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13 pages, 722 KiB  
Article
Microstructure-Based Magneto-Mechanical Modeling of Magnetorheological Elastomer Composites: A Comparable Analysis of Dipole and Maxwell Methods
by Shengwei Feng and Lizhi Sun
Materials 2025, 18(5), 1187; https://doi.org/10.3390/ma18051187 - 6 Mar 2025
Abstract
Magnetorheological elastomers (MREs) are smart composite materials with tunable mechanical properties by ferromagnetic particle interactions. This study applied the microstructure-based dipole and Maxwell methods to evaluate the magneto-mechanical coupling and magnetostrictive responses of MREs, focusing on various particle distributions. The finite element modeling [...] Read more.
Magnetorheological elastomers (MREs) are smart composite materials with tunable mechanical properties by ferromagnetic particle interactions. This study applied the microstructure-based dipole and Maxwell methods to evaluate the magneto-mechanical coupling and magnetostrictive responses of MREs, focusing on various particle distributions. The finite element modeling of representative volume elements with fixed volume fractions revealed that the straight chain microstructure exhibits the most significant magnetostrictive effect due to its low initial shear stiffness and significant magnetic force contributions. For particle separations exceeding three radii, the dipole and Maxwell methods yield consistent results for vertically or horizontally aligned particles. For particle separations greater than three radii, the dipole and Maxwell methods produce consistent results for vertically and horizontally aligned particles. However, discrepancies emerge for angled configurations and complex microstructures, with the largest deviation observed in the hexagonal particle distribution, where the two methods differ by approximately 27%. These findings highlight the importance of selecting appropriate modeling methods for optimizing MRE performance. Since anisotropic MREs with straight-chain alignments are the most widely used, our results confirm that the dipole method offers an efficient alternative to the Maxwell method for simulating these structures. Full article
(This article belongs to the Special Issue Smart Soft Materials: From Design to Applications)
18 pages, 5255 KiB  
Article
Research on Vertical Parking Path Planning Based on Circular Arcs, Straight Lines, and Multi-Objective Evaluation Function
by Junpeng Ma and Yubin Qian
World Electr. Veh. J. 2025, 16(3), 152; https://doi.org/10.3390/wevj16030152 - 5 Mar 2025
Viewed by 67
Abstract
In the vertical parking process, the issue of turning in place due to discontinuities in path curvature is addressed by proposing an optimal reference path planning method based on circular arcs, straight lines, and a multi-objective evaluation function. This method first analyzes the [...] Read more.
In the vertical parking process, the issue of turning in place due to discontinuities in path curvature is addressed by proposing an optimal reference path planning method based on circular arcs, straight lines, and a multi-objective evaluation function. This method first analyzes the obstacle avoidance constraints between the vehicle’s outer contour and the parking space, as well as the vehicle’s kinematic constraints. The feasible driving region’s upper and lower boundaries are determined by tangent circular arcs and straight lines. Subsequently, a multi-objective evaluation function is designed, which integrates path curvature, adjustable margins at any given moment, and path length, to obtain the optimal circular arc and straight line combination within the feasible region. Finally, the path is fitted using a polynomial curve to form the optimal reference path. Simulation results demonstrate that the planned path satisfies both the continuity of path curvature and the vehicle’s kinematic constraints. Full article
(This article belongs to the Special Issue Research on Intelligent Vehicle Path Planning Algorithm)
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<p>Vehicle kinematic model.</p>
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<p>Simplified model of a vertical parking space.</p>
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<p>(<b>a</b>) Schematic of left boundary collision; (<b>b</b>) schematic of right boundary collision; (<b>c</b>) schematic of upper parking boundary collision; (<b>d</b>) schematic of the feasible region for vertical parking.</p>
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<p>Analysis of the first limit value of the radius of the arc of the lower boundary of the vertical parking feasible region <math display="inline"><semantics> <mrow> <msubsup> <mrow> <mi>R</mi> </mrow> <mrow> <mn>1</mn> <mi>m</mi> <mi>i</mi> <mi>n</mi> <mn>1</mn> </mrow> <mrow> <mi>l</mi> </mrow> </msubsup> </mrow> </semantics></math>. In the path planning process, the vehicle’s pose is defined based on the coordinates of the rear axle center point, the red dash line represents the motion trajectory of the rear axle center point.</p>
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<p>Analysis of the second limit value of the radius of the arc of the lower boundary of the vertically parked drivable area <math display="inline"><semantics> <mrow> <msubsup> <mrow> <mi>R</mi> </mrow> <mrow> <mn>1</mn> <mi>m</mi> <mi>i</mi> <mi>n</mi> <mn>2</mn> </mrow> <mrow> <mi>l</mi> </mrow> </msubsup> </mrow> </semantics></math>. In the path planning process, the vehicle’s pose is defined based on the coordinates of the rear axle center point, the red dash line represents the motion trajectory of the rear axle center point.</p>
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<p>Vertical parking drivable area upper boundary arc radius <math display="inline"><semantics> <mrow> <msubsup> <mrow> <mi>R</mi> </mrow> <mrow> <mn>1</mn> <mi>m</mi> <mi>a</mi> <mi>x</mi> </mrow> <mrow> <mi>u</mi> </mrow> </msubsup> </mrow> </semantics></math> analysis.</p>
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<p>Comparison of parking path lengths generated by different methods.</p>
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<p>Comparison of computation times for parking paths generated by different methods.</p>
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<p>Comparison of curvature smoothness of parking paths generated by different methods.</p>
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<p>Drivable area and optimal circular arc and straight line combination for vertical parking.</p>
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<p>Rear axle center trajectory for vertical parking after smoothing.</p>
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<p>(<b>a</b>) The derivative of the vertical parking path curve; (<b>b</b>) the curvature of the vertical parking path curve; (<b>c</b>) the equivalent steering angle of the front wheels of the path curve; (<b>d</b>) the equivalent steering angle speed of the front wheels of the path curve.</p>
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<p>Simulation results of vertical parking path planning.</p>
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<p>Vertical parking path planning framework diagram.</p>
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22 pages, 7377 KiB  
Article
Spatial Semantic Expression of Terrain Viewshed: A Data Mining Method
by Cheng Zhang, Yiwen Wang, Haozhe Cheng and Wanfeng Dou
ISPRS Int. J. Geo-Inf. 2025, 14(3), 113; https://doi.org/10.3390/ijgi14030113 - 4 Mar 2025
Viewed by 146
Abstract
With the rapid development of geographic information technology, the expression of topographical spatial semantic relationships has become a research hotspot in the field of intelligent geographic information systems. Geographical spatial semantic relationships refer to the spatial relationships and inherent meanings between geographical entities, [...] Read more.
