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Search Results (2,761)

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14 pages, 680 KB  
Article
Preparing Nursing Students for Obstetric Emergencies: Effects of High-Fidelity Simulation on Knowledge, Confidence and Learning
by Marta Fernández Idiago, Juan Francisco Velarde-García, Oscar Arrogante, Ignacio Zaragoza-García, Beatriz Álvarez-Embarba, Victor Fernández-Alonso and Leticia López-Pedraza
Nurs. Rep. 2026, 16(4), 137; https://doi.org/10.3390/nursrep16040137 - 14 Apr 2026
Abstract
Background: Emergency obstetric situations require rapid clinical decision-making, technical competence, and emotional preparedness to ensure safe and compassionate care for both mother and newborn. However, nursing students often have limited opportunities to experience such high-risk, low-frequency events during clinical placements. Simulation-based education has [...] Read more.
Background: Emergency obstetric situations require rapid clinical decision-making, technical competence, and emotional preparedness to ensure safe and compassionate care for both mother and newborn. However, nursing students often have limited opportunities to experience such high-risk, low-frequency events during clinical placements. Simulation-based education has emerged as an effective strategy to prepare future nurses for caring in emergency contexts, allowing them to develop both technical and non-technical skills in a safe learning environment. This study aimed to evaluate the effects of a high-fidelity obstetric emergency simulation program on nursing students’ knowledge, perceived safety, and learning experience. Methods: A mixed-methods design was employed, combining a quasi-experimental pretest–posttest assessment without a control group and qualitative analysis of open-ended reflections. Eighty-two third-year nursing students participated in two simulation sessions addressing obstetric emergencies such as breech birth, shoulder dystocia, out-of-hospital delivery, eclampsia, postpartum hemorrhage, and maternal cardiac arrest. Data were collected using validated instruments measuring knowledge, perceived safety, and satisfaction and self-confidence in learning, and were analyzed using Wilcoxon signed-rank tests and thematic analysis. Results: Significant improvements were observed in specific knowledge areas related to complex obstetric maneuvers and in their perceived safety when managing emergency situations (p < 0.001, r > 0.40). Participants reported high levels of satisfaction and confidence in learning. Qualitative findings highlighted increased emotional preparedness, improved clinical reasoning, and recognition of the importance of teamwork and reflective debriefing in emergency care contexts. Conclusions: High-fidelity simulation appears to be an effective educational strategy for preparing nursing students to provide safe and confident care in obstetric emergencies. Integrating simulation into nursing curricula can strengthen both technical competence and the emotional readiness required for caring in urgent and high-pressure clinical situations. Full article
24 pages, 2803 KB  
Article
Dynamic Trajectory Tracking and Autonomous Berthing Control of a Container Ship Based on Four-Quadrant Hydrodynamics
by Chen-Wei Chen, Jiahao Yin, Jialin Lu, Chin-Yin Chen, Ningmin Yan and Zhuo Feng
J. Mar. Sci. Eng. 2026, 14(8), 724; https://doi.org/10.3390/jmse14080724 - 14 Apr 2026
Abstract
To address the strongly nonlinear hydrodynamic coupling and complex maneuvering challenges encountered by large ships during berthing operations in restricted waters, this paper proposes a high-precision autonomous berthing control system incorporating four-quadrant propeller hydrodynamics. Based on an improved Mathematical Maneuvering Group (MMG) framework, [...] Read more.
