article
  • Open Access
596 Views
17 Pages

21 April 2026

With the vigorous promotion of the modernization of China’s construction industry, the proportion of prefabricated buildings in new construction projects has increased steadily. Grouted sleeve connection is a mainstream joining method for prefa...

(This article belongs to the Special Issue Reinforced Concrete: Mechanical Properties and Materials Design)
  • Article
  • Open Access
55 Citations
9,010 Views
18 Pages

24 May 2021

In this paper, a novel adaptive cruise control (ACC) algorithm based on model predictive control (MPC) and active disturbance rejection control (ADRC) is proposed. This paper uses an MPC algorithm for the upper controller of the ACC system. Through c...

(This article belongs to the Special Issue Vehicle Modeling and Control)
  • Article
  • Open Access
15 Citations
4,763 Views
14 Pages

25 March 2019

Variable switching frequency in the finite control set model predictive control (FCS-MPC) method causes a negative impact on the converter efficiency and the design of the output filters. Several studies have addressed the problem, but they are eithe...

(This article belongs to the Special Issue Control in Power Electronics)
  • Article
  • Open Access
6 Citations
5,092 Views
24 Pages

Learning-Based MPC Leveraging SINDy for Vehicle Dynamics Estimation

  • Francesco Paparazzo,
  • Andrea Castoldi,
  • Mohammed Irshadh Ismaaeel Sathyamangalam Imran,
  • Stefano Arrigoni and
  • Francesco Braghin

Self-driving technology aims to minimize human error and improve safety, efficiency, and mobility through advanced autonomous driving algorithms. Among these, Model Predictive Control (MPC) is highly valued for its optimization capabilities and abili...

(This article belongs to the Special Issue Feature Papers in Electrical and Autonomous Vehicles)
  • Article
  • Open Access
31 Citations
8,462 Views
21 Pages

29 December 2016

We address in the paper the problem of designing an economic model predictive control (EMPC) algorithm that asymptotically achieves the optimal performance despite the presence of plant-model mismatch. To motivate the problem, we present an example o...

(This article belongs to the Special Issue Real-Time Optimization)
  • Article
  • Open Access
4 Citations
1,993 Views
17 Pages

Collision-Free Robot Path Planning by Integrating DRL with Noise Layers and MPC

  • Xinzhan Hong,
  • Qieshi Zhang,
  • Yexing Yang,
  • Tianqi Zhao,
  • Zhenyu Xu,
  • Tichao Wang and
  • Jing Ji

10 October 2025

With the rapid advancement of Autonomous Mobile Robots (AMRs) in industrial automation and intelligent logistics, achieving efficient and safe path planning in dynamic environments has become a critical challenge. These environments require robots to...

(This article belongs to the Special Issue Advances in Bionic Tactile Systems for Sensor Application and Flexible Operation)
  • Article
  • Open Access
6 Citations
2,470 Views
15 Pages

FCS-MPC Based on Dimension Unification Cost Function

  • Jinyang Han,
  • Hao Yuan,
  • Weichao Li,
  • Liang Zhou,
  • Chen Deng and
  • Ming Yan

22 May 2024

Finite Control Set Model Predictive Control (FCS-MPC) has the ability to achieve multi-objective optimization, but there are still many challenges. The key to realizing multi-objective optimization in FCS-MPC lies in the design of the cost function....

(This article belongs to the Special Issue Power Electronic Converter and Its Control)
  • Article
  • Open Access
15 Citations
3,364 Views
24 Pages

Path Tracking Control Strategy Based on Adaptive MPC for Intelligent Vehicles

  • Chenxu Li,
  • Haobin Jiang,
  • Xiaofeng Yang and
  • Qizhi Wei

13 May 2025

This paper proposes an adaptive path tracking control method tailored for intelligent vehicles, aiming to enhance accuracy and stability. Initially, based on the traditional model predictive control (MPC) theory, the lateral speed stability boundary...