With the rapid development of geographic information technology, the expression of topographical spatial semantic relationships has become a research hotspot in the field of intelligent geographic information systems. Geographical spatial semantic relationships refer to the spatial relationships and inherent meanings between geographical entities, including topological relationships, metric relationships, etc. This study proposes a novel method of viewshed analysis, which solves the limitation of treating the viewshed as a unified unit in traditional viewshed analysis by decomposing the viewshed into multiple viewsheds and quantifying their spatial semantic relationships. The method uses a DBSCAN clustering algorithm with terrain adaptability to divide a viewshed into spatially different viewsheds and characterizes these viewsheds through a systematic measurement framework, including azimuth, area, and sparsity. The method was applied to a case study of Purple Mountain in Nanjing. The experiment used 12.5 m accuracy topographic data from Purple Mountain, and two observation points were selected. For the first observation point near the mountain park, during the DBSCAN clustering partition of the viewshed, the number of clusters and the number of noise points were compared with determine the neighborhood radius of 18 m and the minimum sample point number of 4. Five viewsheds were successfully generated, with the largest viewshed having 468 visible points and the smallest only 16, located in different locations from the observer, reflecting the spatial variability of terrain features. All viewsheds are basically distributed to the north of the observer, two of which also share the northeast 87° direction with the observer in a straight line distribution but at different distances. In three-dimensional space, the distance between the two viewsheds is 317.298 m. Azimuth angle verification showed significant aggregation in the northeast direction. The second point is near the ridgeline, where one viewshed accounts for 87.52% of the total viewshed, showing significant visual effects. One viewshed is 3121.113 m away from the observer, with only 113 visible points, and is not located at a low altitude, so it is suitable for a long-distance fixed-point intermittent observation. The experimental results of the two observation points reveal the directional dominance and distance stratification of viewshed spatial relationships. This paper proposes a model to express topographical viewshed spatial relationships. The model analyzes and describes the spatial features of the viewshed through quantitative and qualitative methods. These metric features provide a basis for constructing spatial topological relationships between observation points and viewsheds, helping optimize viewpoint selection and enhance landscape planning. Compared with traditional methods, the proposed method significantly improves the resolution of spatial semantic relationship expression and has practical application value in fields such as archaeology, tourism planning, and urban design. Full article
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<p>Topographic map of Purple Mountain in Nanjing.</p>
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<p>Observation point 1 viewshed distribution.</p>
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<p>Cluster analysis results.</p>
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<p>Viewshed of DBSCAN clustering division.</p>
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<p>The relationship between viewpoint and viewshed.</p>
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<p>The shapes of each viewshed under the observation point 1.</p>
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<p>Three-dimensional diagram of observation point 1 viewshed partition.</p>
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<p>Observation point 2 viewshed distribution.</p>
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<p>Viewshed division and viewpoint relationship.</p>
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<p>The shape of each viewshed under the observation point 2.</p>
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<p>Three-dimensional diagram of observation point 2 viewshed partition.</p>
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19 pages, 5278 KiB  
Article
Dynamic Response Characteristics of Drivers’ Visual Search Behavior to Road Horizontal Curve Radius: Latest Simulation Experimental Results
by Jinliang Xu, Yongji Ma, Chao Gao, Tian Xin, Houfu Yang, Wenyu Peng and Zhiyuan Wan
Sustainability 2025, 17(5), 2197; https://doi.org/10.3390/su17052197 - 3 Mar 2025
Viewed by 242
Abstract
Road horizontal curves, which significantly influence drivers’ visual search behavior and are closely linked to traffic safety, also constitute a crucial factor in sustainable road traffic development. This paper uses simulation driving experiments to explore the dynamic response characteristics of 27 typical subject [...] Read more.
Road horizontal curves, which significantly influence drivers’ visual search behavior and are closely linked to traffic safety, also constitute a crucial factor in sustainable road traffic development. This paper uses simulation driving experiments to explore the dynamic response characteristics of 27 typical subject drivers’ visual search behavior regarding road horizontal curve radius. Results show that in a monotonous, open road environment, the driver’s visual search is biased towards the inside of the curve; as the radius increases, the 85th percentile value of the longitudinal visual search length gradually increases, the 85th percentile value of the horizontal search angle gradually decreases, the 85th percentile value of vehicle speed gradually increases, and the dispersion and bias of the gaze points gradually decrease. The search length, horizontal angle, and speed approach the level of straight road sections (380 m, 10° and 115 km/h, respectively). When R ≥ 1200 m, a driver’s dynamic visual search range reaches a stable distribution state that is the same as that of a straight road. A dynamic visual search range distribution model for drivers on straight and horizontal curved road sections is constructed. Based on psychological knowledge such as attention resource theory and eye–mind theory, a human factor engineering explanation was provided for drivers’ attention distribution and speed selection mechanism on road horizontal curve sections. The research results can provide theoretical references for the optimization design of road traffic, decision support to improve the driver training system, and a theoretical basis for determining the visual search characteristics of human drivers in autonomous driving technology, thereby promoting the safe and sustainable development of road traffic. Full article
(This article belongs to the Section Sustainable Transportation)
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<p>Road simulation model. (<b>a</b>) Straight road section. (<b>b</b>) Large-radius horizontal curve road section (R = 1500 m). (<b>c</b>) Small-radius horizontal curve road section (R = 200 m). (<b>d</b>) Adaptive practice model.</p>
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<p>Six-degree-of-freedom virtual simulation experiment platform for vehicle performance.</p>
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<p>Illustration of the eye tracker hardware.</p>
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<p>Visual search length and search angle of drivers on straight road sections.</p>
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<p>Visual search length and search angle of drivers on road horizontal curve sections (the fixation point is within the pavement range).</p>
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<p>Visual search length and search angle of drivers on road horizontal curve sections (the fixation point is outside the pavement range).</p>
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<p>Three-dimensional vector coordinate system for tracking drivers’ binocular gaze.</p>
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<p>Box plot of drivers’ driving speed on horizontal curve sections with different radii.</p>
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<p>Box plot of drivers’ visual search length on horizontal curve sections with different radii.</p>
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<p>Percentage change diagram of the difference in drivers’ visual search length on horizontal curve sections with different radii.</p>
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<p>Statistical chart of drivers’ horizontal search angle and speed on the horizontal curve sections with different radii.</p>
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<p>Statistics of drivers’ horizontal search gaze points in different intervals on horizontal curve sections with different radii.</p>
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<p>Dynamic visual search range of drivers on straight road sections.</p>
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<p>Dynamic visual search range on road horizontal curve sections.</p>
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<p>Schematic diagram of the influence of horizontal curve radius on the driver’s visual search range.</p>
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14 pages, 5549 KiB  
Article
Surface Deformation and Straightness Detection of Electromagnetic Launcher Based on Laser Point Clouds
by Kangwei Yan, Delin Zeng, Long Cheng and Sai Tan
Appl. Sci. 2025, 15(5), 2706; https://doi.org/10.3390/app15052706 - 3 Mar 2025
Viewed by 221
Abstract
Bore deterioration phenomena, such as surface ablation, wear, aluminum deposition, and structural bending, severely restrict the service life and performance of electromagnetic launchers. Efficient bore inspection is necessary to study the deterioration mechanism, guide design, and health management. In this paper, an inspection [...] Read more.