To address the strongly nonlinear hydrodynamic coupling and complex maneuvering challenges encountered by large ships during berthing operations in restricted waters, this paper proposes a high-precision autonomous berthing control system incorporating four-quadrant propeller hydrodynamics. Based on an improved Mathematical Maneuvering Group (MMG) framework, a three-degree-of-freedom (3-DOF) dynamic model is established to accurately capture the transient thrust and torque mappings of the propeller over all four quadrants. A dynamic line-of-sight (LOS) guidance system with a nonlinearly decaying acceptance radius is tightly coupled with PD/PI controllers to coordinate and regulate the rudder angle and propeller rotational speed. The numerical solver was rigorously validated against turning-test data for the S-175 container ship, with the errors of the key parameters all controlled within 15%. Subsequently, under the environmental conditions of Yangshan Port, full-condition path-planning and berthing simulations were conducted for the novel B-573 container ship under steady-current disturbances with multiple intensity levels (0 to 1.5 m/s) and multiple flow directions. Quantitative evaluation shows that, under the highly challenging current condition of 1.0 m/s, the dynamic corrective mechanism effectively drives the global mean absolute error (MAE) to converge to 85.50 m, representing a 62% statistical reduction relative to the transient peak value. In addition, a parameter sensitivity analysis based on the cumulative cross-track error confirms that, when subject to variations in the underlying hydrodynamic parameters, the proposed system can suppress fluctuations in trajectory error to a very low level, thereby demonstrating a certain degree of control robustness. During the terminal berthing stage, the vessel smoothly completed an extreme deceleration from an initial speed of 6.4 m/s to a full stop within 588 s, while constraining the maximum astern rotational speed to −2 rps and seamlessly passing through all four propeller quadrants. The results confirm that the proposed autopilot framework possesses a certain degree of engineering feasibility in complex maritime environments. Full article
(This article belongs to the Special Issue Advanced Modeling and Intelligent Control of Marine Vehicles)
17 pages, 2737 KB  
Article
Dynamic Characteristics and Feedforward Control Methods of Magnetic Bearing Flywheels Under Moving Base Conditions
by Yuan Zeng, Peng Xiao and Jingbo Wei
Appl. Sci. 2026, 16(8), 3789; https://doi.org/10.3390/app16083789 - 13 Apr 2026
Abstract
Magnetic bearing flywheels, characterized by frictionless operation and long service life, are increasingly recognized as promising actuators for spacecraft attitude control. Understanding their dynamic behavior under moving-base conditions is therefore essential. In this study, the Lagrange method is employed to derive the dynamic [...] Read more.
Magnetic bearing flywheels, characterized by frictionless operation and long service life, are increasingly recognized as promising actuators for spacecraft attitude control. Understanding their dynamic behavior under moving-base conditions is therefore essential. In this study, the Lagrange method is employed to derive the dynamic equations of a magnetic-bearing flywheel subject to base motion. By incorporating the dynamics of electromagnetic bearings, a unified electromechanical-dynamic control model is established. Simulations are conducted to examine the system’s response during rapid maneuvers, with a focus on the effects of base moment of inertia, rotor speed, and maneuver angular rate on flywheel performance. Based on the analysis, a feedforward compensation strategy utilizing the angular acceleration of the moving base is proposed to suppress the influence of base motion. Simulation results validate the effectiveness of the proposed method, offering technical support for the future application of magnetically levitated flywheels in ultra-stable, fast-maneuvering satellites. Full article
(This article belongs to the Special Issue Advanced Design and Control Methods for Magnetic Levitation Systems)
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32 pages, 1671 KB  
Article
A CFD-in-the-Loop Control Simulation and Parameter Optimization Framework for Large-Angle Yaw Maneuvers of AUVs
by Daiyu Zhang, Ning Wang, Fangfang Hu, Zhenwei Liu, Chaoming Bao and Qian Liu
J. Mar. Sci. Eng. 2026, 14(8), 716; https://doi.org/10.3390/jmse14080716 - 13 Apr 2026
Abstract
For AUVs operating under large-rudder-angle yaw maneuvering conditions, linearized hydrodynamic-derivative models often fail to accurately capture strongly nonlinear flow effects, and the applicability of control parameters becomes limited. To address these issues, this paper proposes a CFD-in-the-loop control simulation and parameter optimization framework [...] Read more.