  • Article
  • Open Access
4 Citations
1,061 Views
22 Pages

Optimization of Hybrid Energy System Control Using MPC and MILP

  • Žydrūnas Kavaliauskas,
  • Mindaugas Milieška,
  • Giedrius Blažiūnas,
  • Giedrius Gecevičius and
  • Hassan Zhairabany

9 April 2026

The increasing integration of renewable energy sources increases the variability and uncertainty of power systems, requiring advanced prediction-based control strategies. This paper proposes an integrated AutoML–MPC framework for a hybrid renew...

  • Article
  • Open Access
55 Citations
11,009 Views
28 Pages

17 April 2023

Industrial robots have a key role in the concept of Industry 4.0. On the one hand, these systems improve quality and productivity, but on the other hand, they require a huge amount of energy. Energy saving solutions have to be developed and applied t...

(This article belongs to the Special Issue Design, Analysis, Optimization and Control of Electric Machines)
  • Article
  • Open Access
3 Citations
3,967 Views
19 Pages

Efficient thermal management of power batteries is critical for the safety of new energy vehicles. In this study, we present a novel combined thermal management system that integrates the battery-cooling system with the air-conditioning system. The s...

  • Article
  • Open Access
6 Citations
2,625 Views
20 Pages

Total Frequency Spread: A New Metric to Assess the Switching Frequency Spread of FCS-MPC

  • Thiago Tricarico,
  • João Adolpho Costa,
  • Danilo Herrera,
  • Eduardo Galván-Díez,
  • Juan M. Carrasco and
  • Mauricio Aredes

20 July 2022

This work proposes a metric to assess the spread of the switching frequency profile of power converters, focusing on Finite Control Set-Model-Predictive-Control (FCS-MPC)-based converters, and analyses the effect of the filter sizing, sampling period...

(This article belongs to the Section F: Electrical Engineering)
  • Article
  • Open Access
1,101 Views
19 Pages

MPC-Based Sliding Mode Control of Dual-Inertia System Analysis

  • Wensheng Luo,
  • Haofei Li,
  • Ruifang Zhang,
  • Jianwen Zhang,
  • Sergio Vazquez,
  • Jose I. Leon,
  • Xing Wang and
  • Leopoldo G. Franquelo

31 December 2025

The servo drive system serves as the core power unit in high-end equipment such as industrial robots and computerized numerical control (CNC) machine tools, where mechanical resonance and shaft torque ripple induced by elastic deformation and backlas...

(This article belongs to the Special Issue Advanced Structures, Fault Diagnosis and Tolerant Control of Permanent Magnet Synchronous Motors: 2nd Edition)
  • Article
  • Open Access
8 Citations
5,568 Views
19 Pages

29 January 2023

Many classic control approaches have already proved their merits in the automotive industry. Model predictive control (MPC) is one of the most commonly used methods. However, its efficiency drops off with increase in complexity of the driving environ...

(This article belongs to the Topic Advanced Electric Vehicle Technology)
  • Article
  • Open Access
575 Views
22 Pages

Performance Evaluation of CFRP-Wrapped Concrete Made Using Magnesium Phosphate Cement (MPC) Under Sulfate Exposure

  • Mingxi Cai,
  • Lijun Shao,
  • Jiawei Zhang,
  • Yong Zheng,
  • Chaohui Gong,
  • Xinhao Sun,
  • Penggang Li and
  • Rongling Zhang

9 February 2026

Long-term deterioration of concrete due to synergistic dry–wet cycles and sulfate attack significantly compromises the structural durability and integrity. CFRP-reinforced concrete offers a promising solution for repair and performance enhancem...

(This article belongs to the Section Building Materials, and Repair & Renovation)
  • Article
  • Open Access
22 Citations
4,650 Views
19 Pages

11 February 2022

The formation flight of quadrotor unmanned aerial vehicles (UAVs) is a complex multi-constraint process. When designing a formation controller, the dynamic model of the UAV itself has modeling errors and uncertainties. Model predictive control (MPC)...

(This article belongs to the Section Aeronautics)
  • Article
  • Open Access
38 Citations
15,447 Views
14 Pages

MPC Control and LQ Optimal Control of A Two-Link Robot Arm: A Comparative Study

  • El-Hadi Guechi,
  • Samir Bouzoualegh,
  • Youcef Zennir and
  • Sašo Blažič

17 August 2018

This study examined the control of a planar two-link robot arm. The control approach design was based on the dynamic model of the robot. The mathematical model of the system was nonlinear, and thus a feedback linearization control was first proposed...

