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353 Results Found

  • Article
  • Open Access
47 Citations
7,820 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...

  • Article
  • Open Access
3 Citations
2,633 Views
21 Pages

15 August 2024

In warehouses with vast quantities of heavy goods, heavy-duty forklift Automated Guided Vehicles (AGVs) play a key role in facilitating efficient warehouse automation. Due to their large load capacity and high inertia, heavy-duty forklift AGVs strugg...

  • Article
  • Open Access
2 Citations
3,503 Views
19 Pages

Direct-Adaptive Nonlinear MPC for Spacecraft Near Asteroids

  • Madhur Tiwari,
  • Eric Coyle and
  • Richard J. Prazenica

In this work, we propose a novel controller based on a simple adaptive controller methodology and model predictive control (MPC) to generate and track trajectories of a spacecraft in the vicinity of asteroids. The control formulation is based on usin...

  • Article
  • Open Access
6 Citations
2,158 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
2 Citations
1,993 Views
32 Pages

Trajectory Tracking of Unmanned Logistics Vehicle Based on Event-Triggered and Adaptive Optimization Parameters MPC

  • Jiandong Qiu,
  • Dingqiang Lin,
  • Minan Tang,
  • Qiang Zhang,
  • Hailong Song and
  • Zixin Zhao

2 September 2024

Unmanned logistics vehicle (ULV) realize the automation and intelligence of cargo transportation, which improves the efficiency, cost-effectiveness and safety of logistics and distribution, while the trajectory tracking control of ULV is the key tech...

  • Article
  • Open Access
19 Citations
2,526 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...

  • Article
  • Open Access
2 Citations
2,070 Views
23 Pages

8 January 2024

More and more distributed generations (DGs), such as wind, PV or battery bank sources, are connected to electric systems or customer loads. However, the locations of these DGs are based on the highest energy that can be potentially harvested for elec...

  • Article
  • Open Access
7 Citations
4,596 Views
16 Pages

Adaptive MPC-Based Lateral Path-Tracking Control for Automatic Vehicles

  • Shaobo Yang,
  • Yubin Qian,
  • Wenhao Hu,
  • Jiejie Xu and
  • Hongtao Sun

For continuously changing road conditions and vehicle operating states, the exactitude of vehicle path tracking has not been secured by model predictive control based on linear lateral stiffness. An amended square root cubature Kalman filter method b...

  • Article
  • Open Access
2 Citations
1,412 Views
26 Pages

Research on Control Strategy of Semi-Active Suspension System Based on Fuzzy Adaptive PID-MPC

  • Cheng Cai,
  • Guiyong Wang,
  • Zhigang Wang,
  • Raoqiang Li and
  • Zhiwei Li

5 September 2025

To address the dynamic characteristics of vehicle semi-active suspension systems under special operating conditions and multi-source excitations, this paper proposes a fuzzy adaptive proportional–integral–derivative model predictive contr...

  • Article
  • Open Access
4 Citations
1,925 Views
17 Pages

19 August 2024

Aiming at the problems of the poor trajectory-tracking performance and low control accuracy of unmanned vehicles under complex working conditions, we first estimate the lateral force of tires using the square root cubature Kalman filter (SRCKF) in or...

  • Article
  • Open Access
1,975 Views
29 Pages

24 September 2025

Autonomous robotic manipulators in industrial environments face significant challenges, including time-varying payloads, multi-source disturbances, and real-time computational constraints. Traditional model predictive control frameworks degrade by ov...

  • Article
  • Open Access
19 Citations
3,627 Views
13 Pages

13 January 2021

The three-phase inductor and capacitor filter (LC)-filtered voltage source inverter (VSI) is subjected to uncertain and time-variant parameters and disturbances, e.g., due to aging, thermal effects, and load changes. These uncertainties and disturban...

  • Article
  • Open Access
8 Citations
5,481 Views
27 Pages

Adaptive Cruise System Based on Fuzzy MPC and Machine Learning State Observer

  • Jianhua Guo,
  • Yinhang Wang,
  • Liang Chu,
  • Chenguang Bai,
  • Zhuoran Hou and
  • Di Zhao

19 June 2023

Under the trend of vehicle intelligentization, many electrical control functions and control methods have been proposed to improve vehicle comfort and safety, among which the Adaptive Cruise Control (ACC) system is a typical example. However, the tra...

  • Article
  • Open Access
35 Citations
4,525 Views
21 Pages

With the development of agricultural mechanization and information technology, automatic navigation tractors are becoming a more common piece of farm equipment. The accuracy of automatic navigation tractor path tracking has become critical for maximi...

  • Article
  • Open Access
507 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...