For AUVs operating under large-rudder-angle yaw maneuvering conditions, linearized hydrodynamic-derivative models often fail to accurately capture strongly nonlinear flow effects, and the applicability of control parameters becomes limited. To address these issues, this paper proposes a CFD-in-the-loop control simulation and parameter optimization framework for large-rudder-angle yaw maneuvers. Based on a coupled hull–propeller–rudder solution method, an unsteady CFD motion simulation model is developed that simultaneously accounts for propeller wake, rudder inflow, and hull-flow interaction, thereby enabling a strongly coupled solution of flow-field evolution and the six-degree-of-freedom motion of the vehicle. On this basis, a CFD-in-the-loop closed-loop control simulation framework is established by integrating the controller, actuator dynamic model, virtual sensors, and CFD motion simulation module into a unified framework, thereby realizing closed-loop computation of control input, flow response, motion update, and state feedback. Furthermore, under the same controller structure and parameter settings, the large-rudder-angle yaw responses predicted by the linearized hydrodynamic-derivative model and the CFD-in-the-loop simulation framework are compared and analyzed. This comparison reveals the dependence of control parameters on the underlying dynamic model and highlights their limited applicability under strongly nonlinear operating conditions. Finally, to address the high computational cost of CFD-in-the-loop simulations, a surrogate-model-based control parameter optimization method is developed to improve parameter tuning efficiency and enhance closed-loop control performance. The results show that the proposed CFD-in-the-loop control simulation framework can effectively characterize the nonlinear hydrodynamic effects arising during large-rudder-angle maneuvers, and provides a more physically consistent basis for control parameter optimization, analysis, and design. Full article
(This article belongs to the Special Issue Overall Design of Underwater Vehicles)
14 pages, 636 KB  
Article
Association Between Chin-Tuck-Generated Force and Sarcopenia in Community-Dwelling Older Adults: A Cross-Sectional Study
by Naoto Kamide, Takeshi Murakami, Takuya Sawada, Masataka Ando and Miki Sakamoto
Healthcare 2026, 14(8), 1018; https://doi.org/10.3390/healthcare14081018 - 13 Apr 2026
Abstract
Background: Although swallowing-related muscle function has been implicated in sarcopenia, the association between swallowing-related cervical muscle function and sarcopenia has not been thoroughly examined. The aim of this study was to investigate this association in community-dwelling older adults. Methods: This cross-sectional [...] Read more.
Background: Although swallowing-related muscle function has been implicated in sarcopenia, the association between swallowing-related cervical muscle function and sarcopenia has not been thoroughly examined. The aim of this study was to investigate this association in community-dwelling older adults. Methods: This cross-sectional study included 390 community-dwelling adults aged ≥65 years. Sarcopenia was defined as the concurrent presence of low handgrip strength and low appendicular skeletal muscle mass. The force generated during the chin-tuck maneuver (chin-tuck force) was measured using a dynamometer to indicate swallowing-related cervical muscle function. Tongue pressure and oral diadochokinesis were measured as indicators of swallowing-related muscle function. Potential confounders included body mass index, comorbidities, number of medications, functional capacity, timed up-and-go test and trail-making test times. Results: In logistic regression analyses adjusted for age and sex, chin-tuck force was found to have a statistically significant association with sarcopenia; greater force correlated inversely with sarcopenia (odds ratio = 0.59, p < 0.001). Receiver operating characteristic curve analysis demonstrated acceptable discriminative ability of chin-tuck force for identifying sarcopenia (area under the curve (AUC) = 0.82, 95% confidence interval (CI): 0.72–0.90), which was significantly higher than that for tongue pressure (AUC = 0.62, 95% CI: 0.50–0.74; p < 0.01). Conclusions: Among swallowing-related muscle functions, reduced chin-tuck force may be associated with sarcopenia in older adults. Future studies should investigate targeted assessments and interventions focused on improving swallowing-related cervical muscle function as a potential strategy for sarcopenia prevention. Full article
(This article belongs to the Section Public Health and Preventive Medicine)
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15 pages, 837 KB  
Article
Postoperative Outcomes of Transaxillary First Rib Resection with Anterior Scalenotomy for Thoracic Outlet Syndrome: An Ambispective Multimodal Cohort Study
by Thrasyvoulos Michos, Anastasia Roumpaki, Emmanouil I. Kapetanakis, Petros Michos, Ioannis Gakidis, Christos Chantziantoniou, Aikaterini Kotroni, Ioanna Vlachou, Asterios Kanakis, Vicenzo Castilletti, Chara Tzavara, George Babis, Periklis Tomos and Spiros Pneumaticos
Medicina 2026, 62(4), 735; https://doi.org/10.3390/medicina62040735 - 12 Apr 2026
Viewed by 77
Abstract
Background and Objectives: This study aimed to evaluate postoperative outcomes following transaxillary first rib resection with concomitant anterior scalenotomy (Roos procedure) for Thoracic Outlet Syndrome, using an ambispective design with a standardized two-year multimodal follow-up in a prospectively observed subgroup. Materials and [...] Read more.
