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Keywords = semi-active control
Journal = Applied Sciences

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18 pages, 1696 KiB  
Article
Concurrent Adaptive Control for a Robotic Leg Prosthesis via a Neuromuscular-Force-Based Impedance Method and Human-in-the-Loop Optimization
by Ming Pi
Appl. Sci. 2025, 15(15), 8126; https://doi.org/10.3390/app15158126 - 22 Jul 2025
Viewed by 244
Abstract
This paper proposes an adaptive human–robot concurrent control scheme that achieves the appropriate gait trajectory for a robotic leg prosthesis to improve the wearer’s comfort in various tasks. To accommodate different wearers, a neuromuscular-force-based impedance method was developed using muscle activation to reshape [...] Read more.
This paper proposes an adaptive human–robot concurrent control scheme that achieves the appropriate gait trajectory for a robotic leg prosthesis to improve the wearer’s comfort in various tasks. To accommodate different wearers, a neuromuscular-force-based impedance method was developed using muscle activation to reshape gait trajectory. To eliminate the use of sensors for torque measurement, a disturbance observer was established to estimate the interaction force between the human residual limb and the prosthetic receptacle. The cost function was combined with the interaction force and tracking errors of the joints. We aim to reduce the cost function by minimally changing the control weight of the gait trajectory generated by the Central Pattern Generator (CPG). The control scheme was primarily based on human-in-the-loop optimization to search for a suitable control weight to regenerate the appropriate gait trajectory. To handle the uncertainties and unknown coupling of the motors, an adaptive law was designed to estimate the unknown parameters of the system. Through a stability analysis, the control framework was verified by semi-globally uniformly ultimately bounded stability. Experimental results are discussed, and the effectiveness of the adaptive control framework is demonstrated. In Case 1, the mean error (MEAN) of the tracking performance was 3.6° and 3.3°, respectively. And the minimized mean square errors (MSEs) of the tracking performance were 2.3° and 2.8°, respectively. In Case 2, the mean error (MEAN) of the tracking performance is 2.7° and 3.1°, respectively. And the minimized mean square errors (MSEs) of the tracking performance are 1.8° and 2.4°, respectively. In Case 3, the mean errors (MEANs) of the tracking performance for subject1 and 2 are 2.4°, 2.9°, 3.4°, and 2.2°, 2.8°, 3.1°, respectively. The minimized mean square errors (MSEs) of the tracking performance for subject1 and 2 were 1.6°, 2.3°, 2.6°, and 1.3°, 1.7°, 2.2°, respectively. Full article
(This article belongs to the Section Robotics and Automation)
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27 pages, 1555 KiB  
Review
State-of-the-Art Review of Structural Vibration Control: Overview and Research Gaps
by Neethu B. Dharmajan and Mohammad AlHamaydeh
Appl. Sci. 2025, 15(14), 7966; https://doi.org/10.3390/app15147966 - 17 Jul 2025
Viewed by 392
Abstract
This paper comprehensively reviews structural vibration control systems for earthquake mitigation in civil engineering structures. Structural vibration control is vital for enhancing the resilience and safety of infrastructure subjected to seismic activity. This study examines various control strategies, including passive, active, and hybrid [...] Read more.