Bore deterioration phenomena, such as surface ablation, wear, aluminum deposition, and structural bending, severely restrict the service life and performance of electromagnetic launchers. Efficient bore inspection is necessary to study the deterioration mechanism, guide design, and health management. In this paper, an inspection system for electromagnetic launchers is presented which utilizes structured light scanning, time-of-flight, and laser alignment methods to acquire bore laser point clouds, and ultimately extracts the surface deformation of rails and insulators, as well as the straightness of the bore, through the registration of point cloud data. First, the system composition and detection principles are introduced. Second, the impacts of the detection device’s attitude deflection are analyzed. Next, focusing on the key registration issue of laser point clouds, a coarse registration method is proposed which utilizes the arc features of the rail by combining circle and parabola equations, thereby maximizing registration efficiency. Finally, the trimmed iterative closest-point (TrICP) algorithm is employed for fine registration to handle non-axisymmetric bore deformations. The experimental results show that the proposed method can detect bore surface deformation and straightness efficiently and precisely. Full article
(This article belongs to the Special Issue Optical Sensors: Applications, Performance and Challenges)
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<p>A schematic of the bore surface deformation and straightness detection system.</p>
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<p>Schematic of laser triangulation for acquiring bore profile point clouds.</p>
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<p>Schematic of bore straightness extraction.</p>
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<p>Schematic of detection deviations caused by the borescope trolley attitude pitch.</p>
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<p>Relationship between detection deviation and front wheel lift height under different wheelbases: (<b>a</b>) Surface deformation detection deviation; (<b>b</b>) Arch straightness detection deviation.</p>
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<p>Schematic of coarse registration principle.</p>
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<p>The registration results of the bore profile point clouds.</p>
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<p>Comparison of calculated and tested values for surface deformation detection deviation.</p>
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<p>Bore surface deformation detection results: (<b>a</b>) rail surface deformation; (<b>b</b>) insulator surface deformation.</p>
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<p>Bore straightness detection results: (<b>a</b>) side straightness; (<b>b</b>) arch straightness.</p>
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<p>Bore profile point cloud registration results under the non-axisymmetric deformation.</p>
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19 pages, 2769 KiB  
Article
Two-Phase Swirling Flow and Gas Hydrate Particle Deposition Behavior in Bending Pipelines
by Yongchao Rao, Long Zheng, Shuli Wang, Wenjing Wu, Zijia Gong, Shidong Zhou and Chuang Wen
Processes 2025, 13(3), 725; https://doi.org/10.3390/pr13030725 - 3 Mar 2025
Viewed by 216
Abstract
The present study employs numerical simulation to analyze the behavior of gas hydrate particles in bending pipelines, focusing on the influence of swirl flow on particle deposition under varying bending angles, pipe-to-diameter ratios, Reynolds numbers, and twist rates. Results indicate that larger bending [...] Read more.
The present study employs numerical simulation to analyze the behavior of gas hydrate particles in bending pipelines, focusing on the influence of swirl flow on particle deposition under varying bending angles, pipe-to-diameter ratios, Reynolds numbers, and twist rates. Results indicate that larger bending angles, smaller twist rates, and higher Reynolds numbers produce stronger swirl flows at pipe entry and sustain higher swirl numbers along the pipeline. Conversely, larger pipe-to-diameter ratios result in greater swirl number variations, slower attenuation, and weaker outflow. Moreover, the phenomenon of hydrate particle deposition is more serious in the straight pipe section. Particle retention at the pipe outlet is 1.5 times higher than in the bending section. The bent pipe is more conducive to the flow of particles. For instance, with a bend rate increasing from 1 to 4, the swirl number decreases by 57.49%. Additionally, the deposition rate of particles is reduced at higher Reynolds numbers, with rates falling below 1% at a Reynolds number of 20,000. These findings highlight the need to optimize swirl flow parameters to reduce hydrate deposition, preventing blockages and improving pipeline safety in industrial applications. Full article
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<p>Flowchart for the present study.</p>
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<p>Pipeline system for the numerical simulation of gas hydrate flows (Reprinted from Rao et al. [<a href="#B23-processes-13-00725" class="html-bibr">23</a>], an open-access article from Springer Nature).</p>
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<p>Variation of swirl number under different bending pipe angles.</p>
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<p>Variation of swirl number under different twisted rates.</p>
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<p>Variation of swirl number under different Re.</p>
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<p>Residual time distribution of hydrate particles.</p>
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<p>Distribution of particle position and mass concentration in each section of the elbow at different times.</p>
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<p>Distribution of particle mass concentration at the exit of the pipe.</p>
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<p>Profiles of particle mass concentration fractions at different positions of the elbow under different twisted rates.</p>
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<p>Variation curves of particle deposition rate in elbow under different influencing factors.</p>
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26 pages, 3217 KiB  
Article
Fault-Tolerant Collaborative Control of Four-Wheel-Drive Electric Vehicle for One or More In-Wheel Motors’ Faults
by Han Feng, Yukun Tao, Jianbo Feng, Yule Zhang, Hongtao Xue, Tiansi Wang, Xing Xu and Peng Chen
Sensors 2025, 25(5), 1540; https://doi.org/10.3390/s25051540 - 1 Mar 2025
Viewed by 394
Abstract
A fault-tolerant collaborative control strategy for four-wheel-drive electric vehicles is proposed to address hidden safety issues caused by one or more in-wheel motor faults; the basic design scheme is that the control system is divided into two layers of motion tracking and torque [...] Read more.