Background and Objectives: This study aimed to evaluate postoperative outcomes following transaxillary first rib resection with concomitant anterior scalenotomy (Roos procedure) for Thoracic Outlet Syndrome, using an ambispective design with a standardized two-year multimodal follow-up in a prospectively observed subgroup. Materials and Methods: This ambispective observational cohort study included 32 patients (87.5% women; mean age, 33.8 years) who underwent transaxillary first rib resection with anterior scalenotomy for Thoracic Outlet Syndrome. Of these, seven patients comprised the retrospective cohort, having undergone surgery between 2017 and 2019, while the remaining 25 patients were enrolled prospectively and underwent surgery from 2020 onwards. Patients were classified as having neurogenic, vascular (arterial or venous), or mixed Thoracic Outlet Syndrome. Retrospective data were obtained from medical records, while prospectively treated patients were followed according to a predefined postoperative protocol. Longitudinal changes in clinical outcomes were analyzed using mixed linear and logistic regression models. Results: All analyzed symptoms improved after surgery (p < 0.05), with a significant reduction in upper limb edema over time (OR = 0.44, p = 0.002). The prevalence of positive provocative tests decreased notably across all maneuvers postoperatively. Pathological color duplex ultrasound findings of the upper limb vessels resolved almost completely during follow-up. Patient-reported outcome measures (CBSQ, DASH, and BPI) demonstrated meaningful postoperative improvement with sustained benefits over time. Electrophysiological evaluation revealed notable improvement in median sensory and motor nerve conduction parameters. Conclusions: Transaxillary first rib resection with anterior scalenotomy appears to improve clinical, functional, and objective outcomes in patients with Thoracic Outlet Syndrome; however, findings should be interpreted with caution due to the ambispective design, small sample size, and cohort heterogeneity, and require confirmation in larger prospective studies. Full article
(This article belongs to the Special Issue Advances and Challenges in Skeletal Diseases)
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43 pages, 4238 KB  
Article
Observability and Information Bounds in UUV Relative Navigation from Range-Rate
by Łukasz Marchel
Appl. Sci. 2026, 16(8), 3758; https://doi.org/10.3390/app16083758 - 11 Apr 2026
Viewed by 154
Abstract
In this paper, we investigate the relative navigation of two underwater vehicles in a leader–follower configuration when the only available inter-vehicle acoustic measurement is Doppler-derived range-rate, i.e., the rate of change in range, with no direct range measurement. We show that, in this [...] Read more.
In this paper, we investigate the relative navigation of two underwater vehicles in a leader–follower configuration when the only available inter-vehicle acoustic measurement is Doppler-derived range-rate, i.e., the rate of change in range, with no direct range measurement. We show that, in this setting, estimation performance depends critically on motion geometry: under unfavorable configurations and overly “radial” relative motion, some uncertainty components cannot be effectively reduced, and the available information decays rapidly as the separation increases. We propose a practical, quantitative approach to assessing these effects over time, based on information measures computed in a sliding time window and the corresponding theoretical accuracy bounds. Building on this, we construct information maps for representative maneuvers that highlight regions of “good” and “poor” geometry and explain when and why the estimator loses stability. We complement Monte Carlo simulation results with a reinforcement learning experiment in which a control policy learns to both maintain the formation and generate maneuvers that improve estimation conditions in the Doppler-only regime. The results demonstrate that motion control explicitly accounting for trajectory informativeness can significantly increase task success compared with control strategies that ignore these limitations. Full article
22 pages, 908 KB  
Review
Exploring Recent Maritime Research on AIS-Based Ship Behavior Analysis and Modeling
by Anila Duka, Houxiang Zhang, Pero Vidan and Guoyuan Li
J. Mar. Sci. Eng. 2026, 14(8), 712; https://doi.org/10.3390/jmse14080712 - 11 Apr 2026
Viewed by 113
Abstract
Automatic Identification System (AIS) data provide valuable insights into ship behavior, supporting maritime safety, situational awareness, and operational efficiency capabilities that are increasingly required for autonomous ship functions and harbor maneuvering assistance. This review synthesizes recent research on AIS-based ship behavior analysis and [...] Read more.