(This article belongs to the Special Issue Advanced Control Systems and Optimization Techniques)
  • Article
  • Open Access
1 Citations
1,143 Views
34 Pages

Robust Dual-Loop MPC for Variable-Mass Feeding UAVs with Lyapunov Small-Gain Guarantees

  • Haixia Qi,
  • Xiaohao Li,
  • Wei Xu,
  • Youheng Yi,
  • Xiwen Luo and
  • Xing Mao

11 December 2025

Feeding unmanned aerial vehicles (UAVs) in aquaculture face critical challenges due to time-varying mass, strong coupling, and environmental disturbances, which hinder the effectiveness of conventional control strategies. This paper proposes a robust...

(This article belongs to the Section Drones in Ecology)
  • Article
  • Open Access
5 Citations
7,573 Views
25 Pages

2 January 2014

The flow of a compressible fluid with slip through a cylinder with an asymmetric local constriction has been considered both numerically, as well as analytically. For the numerical work, a particle-based method whose dynamics is governed by the multi...

(This article belongs to the Special Issue Molecular Dynamics Simulation)
  • Article
  • Open Access
741 Views
33 Pages

Robust Adaptive Koopman MPC Under Structured and Stochastic Uncertainty for Soft Continuum Robots

  • Ali Ashraf,
  • Ayman A. Nada,
  • Hiroyuki Ishii and
  • Haitham El-Hussieny

27 August 2026

Soft continuum robots exhibit highly nonlinear and configuration-dependent dynamics, making accurate trajectory tracking challenging under model uncertainty and external disturbances. This paper presents an adaptive Koopman-based model predictive con...

(This article belongs to the Section Soft Robotics)
  • Article
  • Open Access
22 Citations
4,900 Views
20 Pages

29 September 2022

This study aims to evaluate the interior permanent magnet synchronous motor (IPMSM) drive performance for various load conditions under steady state and dynamic conditions. Therefore, this paper proposes finite set model-predictive control (FS-MPC) f...

(This article belongs to the Special Issue E-transportation for Future Sustainability)
  • Article
  • Open Access
5 Citations
4,991 Views
22 Pages

The evolution of smart contracts in recent years inspired a crucial question: do smart contract evaluation protocols provide the required level of privacy when executing contracts on the blockchain? The Hawk (IEEE S&P ’16) paper introduces...

(This article belongs to the Special Issue Emerging Topics in Blockchain Security and Privacy)
  • Article
  • Open Access
92 Citations
16,184 Views
20 Pages

Parrot Mambo mini-drone is a readily available commercial quadrotor platform to understand and analyze the behavior of a quadrotor both in indoor and outdoor applications. This study evaluates the performance of three alternative controllers on a Par...

  • Article
  • Open Access
4 Citations
1,509 Views
18 Pages

14 May 2025

In recent years, finite-control-set model predictive control (FCS-MPC) has attracted significant attention in power electronic converter control, resulting in substantial research advancements. However, no formal method currently exists to prove the...

(This article belongs to the Special Issue Intelligent Optimization and Control Modeling in Power and Energy System)
  • Article
  • Open Access
4 Citations
3,464 Views
14 Pages

An MPC Scheme with Enhanced Active Voltage Vector Region for V2G Inverter

  • Lie Xia,
  • Lianghui Xu,
  • Qingbin Yang,
  • Feng Yu and
  • Shuangqing Zhang

12 March 2020

In this paper, a model predictive control (MPC) scheme with an enhanced active voltage vector region (AV2R) was developed and implemented to achieve better steady-state performance and lower total harmonic distortion (THD) of the output current for a...

(This article belongs to the Special Issue Grid-to-Vehicle (G2V) and Vehicle-to-Grid (V2G) Technologies)
  • Article
  • Open Access
1,110 Views
19 Pages

5 January 2026

Automated insulin delivery (AID) systems depend on their actuators’ behavior since saturation limits, rate constraints, and hardware degradation directly affect the stability and safety of glycemic regulation. In this paper, we conducted an act...