  • Article
  • Open Access
1,075 Views
26 Pages

Robust Adaptive Cascade Trajectory Tracking Control for an Aircraft Towing and Taxiing System

  • Weining Huang,
  • Pengjie Xu,
  • Tianrui Zhao,
  • Wei Zhang and
  • Yanzheng Zhao

20 February 2025

With the rapid growth of the civil aviation industry, the aircraft towing and taxiing (ATT) system has gained significant attention in the literature. Due to its nonlinear and underactuated characteristics, the path tracking and control of the ATT sy...

  • Article
  • Open Access
1 Citations
408 Views
29 Pages

Hierarchical Control for USV Trajectory Tracking with Proactive–Reactive Reward Shaping

  • Zixiao Luo,
  • Dongmei Du,
  • Dandan Liu,
  • Qiangqiang Yang,
  • Yi Chai,
  • Shiyu Hu and
  • Jiayou Wu

17 December 2025

To address trajectory tracking of underactuated unmanned surface vessels (USVs) under disturbances and model uncertainty, we propose a hierarchical control framework that combines model predictive control (MPC) with proximal policy optimization (PPO)...

  • Article
  • Open Access
1 Citations
847 Views
31 Pages

Neural-Network-Based Adaptive MPC Path Tracking Control for 4WID Vehicles Using Phase Plane Analysis

  • Yang Sun,
  • Xuhuai Liu,
  • Junxing Zhang,
  • Bin Tian,
  • Sen Liu,
  • Wenqin Duan and
  • Zhicheng Zhang

30 September 2025

To improve the adaptability of 4WID electric vehicles under various operating conditions, this study introduces a model predictive control approach utilizing a neural network for adaptive weight parameter prediction, which integrates four-wheel steer...

  • Article
  • Open Access
30 Citations
8,077 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...

  • Article
  • Open Access
2 Citations
3,318 Views
18 Pages

31 August 2022

In order to realize sensorless control of permanent magnet synchronous motor (PMSM) with high performance in low speed region, a novel rotor position observer scheme based on finite control set model predictive control (FCS-MPC) is presented in this...

  • Article
  • Open Access
3 Citations
1,553 Views
15 Pages

This study proposes a force–position hybrid control method for quadruped robots based on the Model Predictive Control (MPC) algorithm, aiming to address the challenges of stability and adaptability in complex terrain environments. Traditional c...

  • Article
  • Open Access
6 Citations
4,296 Views
18 Pages

13 December 2019

This paper studies control strategies for adaptive cruise control (ACC) systems in battery electric vehicles (BEVs). A hierarchical control structure is adopted for the ACC system, and the structure contains an upper controller and a lower controller...

  • Article
  • Open Access
2 Citations
1,209 Views
26 Pages

Research on Speed Control Strategies for Explosion-Proof Diesel Engine Monorail Cranes

  • Hai Jiang,
  • Dongjie Wang,
  • Jiameng Cheng,
  • Penghui Li,
  • Xiaodong Ji,
  • Yang Shen and
  • Miao Wu

21 November 2024

This paper introduces a control method tailored for the speed regulation of monorail cranes in coal mines. Initially, an analysis of the structure and load conditions of the monorail crane drive components is conducted to calculate the traction force...

  • Article
  • Open Access
1 Citations
2,030 Views
14 Pages

To address the performance degradation in model predictive control (MPC) under vehicle state uncertainties caused by external disturbances (e.g., crosswinds and tire cornering stiffness variations) and rigid constraint conflicts, we propose a robust...

  • Article
  • Open Access
2 Citations
4,455 Views
18 Pages

Power System Voltage Correction Scheme Based on Adaptive Horizon Model Predictive Control

  • Yan Zhang,
  • Meng Liu,
  • Wen Zhang,
  • Wenchuan Sun,
  • Xingwang Hu and
  • Gang Kong

20 April 2018

Model predictive control (MPC) is commonly used to compensate for modeling inaccuracies and measurement noise in voltage control problems. The length of the prediction horizon and control horizon of a MPC-based method has significant impact on the co...

  • Article
  • Open Access
5 Citations
2,110 Views
15 Pages

16 November 2022

District heating systems (DHS) are driven by the heat demands of their consumers, with higher demands giving a higher load on the heat production. While heat demands are human-dependent, they contain diurnal behaviors and weather dependencies. The di...

  • Article
  • Open Access
4 Citations
1,911 Views
15 Pages

A Novel Voltage Sensorless Estimation Method for Modular Multilevel Converters with a Model Predictive Control Strategy

  • Yantao Liao,
  • Long Jin,
  • Jun You,
  • Zhike Xu,
  • Kaiyuan Liu,
  • Hongbin Zhang,
  • Zhan Shen and
  • Fujin Deng

21 December 2023

This paper proposes a novel voltage estimation scheme for the modular multilevel converter (MMC) based on model predictive control (MPC). The developed strategy is presented by combining a disturbance observer (DOB) with an adaptive neural network (A...