A fault-tolerant collaborative control strategy for four-wheel-drive electric vehicles is proposed to address hidden safety issues caused by one or more in-wheel motor faults; the basic design scheme is that the control system is divided into two layers of motion tracking and torque distribution, and three systems, including driving, braking, and front-wheel steering are controlled collaboratively for four-wheel torque distribution. In the layer of motion tracking, a vehicle model with two-degree-of-freedom is employed to predict the control reference values of the longitudinal force and additional yaw moment required; four types of sensors, such as wheel speed, acceleration, gyroscope, and steering wheel angle, are used to calculate the actual values. At the torque distribution layer, SSOD and MSCD distribution schemes are designed to cope with two operating conditions, namely sufficient and insufficient output capacity after local hub motor failure, respectively, focusing on the objective function, constraints, and control variables of the MSCD control strategy. Finally, two operating environments, a straight-line track, and a DLC track, are set up to verify the effectiveness of the proposed control method. The results indicate that, compared with traditional methods, the average errors of the center of mass sideslip angle and yaw rate are reduced by at least 12.9% and 5.88%, respectively, in the straight-line track environment. In the DLC track environment, the average errors of the center of mass sideslip angle and yaw rate are reduced by at least 6% and 4.5%, respectively. The proposed fault-tolerant controller ensures that the four-wheel-drive electric vehicle meets the requirements of handling stability and safety under one or more hub motor failure conditions. Full article
(This article belongs to the Special Issue Intelligent Maintenance and Fault Diagnosis of Mobility Equipment)
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<p>Dynamics model of 4WDEV.</p>
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<p>Fault-tolerant control policies of 4WDEV with one or more in-wheel motors’ faults.</p>
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<p>Schematic of the simulation environment.</p>
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<p>Stability indicators of two torque distribution schemes in the first test scenario: (<b>a</b>) Sideslip angle, (<b>b</b>) Yaw rate.</p>
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<p>Actual vehicle velocity of 4WDEV in the first test scenario.</p>
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<p>Actual driving forces of four in-wheel motors in the first test scenario.</p>
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<p>Vehicle stability indicators of three torque distribution schemes in the second test scenario and a straight-line track: (<b>a</b>) Sideslip angle (<b>b</b>) Yaw rate.</p>
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<p>Actual vehicle velocity of three torque distribution schemes in the second test scenario and a straight-line track.</p>
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<p>Actual driving forces of four in-wheel motors in the second test scenario and a straight-line track.</p>
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<p>Vehicle stability indicators of three torque distribution schemes in the second test scenario and a DLC track: (<b>a</b>) Sideslip angle, (<b>b</b>) Yaw rate.</p>
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<p>Actual vehicle velocity of three torque distribution schemes in the second test scenario and a DLC track.</p>
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<p>Actual driving forces of four in-wheel motors in the second test scenario and a DLC track.</p>
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17 pages, 13729 KiB  
Article
Effect of Flow Field with Baffles on Performance of High Temperature Proton Exchange Membrane Fuel Cells
by Shian Li, Shuqian Zhang and Qiuwan Shen
J. Mar. Sci. Eng. 2025, 13(3), 456; https://doi.org/10.3390/jmse13030456 - 27 Feb 2025
Viewed by 114
Abstract
With the implementation of strict emission regulations, new energy technologies are widely used in the field of maritime transportation. Fuel cells can be used as the power sources of ships due to the advantages of high efficiency, low noise and zero emissions. In [...] Read more.
With the implementation of strict emission regulations, new energy technologies are widely used in the field of maritime transportation. Fuel cells can be used as the power sources of ships due to the advantages of high efficiency, low noise and zero emissions. In this study, a three-dimensional non-isothermal numerical model of a high temperature proton exchange membrane fuel cell (HT-PEMFC) is established and used to investigate the effect of a flow field with baffles on cell performance. The effects of the number, height and length of baffles in the flow field on the species concentration distribution, current density and power density are comprehensively studied. Compared with the traditional straight channel, the baffles in the channel can effectively improve cell performance. When the number of baffles is nine, the height of the baffles is 0.75 mm and the length of the baffles is 1 mm, the current density is increased from 1.390 A/cm2 to 1.524 A/cm2 at a voltage of 0.4 V, which is an increase of 9.64%. This study can provide guidelines for flow channel design. Full article
(This article belongs to the Special Issue Advanced Technologies for New (Clean) Energy Ships—2nd Edition)
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<p>Schematic of the flow channel: (<b>a</b>) straight channel; (<b>b</b>) channel with baffles.</p>
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<p>(<b>a</b>) Grid independence test; (<b>b</b>) mesh diagram.</p>
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<p>Model validation by comparing polarization curves.</p>
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<p>Effect of baffle height on cell performance: (<b>a</b>) polarization curves and power density curves; (<b>b</b>) power density.</p>
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<p>The effect of baffle height on the pressure drop.</p>
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<p>The effect of baffle height on the streamlines of the velocity distribution: (<b>a</b>) the anode side; (<b>b</b>) the cathode side.</p>
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<p>The effect of baffle height on the molar concentration distribution: (<b>a</b>) hydrogen; (<b>b</b>) oxygen.</p>
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<p>The effect of baffle height on the current density distribution.</p>
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<p>Effect of baffle number on cell performance: (<b>a</b>) polarization curves and power density curves; (<b>b</b>) power density.</p>
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<p>The effect of the baffle number on the pressure drop.</p>
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<p>The effect of the baffle number on the streamlines of the velocity distribution: (<b>a</b>) the anode side; (<b>b</b>) the cathode side.</p>
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<p>Effect of baffle number on molar concentration distribution: (<b>a</b>) hydrogen; (<b>b</b>) oxygen.</p>
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<p>Effect of baffle number on current density distribution.</p>
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<p>Effect of baffle length on cell performance: (<b>a</b>) polarization curves and power density curves; (<b>b</b>) power density.</p>
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<p>Effect of baffle length on pressure drop.</p>
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<p>The effect of baffle length on the streamlines of the velocity distribution: (<b>a</b>) the anode side; (<b>b</b>) the cathode side.</p>
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<p>The effect of baffle length on the molar concentration distribution: (<b>a</b>) hydrogen; (<b>b</b>) oxygen.</p>
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<p>The effect of baffle length on the current density distribution.</p>
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16 pages, 3883 KiB  
Article
Influence of Different Shaping Techniques on the Aroma Quality and Volatile Metabolites of Green Tea Revealed by Gas Chromatography Electronic Nose and Gas Chromatography–Tandem Mass Spectrometry
by Jiahao Tang, Jiajing Hu, Xianxiu Zhou, Qiwei Wang, Yongwen Jiang, Haibo Yuan, Yujie Wang and Yanqin Yang
Foods 2025, 14(5), 816; https://doi.org/10.3390/foods14050816 - 27 Feb 2025
Viewed by 274
Abstract
The shaping process is recognized as a crucial step in the manufacturing of green tea. However, its influence on aroma quality remains unclear. In this study, the effects of four shaping techniques, including flat green tea (FGT), straight green tea (SGT), phoenix green [...] Read more.