This paper comprehensively reviews structural vibration control systems for earthquake mitigation in civil engineering structures. Structural vibration control is vital for enhancing the resilience and safety of infrastructure subjected to seismic activity. This study examines various control strategies, including passive, active, and hybrid methods, with a focus on the advantages of semi-active systems, which offer a balance of energy efficiency and adaptive capabilities. Semi-active devices, such as magnetorheological dampers, are highlighted for their ability to offer adaptive control without the high energy demands of fully active systems. The review discusses challenges like time delays, sensor placement, and model uncertainties that can impact the practical implementation of these systems. Experimental studies and real-world applications demonstrate the effectiveness of semi-active systems in reducing seismic responses. This paper emphasizes the need for further research into optimizing control algorithms and addressing practical challenges to enhance the reliability and robustness of these systems. It concludes that semi-active control systems are a promising solution for enhancing structural resilience in earthquake-prone areas, offering a practical alternative that strikes a balance between performance and energy requirements. Full article
(This article belongs to the Special Issue Vibration Monitoring and Control of the Built Environment)
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19 pages, 627 KiB  
Article
Survival of Listeria monocytogenes in Light and Full-Fat, Modified Atmosphere-Packaged, Sliced Greek Cheese over Shelf Life: Implications for Ready-to-Eat Food Safety
by Ntina Vasileiadi, Theofania Tsironi and Georgia D. Mandilara
Appl. Sci. 2025, 15(11), 6109; https://doi.org/10.3390/app15116109 - 29 May 2025
Viewed by 784
Abstract
Listeria monocytogenes (Lm) represents a considerable hazard in ready-to-eat (RTE) foods, particularly for susceptible individuals. This study investigated the survival of Lm in modified atmosphere-packaged (MAP) semi-hard sliced Greek cheese, comparing full-fat and light varieties. Challenge testing was conducted, and key [...] Read more.
Listeria monocytogenes (Lm) represents a considerable hazard in ready-to-eat (RTE) foods, particularly for susceptible individuals. This study investigated the survival of Lm in modified atmosphere-packaged (MAP) semi-hard sliced Greek cheese, comparing full-fat and light varieties. Challenge testing was conducted, and key product characteristics, including MAP gas composition, background microbiota, sodium chloride concentration, fat content, water activity, and pH, were determined. While the tested sliced cheeses, under specific MAP and storage conditions, met EU regulatory criteria for RTE foods unable to support Lm growth, the pathogen persisted at low levels throughout the 6-month shelf life. This finding underscores a potential risk associated with temperature abuse or compromised packaging integrity, which could facilitate Lm proliferation. The observed survival highlights the importance of growth potential assessment, even in food matrices seemingly non-supportive of Lm. Given that post-pasteurization processing steps like slicing and MAP packaging can introduce contamination risks for vulnerable consumers, this study emphasizes the necessity of stringent hygienic practices to prevent Lm contamination. Food business operators (FBOs) must rigorously implement food safety protocols, including controlled storage temperatures, robust hygiene measures, and effective cross-contamination prevention strategies between raw and RTE products, to safeguard public health, protect brand integrity, and mitigate economic losses. Full article
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31 pages, 3496 KiB  
Review
A Review on Vibration Control Using Piezoelectric Shunt Circuits
by Khaled Al-Souqi, Khaled Kadri and Samir Emam
Appl. Sci. 2025, 15(11), 6035; https://doi.org/10.3390/app15116035 - 27 May 2025
Viewed by 898
Abstract
Vibration control is a critical aspect of engineering, particularly in structures and mechanical systems where excessive oscillations can lead to fatigue, noise, or failure. Vibration suppression is essential in aerospace, automotive, civil, and industrial applications to enhance performance and longevity of systems. Piezoelectric [...] Read more.
Vibration control is a critical aspect of engineering, particularly in structures and mechanical systems where excessive oscillations can lead to fatigue, noise, or failure. Vibration suppression is essential in aerospace, automotive, civil, and industrial applications to enhance performance and longevity of systems. Piezoelectric shunt circuits (PSCs) offer a passive or semi-active approach to damping vibrations by leveraging the electromechanical properties of piezoelectric materials. Traditional passive damping methods, such as viscoelastic materials, are effective but lack adaptability. Active control systems, while tunable, require external power and complex electronics, increasing cost and weight. Piezoelectric shunt circuits provide a middle ground, utilizing piezoelectric transducers bonded to a structure and connected to an electrical circuit to dissipate vibrational energy as heat or store it electrically. This review synthesizes the fundamental mechanisms, circuit designs, and practical applications of this technology. It also presents the modeling of lumped and distributed parameter systems coupled with PSCs. It complements the recent reviews and primarily focuses on the period from 2019 to date in addition to the earlier seminal works on the subject. It explores the principles, configurations, advantages, and limitations of piezoelectric shunt circuits for vibration control, alongside recent advancements and potential future developments. It sheds light on the research gaps in the literature that future work may tackle. Full article
(This article belongs to the Section Acoustics and Vibrations)
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20 pages, 4089 KiB  
Article
Station Maintenance for Low-Orbit Large-Scale Constellations Based on Absolute and Relative Control Strategies
by Min Hu, Feifei Li, Wen Xue, Chenhu Liu, Wen Guo and Yongjing Ruan
Appl. Sci. 2025, 15(9), 4640; https://doi.org/10.3390/app15094640 - 22 Apr 2025
Viewed by 585
Abstract
With the development of commercial space technology and the proposal of concepts such as “Black Jack”, the Space Transport Layer (STL), and the commercial space-based Internet, large-scale low-orbit satellite constellations have become a research hotspot in the aerospace field. Large-scale low-orbit satellite constellations [...] Read more.