  • Article
  • Open Access
555 Views
26 Pages

23 September 2025

Municipal solid waste incineration (MSWI) plays a key role in advancing environmental sustainability. However, the current main furnace temperature control methods are difficult to solve the problems of strong coupling, equipment wear, and frequent d...

  • Article
  • Open Access
23 Citations
4,019 Views
15 Pages

15 June 2018

This paper presents a novel multi-objective coordinated adaptive cruise control (ACC) algorithm based on a model predictive control (MPC) framework which can comprehensively address issues regarding longitudinal car-following performance, lateral sta...

  • Article
  • Open Access
3 Citations
1,558 Views
29 Pages

12 August 2025

This paper proposes a Hybrid Adaptive Learning-Based Control (HALC) algorithm for voltage regulation in grid-forming inverters (GFIs), addressing the challenges posed by voltage sags and swells. The HALC algorithm integrates two key control strategie...

  • Article
  • Open Access
4 Citations
2,716 Views
21 Pages

In emergency situations, it is difficult to meet the requirements of safe driving only by relying on the braking system, and the probability of accidents can be reduced by employing an emergency lane-changing mode. To improve the adaptability of the...

  • Article
  • Open Access
4 Citations
2,657 Views
23 Pages

9 May 2024

Energy management strategies play a crucial role in enhancing the fuel efficiency of hybrid electric vehicles (HEVs) and mitigating greenhouse gas emissions. For the current commonly used time horizon optimization methods that only target the trend c...

  • Article
  • Open Access
15 Citations
3,872 Views
23 Pages

MPC-ECMS Energy Management of Extended-Range Vehicles Based on LSTM Multi-Signal Speed Prediction

  • Laiwei Lu,
  • Hong Zhao,
  • Xiaotong Liu,
  • Chuanlong Sun,
  • Xinyang Zhang and
  • Haixu Yang

Rule-based energy management strategies not only make little use of the efficient area of engines and generators but also need to perform better planning in the time domain. This paper proposed a multi-signal vehicle speed prediction model based on t...

  • Article
  • Open Access
8 Citations
3,563 Views
21 Pages

15 August 2020

With its superior performance, the unmanned combat air vehicle (UCAV) will gradually become an important combat force in the future beyond-visual-range (BVR) air combat. For the problem of UCAV using the BVR air-to-air missile (AAM) to intercept the...

  • Article
  • Open Access
17 Citations
6,005 Views
18 Pages

8 April 2021

Heating, ventilating, and air-conditioning (HVAC) systems account for a large percentage of energy consumption in buildings. Implementation of efficient optimisation and control mechanisms has been identified as one crucial way to help reduce and shi...

  • Article
  • Open Access
1 Citations
2,074 Views
25 Pages

Enhanced Efficiency on ANPC-DAB through Adaptive Model Predictive Control

  • Adriano Nardoto,
  • Lucas Encarnação,
  • Walbermark Santos,
  • Arthur Amorim,
  • Rodrigo Fiorotti,
  • David Molinero and
  • Emilio Bueno

19 December 2023

This work studies the DC-DC conversion stage in solid-state transformers (SST). The traditional two- or three-level dual active bridge (DAB) topology faces limitations in microgrid interconnection due to power and voltage limitations. For this reason...

  • Article
  • Open Access
17 Citations
3,197 Views
30 Pages

5 April 2024

Intelligent vehicle trajectory tracking exhibits problems such as low adaptability, low tracking accuracy, and poor robustness in complex driving environments with uncertain road conditions. Therefore, an improved method of adaptive model predictive...

  • Article
  • Open Access
12 Citations
3,343 Views
25 Pages

Power System Stabilizer as a Part of a Generator MPC Adaptive Predictive Control System

  • Paweł Sokólski,
  • Tomasz A. Rutkowski,
  • Bartosz Ceran,
  • Dariusz Horla and
  • Daria Złotecka

14 October 2021

In this paper, a model predictive controller based on a generator model for prediction purposes is proposed to replace a standard generator controller with a stabilizer of a power system. Such a local controller utilizes an input-output model of the...

  • Article
  • Open Access
5 Citations
2,749 Views
24 Pages

Adaptive MPC Based Real-Time Energy Management Strategy of the Electric Sanitation Vehicles

  • Hao Wang,
  • Hongwen He,
  • Jianwei Li,
  • Yunfei Bai,
  • Yuhua Chang and
  • Beizhan Yan

6 January 2021

Electric sanitation vehicles have increasingly been applied to cleaning work due to the requirement of air pollution control. The power distribution and energy management strategy (EMS) influence the vehicle’s performance a lot both in the aspe...