(This article belongs to the Section Actuators for Medical Instruments)
  • Article
  • Open Access
457 Views
35 Pages

12 June 2026

To address the strong coupling between trolley motion and payload swing, as well as the difficulty of determining optimal braking timing during emergency operations of overhead cranes in complex environments, a model-predictive braking control method...

(This article belongs to the Section Control Systems)
  • Feature Paper
  • Review
  • Open Access
597 Citations
40,981 Views
35 Pages

Model Predictive Control (MPC) for Enhancing Building and HVAC System Energy Efficiency: Problem Formulation, Applications and Opportunities

  • Gianluca Serale,
  • Massimo Fiorentini,
  • Alfonso Capozzoli,
  • Daniele Bernardini and
  • Alberto Bemporad

12 March 2018

In the last few years, the application of Model Predictive Control (MPC) for energy management in buildings has received significant attention from the research community. MPC is becoming more and more viable because of the increase in computational...

  • Article
  • Open Access
8 Citations
4,512 Views
12 Pages

MPC Polymer Promotes Recovery from Dry Eye via Stabilization of the Ocular Surface

  • Noriaki Nagai,
  • Shunsuke Sakurai,
  • Ryotaro Seiriki,
  • Misa Minami,
  • Mizuki Yamaguchi,
  • Saori Deguchi and
  • Eiji Harata

The polymer that includes 2-methacryloyloxy ethyl phosphorylcholine (MPC) is well-known as an effectively hydrating multifunction agent. In this study, we prepared an MPC polymer (MPCP) using radical polymerization with co-monomers—MPC/Stearyl...

(This article belongs to the Special Issue Advanced Therapy Medicinal Products for Eye Diseases: Goals and Challenges)
  • Article
  • Open Access
624 Views
32 Pages

Study on MPC Regulation Control Strategy Based on Dynamic Characteristics of Heating Systems

  • Xiaoyu Ma,
  • Shuo Ma,
  • Yuanfan Chen,
  • Chenyi Yang,
  • Jiwei Yang and
  • Hongting Ma

27 April 2026

Driven by the growing energy demand and severe challenges posed by climate change, reducing the high energy consumption of district heating systems while enhancing their flexibility and operational reliability has become an urgent priority. This stud...

  • Article
  • Open Access
29 Citations
3,211 Views
21 Pages

Model and Parameter Adaptive MPC Path Tracking Control Study of Rear-Wheel-Steering Agricultural Machinery

  • Meng Wang,
  • Changhe Niu,
  • Zifan Wang,
  • Yongxin Jiang,
  • Jianming Jian and
  • Xiuying Tang

To further enhance the precision and the adaptability of path tracking control, and considering that most of the research is focused on front-wheel steering, an adaptive parametric model predictive control (MPC) was proposed for rear-wheel-steering a...

(This article belongs to the Special Issue Intelligent Agricultural Machinery and Robots: Embracing Technological Advancements for a Sustainable and Highly Efficient Agricultural Future)
  • Article
  • Open Access
5 Citations
1,249 Views
24 Pages

21 October 2025

This study proposes an improved Black-winged Kite Algorithm (IBKA) for the parameter optimization of the Model Predictive Control (MPC) controller in Autonomous Underwater Vehicles (AUVs). To tackle the optimization challenges associated with the wei...

(This article belongs to the Special Issue Optimal Maneuvering and Control of Ships—2nd Edition)
  • Article
  • Open Access
19 Citations
5,758 Views
25 Pages

2 October 2024

Aimed at the stability problem of quadrotor Unmanned Aerial Vehicle (UAV) flight attitudes under random airflow disturbance conditions, a robust H-infinity-based dual cascade Model Predictive Control (MPC) attitude control method is proposed. Model P...

(This article belongs to the Section Aerospace Actuators)
  • Article
  • Open Access
6 Citations
3,176 Views
18 Pages

14 January 2023

Most industrial processes are regulated using PID control. However, many such processes often operate far from optimally because PID may not be the most suitable control method. Moreover, second-order models represent a large class of all controlled...