With the development of commercial space technology and the proposal of concepts such as “Black Jack”, the Space Transport Layer (STL), and the commercial space-based Internet, large-scale low-orbit satellite constellations have become a research hotspot in the aerospace field. Large-scale low-orbit satellite constellations consist of a huge number of satellites, which makes the networking control and operation management of the constellations more complicated. It also increases the difficulty of achieving the economical and efficient networking of the constellations as well as ensuring their safe and stable operation. In this study, aiming at the problem of large-scale constellation phase control in low orbit, strategies for constellation station holding were examined. First, aiming at the problem of station keeping of large-scale constellations in low orbit, the characteristics of satellite phase drift and phase keeping were analyzed, and absolute and relative station-keeping strategies were proposed. Second, a phase-holding loop control method combining semi-major axis overshoot control and passive control was proposed, and a relative phase-maintenance scheme based on a dynamic reference satellite was designed. Then, the absolute and relative station controls of different low-orbit constellations were simulated. The simulation results showed that in order for all satellites in the constellation to maintain a phase angle deviation within ±0.1° in a low-solar-activity year, about 13 days were required on average to adjust the semi-major axis of the satellites by about 71 m. The relative position control of small-scale constellations was simulated, and only four orbital maneuvers were needed to achieve the phase angle maintenance within the threshold of ±5° for all satellites in the constellation within 300 days. Finally, it was concluded that absolute control was suitable for large-scale constellation phase preservation, and relative control was more suitable for small-scale constellation phase preservation. This paper can provide a reference and suggestions for future large-scale constellation deployment and maintenance control strategies of low-orbit constellations. Full article
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12 pages, 2096 KiB  
Article
Sleep Varies According to Game Venue but Not Season Period in Female Basketball Players: A Team-Based Observational Study
by Aaron T. Scanlan, Nathan Elsworthy, Jordan L. Fox, Emilija Stojanović, Amalia Campos-Redondo, Sergio J. Ibáñez and Cody J. Power
Appl. Sci. 2025, 15(5), 2731; https://doi.org/10.3390/app15052731 - 4 Mar 2025
Viewed by 698
Abstract
Sleep is an essential part of the recovery process that may be jeopardized during specific contexts across the season. Therefore, this study aimed to examine the impact of key contextual factors—game venue and season period—on sleep in semi-professional, female basketball players. Sleep was [...] Read more.
Sleep is an essential part of the recovery process that may be jeopardized during specific contexts across the season. Therefore, this study aimed to examine the impact of key contextual factors—game venue and season period—on sleep in semi-professional, female basketball players. Sleep was monitored in players using wrist-worn activity monitors across the entire regular season. For game venue analyses, nights were categorized as a control, before and after home games, as well as before and after away games. For season period analyses, nights were arranged into evenly distributed four-week blocks as early, middle, and late periods of the regular season. Players slept significantly less on nights before away games (p < 0.05) than on other nights, which was attributed to significantly earlier wake times (p < 0.05). While sleep onset and offset times were significantly later during the middle and later season periods than the early season period (p < 0.05), sleep duration and quality remained consistent across periods. These results suggest players could experience disrupted sleep prior to away games, which has potential implications for performance in upcoming games. Coaches and performance staff may need to consider implementing suitable strategies to safeguard the sleep of their players in these scenarios. Full article
(This article belongs to the Section Applied Biosciences and Bioengineering)
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14 pages, 1685 KiB  
Article
Effects of a 12-Week Semi-Immersive Virtual Reality-Based Exercise Program on the Quality of Life of Older Adults Across Different Age Groups: A Randomized Controlled Trial
by Li-Ting Wang and Yu-Wen Wang
Appl. Sci. 2025, 15(2), 902; https://doi.org/10.3390/app15020902 - 17 Jan 2025
Cited by 1 | Viewed by 1306
Abstract
Aging may affect quality of life (QOL). This study aimed to evaluate the impact of semi-immersive VR-based exercise on the QOL of young-old and middle-old adults. This study was a randomized controlled trial involving older adults aged 65–85 years. Methods: Two age groups [...] Read more.