  • Feature Paper
  • Article
  • Open Access
13 Citations
2,794 Views
24 Pages

Offset-Free Economic MPC Based on Modifier Adaptation: Investigation of Several Gradient-Estimation Techniques

  • Marco Vaccari,
  • Dominique Bonvin,
  • Federico Pelagagge and
  • Gabriele Pannocchia

20 May 2021

Various offset-free economic model predictive control schemes that include a disturbance model and the modifier-adaptation principle have been proposed in recent years. These schemes are able to reach plant optimality asymptotically even in the prese...

  • Article
  • Open Access
15 Citations
3,611 Views
17 Pages

Cascade Adaptive MPC with Type 2 Fuzzy System for Safety and Energy Management in Autonomous Vehicles: A Sustainable Approach for Future of Transportation

  • Duong Phan,
  • Ali Moradi Amani,
  • Mirhamed Mola,
  • Ahmad Asgharian Rezaei,
  • Mojgan Fayyazi,
  • Mahdi Jalili,
  • Dinh Ba Pham,
  • Reza Langari and
  • Hamid Khayyam

9 September 2021

A sustainable circular economy involves designing and promoting new products with the least environmental impact through increasing efficiency. The emergence of autonomous vehicles (AVs) has been a revolution in the automobile industry and a breakthr...

  • Article
  • Open Access
21 Citations
8,412 Views
16 Pages

Wind energy conversion systems have become a key technology to harvest wind energy worldwide. In permanent magnet synchronous generator-based wind turbine systems, the rotor position is needed for variable speed control and it uses an encoder or a sp...

  • Article
  • Open Access
1,221 Views
27 Pages

Trajectory Tracking Control Strategy of 20-Ton Heavy-Duty AGV Considering Load Transfer

  • Xia Li,
  • Shengzhan Chen,
  • Xiaojie Chen,
  • Benxue Liu,
  • Chengming Wang and
  • Yufeng Su

19 April 2025

During the operation of outdoor heavy-duty Automated Guided Vehicle (AGV), the stability and safety of AGV are easily reduced due to load transfer. In order to solve this problem, a trajectory tracking control strategy considering load transfer is pr...

  • Article
  • Open Access
20 Citations
5,151 Views
23 Pages

30 March 2018

An optimal load-tracking operation strategy for a grid-connected tubular solid oxide fuel cell (SOFC) is studied based on the steady-state analysis of the system thermodynamics and electrochemistry. Control of the SOFC is achieved by a two-level hier...

  • Article
  • Open Access
2 Citations
2,416 Views
13 Pages

NN-Based Parallel Model Predictive Control for a Quadrotor UAV

  • Jun Qi,
  • Jiru Chu,
  • Zhao Xu,
  • Cong Huang and
  • Minglei Zhu

2 June 2023

A novel neural network (NN)-based parallel model predictive control (PMPC) method is proposed to deal with the tracking problem of the quadrotor unmanned aerial vehicles (Q-UAVs) system in this article. It is well known that the dynamics of Q-UAVs ar...

  • Review
  • Open Access
3 Citations
1,538 Views
25 Pages

8 May 2025

Parallel-connected inverters play a crucial role in the grid interface of distributed generation. The world is now moving towards sustainability, while shifting from traditional power systems to renewable energies. With the emergence of microgrids as...

  • Article
  • Open Access
15 Citations
4,477 Views
17 Pages

14 October 2021

Electronic vehicle dynamics systems are expected to evolve in the future as more and more automobile manufacturers mark fully automated vehicles as their main path of development. State-of-the-art electronic stability control programs aim to limit th...

  • Review
  • Open Access
4 Citations
1,572 Views
25 Pages

25 September 2025

Facing global pressures such as population growth, shrinking arable land, and climate change, intelligent agriculture has emerged as a critical pathway toward sustainable and efficient agricultural production. Control algorithms serve as the core ena...

  • Article
  • Open Access
22 Citations
6,090 Views
22 Pages

5 April 2021

A model predictive control (MPC) system with an adaptive building model based on thermal-electrical analogy for the hybrid air conditioning system using the radiant floor and all-air system for heating is proposed in this paper to solve the heating s...

  • Article
  • Open Access
16 Citations
3,476 Views
18 Pages

18 January 2021

In this paper, model predictive control (MPC) based on an adaptive neural-fuzzy inference system (ANFIS) is proposed to realize control of an omni-directional service robot in path tracking. The weight of the cost function in a traditional MPC needs...

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