The shaping process is recognized as a crucial step in the manufacturing of green tea. However, its influence on aroma quality remains unclear. In this study, the effects of four shaping techniques, including flat green tea (FGT), straight green tea (SGT), phoenix green tea (PGT), and curled green tea (CGT), on the aroma quality and volatile metabolites of green tea were investigated by gas chromatography electronic nose (GC-E-Nose) and gas chromatography–tandem mass spectrometry (GC-MS/MS). The findings indicated that distinct shaping processes significantly influenced the development of the aroma quality and aroma components of green tea. The PGT processing facilitated the attainment of superior aroma quality of green tea. In total, 60 volatile components were identified by GC-MS/MS, with 54 of these compounds being consistently detected across four different shaping techniques. In particular, the PGT processing method was effective in yielding elevated levels of alcohols, esters and ketones. Moreover, 20 key odorants were screened out, with (E,E)-2,4-decadienal, (E,E)-2,4-nonadienal, phenylethyl alcohol, and benzeneacetaldehyde proven to be substantial contributors to the overall aromas of green tea under diverse shaping procedures. These key odorants were primarily derived from lipid degradation and the Maillard reaction. GC-E-Nose served as a significant adjunct to sensory evaluation, enabling the swift differentiation of green tea samples that have undergone various shaping processes. These findings offer both theoretical and technical perspectives that may guide the creation of innovative green tea products distinguished by their unique shapes. Full article
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<p>Flowcharts of the manufacturing processes of green tea with different shaping techniques. Independent batches (<span class="html-italic">n</span> = 3) were performed.</p>
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<p>PLS-DA performed on the volatile profiles in tea samples with four distinct shaping techniques obtained by GC-E-nose. (<b>A</b>) Score plots of PLS-DA (R<sup>2</sup>Y = 0.987, Q<sup>2</sup> = 0.909); (<b>B</b>) permutation test conducted 200 times with R<sup>2</sup> = (0.0, 0.561) and Q<sup>2</sup> = (0.0, −0.375). FGT represents flat green tea. PGT represents phoenix green tea. CGT represents curled green tea. SGT represents straight green tea.</p>
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<p>Volatile compounds in tea samples with four distinct shaping techniques analyzed by GC-MS/MS. (<b>A</b>) Pie chart of the proportion of various compounds; (<b>B</b>) Venn diagrams of volatile compounds; (<b>C</b>) Comparison of different categories of volatile compounds. Different letters indicate significant differences (<span class="html-italic">p</span> &lt; 0.05). FGT represents flat green tea. PGT represents phoenix green tea. CGT represents curled green tea. SGT represents straight green tea.</p>
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<p>PLS-DA performed on the volatile compounds in tea samples with four distinct shaping techniques obtained from GC-MS/MS. (<b>A</b>) Score plot of PLS-DA (R<sup>2</sup>Y = 0.971, Q<sup>2</sup> = 0.818); (<b>B</b>) permutation test conducted 200 times with R<sup>2</sup> = (0.0, 0.561) and Q<sup>2</sup> = (0.0, −0.496); (<b>C</b>) a total of 22 key differential volatile substances with VIP greater than 1. FGT represents flat green tea. PGT represents phoenix green tea. CGT represents curled green tea. SGT represents straight green tea.</p>
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<p>Hierarchical cluster analysis of 21 volatile compounds in tea samples with four distinct shaping techniques according to <span class="html-italic">p</span> &lt; 0.05 and VIP &gt; 1. FGT represents flat green tea. PGT represents phoenix green tea. CGT represents curled green tea. SGT represents straight green tea.</p>
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<p>Comparison of 20 key odorants with OAV &gt; 1 in tea samples with four distinct shaping techniques.</p>
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<p>Content variations and key metabolic pathways of important compounds in tea samples with four distinct shaping techniques. (<b>A</b>) Carotenoid degradations; (<b>B</b>) Lipid oxidation degradations; (<b>C</b>) Glycosides as precursors; (<b>D</b>) Maillard reaction pathway. Different colored boxes represent the contents of metabolites in PGT, SGT, CGT, and FGT from left to right. Red and green colors indicated metabolite levels above and below the average, respectively.</p>
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12 pages, 3819 KiB  
Article
Lattice Design of an Intermediate-Energy Electron Storage Ring Dedicated to Materials Research
by Changliang Li, Jianhui Chen, Hailong Wu, Qinglei Zhang and Kun Wang
Appl. Sci. 2025, 15(5), 2541; https://doi.org/10.3390/app15052541 - 27 Feb 2025
Viewed by 318
Abstract
Storage ring X-ray light sources, which hold the great promises of high flux, high average brilliance, high stability, continuously adjustable spectra, and simultaneous multiple end-stations operations, have become indispensable tools for frontier research in diverse fields from materials science, condensed matter physics, chemistry, [...] Read more.
Storage ring X-ray light sources, which hold the great promises of high flux, high average brilliance, high stability, continuously adjustable spectra, and simultaneous multiple end-stations operations, have become indispensable tools for frontier research in diverse fields from materials science, condensed matter physics, chemistry, to life science, etc. Based on the double double-bend achromat (DDBA) lattice structure, an intermediate-energy electron storage ring with circumference of 288 m, emittance of 2.57 nm, is designed for dedicated materials research. Each cell of the storage ring consists of a 6.2 m-long straight section and a 1.86 m-short straight section, allowing more insertion devices to be accommodated in the entire ring. This lattice shows great nonlinear dynamic performances of large dynamic aperture and large local momentum aperture. Furthermore, the intra-beam scattering (IBS) effects under several circumstances, are also negligibly small. Full article
(This article belongs to the Special Issue Interdisciplinary Approaches and Applications of Optics & Photonics)
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<p>Schematic diagram of a storage ring light source.</p>
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<p>Schematic diagram of the MBA lattice structure (assuming M = 7, M represents the number of bending magnets in one cell) and dispersion function (green line) trend of (<b>a</b>) hybrid 7BA and (<b>b</b>) HOA 7BA. The blue rectangles in the figure represent the dipoles, the red polygons represent quadrupoles, and the green polygons represent sextupoles.</p>
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<p>Optical functions of one DDBA cell.</p>
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<p>6D DA of on- and off-momentum at the injection point (at the center of LSS).</p>
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<p>FMA of the optimized DA, tracked for 1024 turns: (<b>a</b>) x-y space, (<b>b</b>) tune space. The color bar represents the diffusion rate. Blue color denotes more regular motion and red color more chaotic.</p>
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<p>Momentum dependent tune shift.</p>
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<p>Off-momentum FMA. The color bar represents the diffusion rate. Blue color denotes more regular motion and red color more chaotic.</p>
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<p>LMA of one cell. The yellow rectangle represents the dipoles, the red and blue shapes represent the quadrupoles, and the magenta and green shapes represent the sextupoles.</p>
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<p>Equilibrium emittance versus beam energy for different beam currents at (<b>a</b>) 1% transverse coupling; (<b>b</b>) 0.1% transverse coupling.</p>
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<p>Touschek lifetime versus beam current for different transverse couplings (<b>a</b>); Touschek lifetime versus momentum acceptance for different transverse couplings (<b>b</b>).</p>
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<p>Brilliance of planned IDs.</p>
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16 pages, 6637 KiB  
Article
Shape Effect and Accuracy Analysis of Rock Tensile Strength Test
by Junjie Pei, Jinchang Zhao and Shaoqing Niu
Appl. Sci. 2025, 15(5), 2477; https://doi.org/10.3390/app15052477 - 25 Feb 2025
Viewed by 253
Abstract
To investigate the influence of shape effects on the tensile strength of rocks, splitting tests were conducted on disc specimens with the same thickness-to-diameter ratio but different diameters using physical similarity simulation and numerical simulation experiments. Additionally, finite element analysis software was employed [...] Read more.