Automatic Identification System (AIS) data provide valuable insights into ship behavior, supporting maritime safety, situational awareness, and operational efficiency capabilities that are increasingly required for autonomous ship functions and harbor maneuvering assistance. This review synthesizes recent research on AIS-based ship behavior analysis and modeling published between 2022 and 2024 using a structured literature search and screening process informed by PRISMA principles. The review presents a five-stage workflow, spanning data processing, data analysis, knowledge extraction, modeling, and runtime applications with emphasis on how these stages contribute to perception, prediction, and decision support in automated navigation. Four dimensions are considered in data analysis, including statistical analysis, safety indicators, situational awareness, and anomaly detection. The modeling approaches are categorized into classification, regression, and optimization, highlighting current limitations such as data quality, algorithmic transparency, and real-time performance, while also assessing runtime feasibility for onboard or edge deployment. Three runtime application directions are identified: autonomous vessel functions, remote monitoring and control operations, and onboard decision-support tools, with numerous studies focusing on constrained waterways and port-approach scenarios. Future directions suggest integrating multi-source data and advancing machine learning models to improve robustness in complex traffic and harbor environments. By linking theoretical insights with practical onboard needs, this study provides guidance for developing intelligent, adaptive, and safety-enhancing maritime systems. Full article
(This article belongs to the Special Issue Autonomous Ship and Harbor Maneuvering: Modeling and Control)
20 pages, 1117 KB  
Article
Safety Maneuvering Envelope for Towed Line Arrays Under Steady-State Conditions
by Zhibo Wang and Qikun Li
Oceans 2026, 7(2), 34; https://doi.org/10.3390/oceans7020034 - 10 Apr 2026
Viewed by 117
Abstract
To ensure safe and stable operation of towed array systems in complex marine environments, the concept of a Safe Maneuvering Envelope (SME) for towing maneuvers is proposed based on flexible cable dynamics theory. The dynamic equations of the towed array are established using [...] Read more.
To ensure safe and stable operation of towed array systems in complex marine environments, the concept of a Safe Maneuvering Envelope (SME) for towing maneuvers is proposed based on flexible cable dynamics theory. The dynamic equations of the towed array are established using the Lumped Mass Method. Using diving depth and breaking tension as boundaries, array configuration data sets are calculated for combinations of main cable outer diameter, vessel speed, and deployed cable length. Mapping relationships between vessel speed, cable deployment length, diving depth, and breaking strength are presented to construct the maneuvering safety envelope. This envelope defines the operational range where the array meets design maneuverability criteria. The safety envelope concept provides quantitative operational guidelines for towed array systems and offers crucial theoretical foundations and methodological support for safe system design and risk assessment. Full article
23 pages, 4566 KB  
Article
Sequential Convex Trajectory Planning for Space-Debris Conjunction Mitigation in Satellite Formations
by Michał Błażejczyk and Paweł Zagórski
Appl. Sci. 2026, 16(8), 3707; https://doi.org/10.3390/app16083707 - 10 Apr 2026
Viewed by 205
Abstract
The growing density of space debris in Low Earth Orbit poses significant risks to Distributed Space Systems (DSSs), where multiple satellites operate in close proximity. Conventional single-satellite collision avoidance maneuvers do not account for internal formation safety and may induce secondary conjunction risks. [...] Read more.