Aging may affect quality of life (QOL). This study aimed to evaluate the impact of semi-immersive VR-based exercise on the QOL of young-old and middle-old adults. This study was a randomized controlled trial involving older adults aged 65–85 years. Methods: Two age groups were each randomly assigned to experimental (EG) and control (CG) groups. The EG underwent a 75–90 min semi-immersive VR-based exercise intervention twice a week for 12 weeks, whereas the CG continued with their usual daily activities. Each participant’s psychological QOL was assessed using the World Health Organization’s QOL Instrument-Older Adults Module (WHOQOL-OLD). Results: Compared with their CG counterparts, the EG older adults exhibited significantly higher QOL scores in four WHOQOL-OLD dimensions (i.e., sensory abilities, autonomy, social participation/isolation, and death and dying) and had a superior overall QOL. Furthermore, we observed significant decreases in the autonomy and overall QOL dimensions in CG older adults. On comparing the young-old and middle-old adults, a significant decrease in the past, present, and future activity QOL dimension was exclusively found in CG young-old adults. Conclusions: Semi-immersive VR-based exercise is a promising digital tool for supporting the psychological QOL of older adults across different age groups. This suggests that older persons, particularly young-old adults, should be encouraged to maintain physical activity habits in their daily lives in order to improve their QOL. Full article
(This article belongs to the Special Issue Digital Health, Mobile Technologies and Future of Human Healthcare)
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21 pages, 5031 KiB  
Article
Evaluating the Role of Interactive Encouragement Prompts for Parents in Parent–Child Stress Management
by Pinhao Wang, Lening Huang, Guang Dai, Jing Li, Jun Hu, Emilia Barakova, Cheng Yao and Fangtian Ying
Appl. Sci. 2025, 15(1), 256; https://doi.org/10.3390/app15010256 - 30 Dec 2024
Viewed by 1239
Abstract
Parental involvement is crucial for children’s stress management, and co-regulation of stress can have a positive effect. To facilitate parental involvement in children’s stress management in learning, we proposed an embodied connected system, which provides stress detection, stress information feedback, and encouragement prompts, [...] Read more.
Parental involvement is crucial for children’s stress management, and co-regulation of stress can have a positive effect. To facilitate parental involvement in children’s stress management in learning, we proposed an embodied connected system, which provides stress detection, stress information feedback, and encouragement prompts, aiming to help parents better understand and engage in children’s stress-regulation process. This article focuses on the impact of interactive encouragement prompts provided to parents on children’s stress management. The within-group experiment was used to collect stress data and scales from 36 parent–child groups during a controlled learning experiment, and semi-structured interviews were conducted with parents and children. The results indicate that the encouragement prompts provided to the parents enhance the effectiveness of stress relief in children facilitated by parental involvement. In particular, the psychological stress was reduced, and the communication between parents and children became more effective. In addition, active parental involvement and timely encouragement prompts can improve children’s stress-coping abilities, providing an interactive intervention approach for learning stress management. Full article
(This article belongs to the Special Issue Affective Computing: Technology and Application)
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12 pages, 3059 KiB  
Article
Structure Design and Optimization of MRE Vibration Isolator
by Shuaijun Wang, Yi Zhao, Han Lei, Shaomin Li, Hao Fang and Dahua Ye
Appl. Sci. 2024, 14(24), 11755; https://doi.org/10.3390/app142411755 - 17 Dec 2024
Cited by 1 | Viewed by 1144
Abstract
As an intelligent component, the high-performance MRE vibration isolator has great advantages, such as a wide vibration isolation frequency range and good performance in semi-active vibration reduction applications. In order to develop high-performance MRE devices, Firstly, this paper makes use of the advantages [...] Read more.