To investigate the influence of shape effects on the tensile strength of rocks, splitting tests were conducted on disc specimens with the same thickness-to-diameter ratio but different diameters using physical similarity simulation and numerical simulation experiments. Additionally, finite element analysis software was employed to perform numerical simulation tests on two types of dumbbell-shaped specimens involved in direct tensile tests of rocks. This study revealed that when the thickness-to-diameter ratio is fixed at 0.5, the splitting tensile strength decreases gradually as the specimen diameter increases from 30 mm to 110 mm. This trend can be well fitted using a power function. The tensile strength measured from direct tensile tests on the two types of dumbbell-shaped specimens shows a slight decreasing trend as the diameter of the central effective test area decreases. Moreover, the measured tensile strength is lower than the actual tensile strength. The test results for disc specimens are the closest to the actual tensile strength, followed by arc-transition dumbbell-shaped specimens, and lastly, straight-transition dumbbell-shaped specimens. The correlation coefficients between the test results and the actual tensile strength for the three types of specimens are also provided. Full article
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<p>Split test disc specimen (<b>left</b>) and split result (<b>right</b>).</p>
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<p>Splitting load–displacement curve.</p>
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<p>Loading method.</p>
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<p>Relationship between tensile strength and disc diameter.</p>
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<p>Numerical simulation test specimen. (<b>a</b>) Direct tensile standard specimen; (<b>b</b>) Dumbbell-shaped specimen with curved-transition surface; (<b>c</b>) Dumbbell specimen with linear-transition surface; (<b>d</b>) Brazilian disc specimen.</p>
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<p>Disc stress distribution contour map.</p>
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<p>The relationship between splitting tensile strength and diameter.</p>
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<p>Stress distribution diagram of curved dumbbell specimen. Panels (<b>a</b>–<b>d</b>) show the stress distribution contour changes at different time points, while (<b>e</b>) shows the final fracture result.</p>
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<p>Stress distribution diagram of straight dumbbell specimen. Panels (<b>a</b>–<b>d</b>) show the stress distribution contour changes at different time points, while (<b>e</b>) shows the final fracture result.</p>
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<p>The relationship between the direct tensile strength and diameter of dumbbell specimens.</p>
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<p>The relationship between split tensile strength and diameter after correction.</p>
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<p>Comparison of measured tensile strength of different specimens.</p>
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14 pages, 8769 KiB  
Article
Craniocervical Posture and Cervical Curvature Variations in Adult Females with Different Vertical Facial Patterns: A Cross-Sectional Study
by Jeongeun Chang, Sun-Hyung Park, Jae Hyun Park, Sanghee Lee, Hyung-Seog Yu, Kee-Joon Lee, Chooryung J. Chung and Kyung-Ho Kim
Appl. Sci. 2025, 15(5), 2391; https://doi.org/10.3390/app15052391 - 24 Feb 2025
Viewed by 212
Abstract
This study aimed to determine whether there are relationships between vertical facial patterns, cervical posture, and cervical curvature types. Ninety-two adult females with skeletal Class I relationships were retrospectively analyzed and divided into hypodivergent, normovergent, and hyperdivergent groups based on the mandibular plane [...] Read more.
This study aimed to determine whether there are relationships between vertical facial patterns, cervical posture, and cervical curvature types. Ninety-two adult females with skeletal Class I relationships were retrospectively analyzed and divided into hypodivergent, normovergent, and hyperdivergent groups based on the mandibular plane angle to the nasion–sella line. Variables representing craniocervical posture (sagittal vertical axis, SVA; cervical inclination angle, CIA) and cervical curvature were measured. Differences in craniocervical posture among the groups were assessed. Cervical curvatures were classified into lordotic, straight, kyphotic, or sigmoid categories. The distribution of cervical curvature types among the groups was compared, and correlations between vertical facial patterns, craniocervical postures, and cervical curvature measurements were calculated. The results indicated that the hyperdivergent group exhibited increased SVA and decreased CIA compared to the normovergent and hypodivergent groups. Significant differences in cervical curvature types were observed among the groups. Lordotic curvature was most common in the normovergent group, while straight curvature was predominant in the hypodivergent and hyperdivergent groups. A significant correlation was found between an increased mandibular plane angle and a forward head position (increased SVA and decreased CIA). In conclusion, there are relationships between vertical facial patterns, cervical posture, and cervical curvature types. Therefore, careful assessment of craniocervical posture and cervical curvature is necessary in lateral cephalograms for orthodontic evaluation. However, cervical curvature measurements show minimal correlation with the mandibular plane angle. Full article
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<p>(<b>a</b>) Sagittal vertical axis. This is the horizontal distance between a plumb line dropped from the anterior margin of the external auditory meatus (CGH) and the posterior–superior corner of C6. (<b>b</b>) Cervical inclination angle. This is the angle formed by the line connecting the posterior superior corner of the sixth cervical vertebra with the centroid of the second cervical vertebra (C2) and the horizontal line. The centroid of C2 is the point where the lines drawn between the opposing corners within the C2 intersect. SVA, sagittal vertical axis; CGH, the center of gravity of the head; C6, sixth cervical vertebra.</p>
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<p>Ohara method. A line is constructed to connect the midpoint of the inferior endplate of the second cervical vertebra (C2) (A point) and the midpoint of the superior endplate of the sixth cervical vertebra (C6) (B point). The centroids of the third, fourth, and fifth cervical vertebrae (C3, C4, and C5) are the points of intersection of lines drawn from opposite corners within the vertebral body. The four types of cervical curvature are defined based on the relative positions of the C3–C5 centroids to line AB. Lordotic: All centroids are anterior to line AB, and the maximum distance is &gt;1 mm but &lt;2 mm. Straight: The distance between line AB and each centroid is &lt;1 mm. Kyphotic: All centroids are posterior to line AB, and the maximum distance is greater than 1 mm. Sigmoid: Some centroids are anterior to and some posterior to line AB, but the maximum distance is &gt;1 mm.</p>
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<p>Cobb angle. This is the angle between the two perpendicular lines made from the inferior margin of C2 and the superior margin of C6. When the superior margin of C6 is rotated more clockwise than the inferior margin of C2, the angle is positive.</p>
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<p>Harrison posterior tangent method. The lines are drawn parallel to the posterior surface of each cervical vertebral body from C2 to C5 and each angle from C2 to C3, C3 to C4, and C4 to C5 is added. a, angle between C2 and C3; b, angle between C3 and C4; c, angle between C4 and C5.</p>
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20 pages, 12401 KiB  
Article
Detecting Three-Dimensional Straight Edges in Point Clouds Based on Normal Vectors
by Antonia Makka, Maria Pateraki, Thodoris Betsas and Andreas Georgopoulos
Heritage 2025, 8(3), 91; https://doi.org/10.3390/heritage8030091 - 23 Feb 2025
Viewed by 351
Abstract
Edge detection is essential for numerous applications in various engineering and scientific fields, including photogrammetry and computer vision. Edge detection can be applied to a variety of 2D and 3D data types, enabling tasks like feature extraction, object recognition and scene reconstruction. Currently, [...] Read more.