(This article belongs to the Topic Distributed Optimization for Control)
  • Article
  • Open Access
4 Citations
2,766 Views
21 Pages

An MPC-DCM Control Method for a Forward-Bending Biped Robot Based on Force and Moment Control

  • Zhongshan Wei,
  • Wenyan Deng,
  • Zhengyong Feng,
  • Tao Wang and
  • Xinxiang Huang

8 November 2024

For a forward-bending biped robot with 10 degrees of freedom on its legs, a new control framework of MPC-DCM based on force and moment is proposed in this paper. Specifically, the Diverging Component of Motion (DCM) is a stability criterion for biped...

  • Article
  • Open Access
22 Citations
6,710 Views
24 Pages

5 November 2023

A single-phase five-level T-type topology has been investigated in this article. This topology has emerged as a viable option for renewable energy systems (RES) due to its inherent benefits. The finite control set model predictive control (FCS-MPC) s...

(This article belongs to the Special Issue Modeling and Simulation for the Electrical Power System)
  • Article
  • Open Access
11 Citations
4,205 Views
12 Pages

15 June 2020

Biomimetic lipid membranes on solid supports have been used in a plethora of applications, including as biosensors, in research on membrane proteins or as interfaces in cell experiments. For many of these applications, structured lipid membranes, e.g...

(This article belongs to the Section Materials Chemistry)
  • Article
  • Open Access
60 Citations
8,897 Views
24 Pages

MPC and PSO Based Control Methodology for Path Tracking of 4WS4WD Vehicles

  • Qifan Tan,
  • Penglei Dai,
  • Zhihao Zhang and
  • Jay Katupitiya

19 June 2018

Four wheel steering and four wheel drive (4WS4WD) vehicles are over-actuated systems with superior performance. Considering the control problem caused by the system nonlinearity and over-actuated characteristics of the 4WS4WD vehicle, this paper pres...

(This article belongs to the Special Issue Advanced Mobile Robotics)
  • Article
  • Open Access
539 Views
47 Pages

This paper presents the design, digital implementation, and experimental validation of a new 50 W scaled prototype of a quadratic buck converter (48 V to 5 V, 10 A) controlled by a finite control set model predictive control (FCS-MPC) strategy. The c...

(This article belongs to the Special Issue Power and Energy Systems for E-Mobility, 2nd Edition)
  • Article
  • Open Access
4 Citations
1,176 Views
14 Pages

30 October 2025

In addition to the basic voltage vector modulation technique, virtual vectors can be generated through the discrete space vector modulation (DSVM) technique. Consequently, DSVM-based model predictive control (MPC) can achieve the reduction in current...

(This article belongs to the Section Electrical Machines and Drives)
  • Article
  • Open Access
14 Citations
3,121 Views
22 Pages

A Hybrid Control Strategy Combining Reinforcement Learning and MPC-LSTM for Energy Management in Building

  • Amal Azzi,
  • Meryem Abid,
  • Ayoub Hanif,
  • Hassna Bensag,
  • Mohamed Tabaa,
  • Hanaa Hachimi and
  • Mohamed Youssfi

8 September 2025

Aware of the nefarious effects of excessive exploitation of natural resources and the greenhouse gases emissions linked to building sector, the concept of smart buildings emerged, referring to a building that uses clean energy efficiently. This requi...

(This article belongs to the Section G: Energy and Buildings)
  • Article
  • Open Access
2 Citations
1,709 Views
22 Pages

Research on Actuator Control System Based on Improved MPC

  • Qingjian Zhao,
  • Qinghai Zhang,
  • Shuang Zhao,
  • Xiaoqian Zhang,
  • Shilei Lu,
  • Yang Guo,
  • Liqiang Song and
  • Zhengxu Zhao

27 May 2025

To improve the control accuracy and interference resistance of actuator control systems in complex environments, a complete actuator control system solution has been designed. The system uses an STM32 controller as the core processing unit, integrati...

(This article belongs to the Section Control Systems)

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