As an intelligent component, the high-performance MRE vibration isolator has great advantages, such as a wide vibration isolation frequency range and good performance in semi-active vibration reduction applications. In order to develop high-performance MRE devices, Firstly, this paper makes use of the advantages of real-time tracking/away from external excitation frequency of MRE devices, analyzes the working mode of MRE, and designs a shear MRE vibration isolator based on airborne equipment. Secondly, the material selection and magnetic circuit analysis of the MRE are also completed, and the magnetic field in the MRE region is maximized under the same input energy, thus improving the working efficiency of the MRE isolator. Finally, the relationship between magnetic induction intensity and structural size variables is established by the finite element method and the structural dimensionless method. Based on COMSOL multi-physics simulation software (version 6.0), the global optimization is carried out, the results show that the optimal solution satisfying the comprehensive index of optimal vibration isolation performance of the MRE isolator is obtained, then the structural parameters of the isolator are optimized, and its magnetic control performance is improved. The MRE vibration isolator designed in this paper meets the vibration isolation requirements of airborne optical equipment and has certain engineering application value. Full article
(This article belongs to the Special Issue Novel Advances in Noise and Vibration Control)
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15 pages, 2994 KiB  
Article
New Mixed Skyhook and Displacement–Velocity Control for Improving the Effectiveness of Vibration Isolation in the Lateral Suspension System of a Railway Vehicle
by Yaojung Shiao and Tan-Linh Huynh
Appl. Sci. 2024, 14(24), 11680; https://doi.org/10.3390/app142411680 - 14 Dec 2024
Viewed by 931
Abstract
Demands for increasing the velocity and load carrying capacity of railway vehicles are a challenge to the passive suspension systems used for isolating the lateral vibrations of the carbody of a railway vehicle, especially under a wide range of vibration frequencies. Semiactive suspension [...] Read more.
Demands for increasing the velocity and load carrying capacity of railway vehicles are a challenge to the passive suspension systems used for isolating the lateral vibrations of the carbody of a railway vehicle, especially under a wide range of vibration frequencies. Semiactive suspension systems, especially systems with a magnetorheological damper (MRD), have been investigated as promising alternatives. Many control algorithms have been developed for fine-tuning the damping force generated by MRDs, but they have been ineffective in isolating carbody vibrations at or around the resonance frequencies of the carbody and bogie. This study aims to develop a mixed control algorithm for a new skyhook (SH) control and a new displacement–velocity (DV) control to improve the effectiveness of vibration isolation in resonance frequency regions while producing high performance across the remaining frequencies. The damping coefficient of the new SH controller depends on the vibration velocity of the components of the suspension system and the skyhook damping variable, whereas that of the new DV controller depends on the velocity and displacement of the components of the suspension system and the stiffness variable. The values of the skyhook damping variable and stiffness variable were identified from the vibration velocity of the carbody using the trial and error method. The results of a numerical simulation problem indicated that the proposed control method worked effectively at low frequencies, similar to the conventional SH–DV controller, whereas it significantly improved ride comfort at high frequencies; at the resonance frequency of the bogie (14.6 Hz), in particular, it reduced the vibration velocity and acceleration of the carbody by 50.85% and 45.39%, respectively, compared with the conventional mixed SH–DV controller. The simplicity and high performance of the new mixed SH–DV control algorithm makes it a promising tool to be applied to the semiactive suspension of railway vehicles in real-world applications. Full article
(This article belongs to the Special Issue Novel Advances in Noise and Vibration Control)
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22 pages, 7411 KiB  
Article
Metaheuristic Optimized Semi-Active Structural Control Approaches for a Floating Offshore Wind Turbine
by Alejandro Ramírez, María Tomás-Rodríguez, Jesús Enrique Sierra-García and Matilde Santos
Appl. Sci. 2024, 14(23), 11368; https://doi.org/10.3390/app142311368 - 5 Dec 2024
Cited by 4 | Viewed by 1337
Abstract
Among all the existing possibilities within the renewable energies field, wind energy stands out due to the significant expansion of offshore turbines installed in coastal and deep-sea areas. Although the latter represent considerable energy generation potential due to their larger size and location [...] Read more.