Edge detection is essential for numerous applications in various engineering and scientific fields, including photogrammetry and computer vision. Edge detection can be applied to a variety of 2D and 3D data types, enabling tasks like feature extraction, object recognition and scene reconstruction. Currently, 2D edge detection in image data can achieve high accuracy through various automated methods. At the same time, edge detection in 3D space remains a challenge due to the computational demands and parameterization of existing algorithms. However, with the growing volume of data, the need for automated edge extraction that delivers high accuracy and reliable performance across diverse datasets has become more critical than ever. In this context, we propose an algorithm that implements a direct method for automated 3D edge detection in point clouds. The suggested method significantly aids architects by automating the extraction of 3D vectors, a process that is traditionally time-consuming and labor-intensive when performed manually. The proposed algorithm performs edge detection through a five-stage pipeline. More specifically, it utilizes the differences in the direction of normal vectors to identify finite edges. These edges are afterwards refined and grouped into segments which are then fitted to highlight the presence of 3D edges. The proposed approach was tested on both simulated and real-world data with promising results in terms of accuracy. For the synthetic data, the proposed method managed to detect 92% of the straight edges for the higher density meshes. Full article
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<p>The basic steps of the methodology presented in this paper (more details in <a href="#sec3-heritage-08-00091" class="html-sec">Section 3</a>).</p>
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<p>Workflow of the proposed algorithm<a href="#fn001-heritage-08-00091" class="html-fn">1</a>.</p>
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<p>Illustration of the process used to ensure that the normal vectors n<sub>1</sub> and n<sub>2</sub> which belong to adjacent triangles are consistently oriented to point inwards or outwards relative to the mesh.</p>
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<p>Transformation of graph G to line graph L(G). The (blue) edges in the original graph G are converted into vertices (blue points) in the line graph L(G).</p>
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<p>Dense point cloud representing the temple of Demeter in Sangri, Naxos, Greece [<a href="#B37-heritage-08-00091" class="html-bibr">37</a>].</p>
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<p>Triangular mesh created from the dense point cloud of Demeter’s temple. (<b>a</b>) Area where gaps are formed in the mesh. (<b>b</b>) Area with a solid surface without gaps. (<b>c</b>) Area with gaps and other errors that create texture in the mesh.</p>
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<p>The density (<b>a</b>) and distribution (<b>b</b>) of the real data sparse point cloud.</p>
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<p>The density (<b>a</b>) and distribution (<b>b</b>) of the real data dense point cloud.</p>
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<p>Visualization of the finite edges on the triangular mesh surface of the Temple of Demeter’s facade. (<b>a</b>,<b>b</b>) Regions where the detected finite edges are densely concentrated in specific sections of the mesh. (<b>c</b>) Region exhibiting a high density of finite edges, primarily due to surface anomalies.</p>
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<p>Visualization of line segments in the dense point cloud of the Temple of Demeter’s facade. (<b>a</b>,<b>b</b>) Regions where the line segments are densely concentrated in sections of the mesh. (<b>c</b>) Region exhibiting many line segments, primarily due to surface anomalies.</p>
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<p>Visualization of the final 3D edges of Demeter’s temple. (<b>a</b>,<b>b</b>) Regions where the detected edges accurately represent the temple’s geometry, (<b>c</b>) Region with some wrong detected edges. The numbers indicate different sections on the temple: (1) horizontal geison, (2) architrave, (3a) upper section of the pillar, (3b) lower section of the pillar, (4) stylobate and (5) foundation.</p>
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<p>The final 3D edge is detected in segments before processing the triangular mesh.</p>
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<p>The final 3D edge is detected along its entire length after processing the triangular mesh.</p>
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13 pages, 2712 KiB  
Article
Polyphenol–Inorganic Sulfate Complex-Enriched Straightening Shampoo for Reinforcing and Restoring Reduced Hair Integrity
by Tae Min Kim, Heung Jin Bae and Sung Young Park
Biomimetics 2025, 10(3), 132; https://doi.org/10.3390/biomimetics10030132 - 22 Feb 2025
Viewed by 297
Abstract
Conventional hair-straightening methods that use chemical treatments to break disulfide bonds cause severe damage to the hair shaft, leading to weakened hair that is prone to reverting to its curly form in high humidity. Therefore, a unique haircare coating technology is required to [...] Read more.