Among all the existing possibilities within the renewable energies field, wind energy stands out due to the significant expansion of offshore turbines installed in coastal and deep-sea areas. Although the latter represent considerable energy generation potential due to their larger size and location in areas of strong winds, they are exposed to harsh environmental disturbances, particularly waves, causing these structures to experience vibrations, increasing in this way fatigue, reducing efficiency, and leading to higher maintenance and operational costs. In this work, vibration reduction is achieved using two structural control systems for a 5 MW barge-type floating offshore wind turbine (FOWT), tuned via a metaheuristic method, with genetic algorithms (GAs). Firstly, the standard deviation of the Top Tower Displacement (TTD) is used as a cost function in the GA to optimize a passive Tuned Mass Damper (TMD), resulting in a vibration suppression rate of 34.9% compared to a reference standard TMD. Additionally, two semi-active structural control systems based on a gain scheduling approach are proposed. In one of the approaches, the TMD parameters are optimized based on the amplitude of oscillations, achieving a suppression rate of 45.4%. In the second approach, the TMD parameters are optimized in real time for the identified wave frequencies, demonstrating superior performance for medium-high frequencies compared to the other TMDs. Full article
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17 pages, 5064 KiB  
Article
Robust Static Output Feedback Control of a Semi-Active Vehicle Suspension Based on Magnetorheological Dampers
by Fernando Viadero-Monasterio, Miguel Meléndez-Useros, Manuel Jiménez-Salas and Beatriz López Boada
Appl. Sci. 2024, 14(22), 10336; https://doi.org/10.3390/app142210336 - 10 Nov 2024
Cited by 13 | Viewed by 1619
Abstract
This paper proposes a novel design method for a magnetorheological (MR) damper-based semi-active suspension system. An improved MR damper model that accurately describes the hysteretic nature and effect of the applied current is presented. Given the unfeasibility of installing sensors for all vehicle [...] Read more.
This paper proposes a novel design method for a magnetorheological (MR) damper-based semi-active suspension system. An improved MR damper model that accurately describes the hysteretic nature and effect of the applied current is presented. Given the unfeasibility of installing sensors for all vehicle states, an MR damper current controller that only considers the suspension deflection and deflection rate is proposed. A linear matrix inequality problem is formulated to design the current controller, with the objective of enhancing ride safety and comfort while guaranteeing vehicle stability and robustness against any road disturbance. A series of experiments demonstrates the enhanced performance of the proposed MR damper model, which exhibits greater accuracy than other state-of-the-art damper models, such as Bingham or bi-viscous. An evaluation of the vehicle behavior under two simulated road scenarios has been conducted to demonstrate the performance of the proposed output feedback MR damper-based semi-active suspension system. Full article
(This article belongs to the Special Issue Advances in Vehicle System Dynamics and Control)
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31 pages, 13947 KiB  
Review
Prediction and Control of Broadband Noise Associated with Advanced Air Mobility—A Review
by Jie Hua and Reda R. Mankbadi
Appl. Sci. 2024, 14(18), 8455; https://doi.org/10.3390/app14188455 - 19 Sep 2024
Cited by 5 | Viewed by 2355
Abstract
This review presents an overview of advanced air mobility broadband noise (BBN) prediction and control techniques, highlighting significant advancements in various prediction models. Methods such as the semi-empirical Brooks–Pope–Marcolini (BPM) model, analytical Amiet model, and time-domain models based on the FW-H equation have [...] Read more.