Conventional hair-straightening methods that use chemical treatments to break disulfide bonds cause severe damage to the hair shaft, leading to weakened hair that is prone to reverting to its curly form in high humidity. Therefore, a unique haircare coating technology is required to protect hair integrity and provide a long-lasting straightening effect. Herein, we designed a hair-straightening technology by integrating a nature-inspired polyphenol–inorganic sulfate (PIS) redox agent into formulated shampoo, which achieves a desirable straightening effect through sulfate-induced disulfide breakage while preserving hair integrity through a polyphenol-reinforced structure. The interaction between polyphenols and residual thiols from the straightening process maintained a long-lasting straight hair structure and hair strength. Ellman’s assay showed a lower free thiol content from reductant-induced damaged keratin in PIS shampoo-treated hair than in sulfate-treated hair as the polyphenol–thiol bond was formed through the Michael addition reaction, thereby restoring the natural structure of the hair and enhancing its mechanical properties. Owing to the polyphenol coating, PIS shampoo-treated hair exhibited an antistatic effect and high hydrophobicity, indicating healthy hair. Furthermore, the polyphenol coating effectively scavenged radical oxygen species (ROS) in the hair, thereby improving damage protection. Thus, PIS shampoo offers an alternative approach for effective hair straightening. Full article
(This article belongs to the Special Issue Biomimicry and Functional Materials: 4th Edition)
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<p>Schematic illustration of the effect of polyphenol–inorganic sulfate (PIS) shampoo on hair-straightening and integrity maintenance.</p>
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<p>(<b>a</b>) Dynamic light scattering (DLS) measurement, (<b>b</b>) UV-Vis spectra, (<b>c</b>) FTIR spectra, and (<b>d</b>) thermal gravimetric analysis (TGA) measurement of PIS nanoparticles. A: DDW, B: sodium sulfate (SS), C: green tea leaf extract (GTLE)–DOPA, D: PIS mixture.</p>
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<p>(<b>a</b>) Atomic force microscopy images, (<b>b</b>) water contact angle measurement, and (<b>c</b>) source meter resistance measurement of PIS-coated Si wafer. A: bare Si wafer, B: SS-coated Si wafer, C: GTLE–DOPA-coated Si wafer, D: PIS-coated Si wafer.</p>
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<p>(<b>a</b>) Image of the actual hair-straightening effect of PIS nanoparticles and (<b>b</b>) Ellman’s assay using 5,5′-dithio-bis-(2-nitrobenzoic acid) (DTNB) to measure the amount of free thiol in the hair (indicated by TNB concentration quantified by absorbance measured at 412 nm). A: DDW, B: sodium sulfate (SS), C: green tea leaf extract (GTLE)–DOPA, D: PIS mixture.</p>
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<p>(<b>a</b>) 2,2-diphenyl-1-picrylhydrazyl (DPPH) assay, (<b>b</b>) superoxide dismutase (SOD) assay, (<b>c</b>) reactive oxygen species (ROS) cell staining assay, (<b>d</b>) live–dead staining assay, and (<b>e</b>) MTT assay of PIS nanoparticles. A: DDW, B: sodium sulfate (SS), C: green tea leaf extract (GTLE)–DOPA, D: PIS mixture.</p>
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<p>(<b>a</b>) Image showing the straightening effect on curly hair before and after treatment with PIS shampoo, (<b>b</b>) hydrophobicity test on the hair surface, (<b>c</b>) tensile strain test, and (<b>d</b>) Ellman’s assay of PIS shampoo-treated hair. S-A: only shampoo, S-B: shampoo + SS, S-C: shampoo + GTLE–DOPA, and S-D: PIS shampoo.</p>
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<p>(<b>a</b>) Scanning electron microscopy (SEM) images and (<b>b</b>) antistatic test of PIS shampoo-treated hair. S-A: only shampoo, S-B: shampoo + SS, S-C: shampoo + GTLE–DOPA, and S-D: PIS shampoo.</p>
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28 pages, 20581 KiB  
Article
A Semi-Trailer Path Planning Method Considering the Surrounding Traffic Conditions and Vehicle Roll Stability
by Haochuan Zhang, Zhigen Nie and Yufeng Lian
Appl. Sci. 2025, 15(5), 2353; https://doi.org/10.3390/app15052353 - 22 Feb 2025
Viewed by 293
Abstract
Path planning for intelligent semi-trailers encounters numerous challenges in complex traffic conditions. Serious consequences, such as vehicle rollover, may occur when the traffic conditions change. Therefore, it is vital to consider both the surrounding dynamic traffic conditions and the vehicle’s roll stability during [...] Read more.
Path planning for intelligent semi-trailers encounters numerous challenges in complex traffic conditions. Serious consequences, such as vehicle rollover, may occur when the traffic conditions change. Therefore, it is vital to consider both the surrounding dynamic traffic conditions and the vehicle’s roll stability during the lane-changing process of intelligent semi-trailers. We propose an innovative path-planning method tailored for intelligent semi-trailers. This path-planning method is designed for semi-trailers on straight-road alignments. Firstly, we employ a fuzzy inference system to process information about surrounding traffic, make lane-changing decisions, and determine the starting point. Secondly, the lane-changing path is generated using a B-spline curve. Subsequently, we apply a particle swarm optimization algorithm to enhance the B-spline curve. Thirdly, we utilize a Transformer model to analyze the nonlinear relationships among information about surrounding traffic, vehicle information, and the roll stability of the intelligent semi-trailer. We establish the roll stability boundary for the vehicle. Finally, we design a multi-objective cost function to select the optimal path. The simulation results demonstrate that the proposed method dynamically adapts the planned path to variations in driving parameters, ensuring trackability while reducing the steering angle, lateral acceleration, and yaw rate. This approach meets the roll stability requirements of intelligent semi-trailers, significantly enhances their stability during lane changing, and provides robust support for safe and efficient operation. Full article
(This article belongs to the Section Transportation and Future Mobility)
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<p>Hierarchical lane-changing decision framework for intelligent semi-trailers.</p>
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<p>Inference surface.</p>
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<p>Membership functions.</p>
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<p>Allowed distance of lane changing.</p>
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<p>Path generation based on B-spline curve.</p>
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<p>Process of particle updating.</p>
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<p>Structure of Transformer.</p>
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<p>Computational procedure of self-attention.</p>
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<p>Computational procedure of multi-head attention.</p>
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<p>Comparison of predicted vs. true LTR values in Transformer training.</p>
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<p>Illustration of the co-simulation experiments.</p>
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<p>Comparison of the results of case study 1: (<b>a</b>) path tracking, (<b>b</b>) LTR, (<b>c</b>) steering angle, (<b>d</b>) yaw rate, and (<b>e</b>) lateral acceleration.</p>
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<p>Comparison of the results of case study 2: (<b>a</b>) path tracking, (<b>b</b>) LTR, (<b>c</b>) steering angle, (<b>d</b>) yaw rate, and (<b>e</b>) lateral acceleration.</p>
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<p>Comparison of the results of case study 3: (<b>a</b>) path tracking, (<b>b</b>) LTR, (<b>c</b>) steering angle, (<b>d</b>) yaw rate, and (<b>e</b>) lateral acceleration.</p>
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<p>Comparison of the results of case study 4: (<b>a</b>) path tracking, (<b>b</b>) LTR, (<b>c</b>) steering angle, (<b>d</b>) yaw rate, and (<b>e</b>) lateral acceleration.</p>
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