This review presents an overview of advanced air mobility broadband noise (BBN) prediction and control techniques, highlighting significant advancements in various prediction models. Methods such as the semi-empirical Brooks–Pope–Marcolini (BPM) model, analytical Amiet model, and time-domain models based on the FW-H equation have been extensively studied. Machine learning (ML) shows promise in BBN prediction but requires extensive data training and application to noise source mechanisms. Passive control methods, such as leading and trailing edge serrations and blade tip designs, have been partially successful but often compromise the aerodynamic performance. Active control methods, like suction and blowing control, trim adjustments, and dielectric barrier discharge (DBD) plasma actuators, show great potential, with the latter two being particularly effective for reducing BBN in thin propeller structures. Overall, while progress has been made in understanding and predicting BBN, further research is needed to refine these methods and develop comprehensive noise control strategies. These advancements hold significant promise for effective and efficient noise mitigation in future AAM vehicles. Full article
(This article belongs to the Section Transportation and Future Mobility)
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23 pages, 7874 KiB  
Review
Advancements in Semi-Active Automotive Suspension Systems with Magnetorheological Dampers: A Review
by Zunming Wang, Chi Liu, Xu Zheng, Liang Zhao and Yi Qiu
Appl. Sci. 2024, 14(17), 7866; https://doi.org/10.3390/app14177866 - 4 Sep 2024
Cited by 17 | Viewed by 6633
Abstract
Magnetorheological (MR) dampers have significantly advanced automotive suspension systems by providing adaptable damping characteristics in response to varying road conditions and driving dynamics. This review offers a comprehensive analysis of the evolution and integration of MR dampers in semi-active suspension systems. Semi-active systems [...] Read more.
Magnetorheological (MR) dampers have significantly advanced automotive suspension systems by providing adaptable damping characteristics in response to varying road conditions and driving dynamics. This review offers a comprehensive analysis of the evolution and integration of MR dampers in semi-active suspension systems. Semi-active systems present an optimal balance by integrating the simplicity inherent in passive systems with the adaptability characteristic of active systems, while mitigating the substantial energy consumption. The fundamental principles of MR technology, the design of MR dampers, and the diverse control strategies employed to optimize suspension performance were examined. The classical, modern, and intelligent control methods, along with the related research, were emphasized. Based on the above-mentioned methods, the benefits of MR semi-active control were highlighted, while the challenges and future research directions in MR damper technology were also addressed. Through a synthesis of recent research findings and practical applications, this paper underscores the advancements in MR-based semi-active suspension systems and their promising prospects in the automotive industry. Full article
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34 pages, 7755 KiB  
Article
Reinforcement Learning for Semi-Active Vertical Dynamics Control with Real-World Tests
by Johannes Ultsch, Andreas Pfeiffer, Julian Ruggaber, Tobias Kamp, Jonathan Brembeck and Jakub Tobolář
Appl. Sci. 2024, 14(16), 7066; https://doi.org/10.3390/app14167066 - 12 Aug 2024
Viewed by 1722
Abstract
In vertical vehicle dynamics control, semi-active dampers are used to enhance ride comfort and road-holding with only minor additional energy expenses. However, a complex control problem arises from the combined effects of (1) the constrained semi-active damper characteristic, (2) the opposing control objectives [...] Read more.
In vertical vehicle dynamics control, semi-active dampers are used to enhance ride comfort and road-holding with only minor additional energy expenses. However, a complex control problem arises from the combined effects of (1) the constrained semi-active damper characteristic, (2) the opposing control objectives of improving ride comfort and road-holding, and (3) the additionally coupled vertical dynamic system. This work presents the application of Reinforcement Learning to the vertical dynamics control problem of a real street vehicle to address these issues. We discuss the entire Reinforcement Learning-based controller design process, which started with deriving a sufficiently accurate training model representing the vehicle behavior. The obtained model was then used to train a Reinforcement Learning agent, which offered improved vehicle ride qualities. After that, we verified the trained agent in a full-vehicle simulation setup before the agent was deployed in the real vehicle. Quantitative and qualitative real-world tests highlight the increased performance of the trained agent in comparison to a benchmark controller. Tests on a real-world four-post test rig showed that the trained RL-based controller was able to outperform an offline-optimized benchmark controller on road-like excitations, improving the comfort criterion by about 2.5% and the road-holding criterion by about 2.0% on average. Full article
(This article belongs to the Special Issue Trends and Prospects in Vehicle System Dynamics)
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