The growing density of space debris in Low Earth Orbit poses significant risks to Distributed Space Systems (DSSs), where multiple satellites operate in close proximity. Conventional single-satellite collision avoidance maneuvers do not account for internal formation safety and may induce secondary conjunction risks. This work presents a formation-level trajectory optimization framework for short-term conjunction mitigation that jointly addresses external debris avoidance and inter-satellite collision prevention. The proposed Space-Debris Evasion with Internal-Collision-Avoidance (SDEICA) method formulates the problem as a sequential convex programming scheme. A probabilistic debris keep-out region is modeled as an elliptical collision tube derived from the relative position covariance at the Time of Closest Approach (TCA) and convexified via tangent-plane approximation. Internal safety constraints are incorporated through successive linearization of inter-satellite separation conditions. The framework is evaluated on 1197 conjunction scenarios derived from ESA Collision-Avoidance Challenge data for a three-satellite formation. Results demonstrate a systematic reduction in the probability of collision below the operational threshold of 105 in all cases, within numerical tolerance, eliminating intersatellite distance violations, maintaining bounded formation deviation, and requiring only moderate control effort. The median computational time is 17.12 s per scenario. These findings indicate that sequential convex optimization provides a practical approach for coordinated, fuel-efficient collision avoidance in satellite formations operating in increasingly congested orbital environments. Full article
(This article belongs to the Section Aerospace Science and Engineering)
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24 pages, 1262 KB  
Article
Combined Factors Influencing the Severity of Elderly-Pedestrian Crashes in Local Areas of Korea Using Classification and Regression Trees and Sensitivity Analysis
by Dong-youn Lee and Ho-jun Yoo
Standards 2026, 6(2), 15; https://doi.org/10.3390/standards6020015 - 10 Apr 2026
Viewed by 108
Abstract
This study investigated injury severity in 18,528 police-reported vehicle-to-pedestrian crashes involving elderly pedestrians in legally classified local areas of South Korea during 2012–2021. Injury severity was coded into four ordered categories: fatal, serious, minor, and reported injury. To stabilize scenario extraction from a [...] Read more.
This study investigated injury severity in 18,528 police-reported vehicle-to-pedestrian crashes involving elderly pedestrians in legally classified local areas of South Korea during 2012–2021. Injury severity was coded into four ordered categories: fatal, serious, minor, and reported injury. To stabilize scenario extraction from a categorical crash database, an integrated screening workflow was applied, including near-zero-variance filtering, redundancy control among overlapping roadway encodings, representative-variable selection within redundant groups, and chi-square association checks. Classification and regression tree (CART) modeling was then used to identify rule-based combinations of environmental, roadway, driver, pedestrian, and vehicle factors associated with elevated severity, while tree complexity was controlled through cost-complexity pruning and 10-fold cross-validation. A scenario-based sensitivity analysis was further conducted to evaluate counterfactual shifts in severity distributions under targeted control of key conditions within representative high-risk scenarios. The results showed that severe outcomes were concentrated in stacked-risk combinations rather than in single factors alone. A dominant pathway involved nighttime conditions combined with maneuver-related driving contexts and speeding-related violations. High-fatality scenarios persisted even when speed-related predictors were excluded, underscoring the roles of nighttime exposure, visibility limitations, conflict-prone roadway settings, heavy-vehicle involvement, and pedestrian exposure behaviors. The proposed framework translates administrative crash records into concise, operationally interpretable scenarios and intervention-relevant evidence for local-area safety. Full article
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21 pages, 31800 KB  
Article
Automatic Detection of Specific Arrival Procedures Using Clustering and Knowledge-Based Filtering
by Ji Ma, Yuan Liu, Hong-Yan Zhang, Ruo-Shi Yang and Daniel Delahaye
Aerospace 2026, 13(4), 351; https://doi.org/10.3390/aerospace13040351 - 9 Apr 2026
Viewed by 104
Abstract
The precise identification of terminal area arrival procedures is crucial for airspace planning, traffic management, and safety analysis. Traditional methods are limited in automatically detecting specific procedural maneuvers from large amounts of trajectory data. This paper proposes a methodology with knowledge-based filtering to [...] Read more.
The precise identification of terminal area arrival procedures is crucial for airspace planning, traffic management, and safety analysis. Traditional methods are limited in automatically detecting specific procedural maneuvers from large amounts of trajectory data. This paper proposes a methodology with knowledge-based filtering to automatically identify three common air traffic control arrival procedures, namely Point Merge System, Vector for Space, and Trombone, from historical trajectory data. After clustering the landing trajectories in the terminal area, we identify the predominant flight patterns. Then, a knowledge-based filtering algorithm, designed based on knowledge of the procedure and geometry criteria, is employed to precisely extract trajectories with different procedure patterns. Experimental results demonstrate that this method effectively identifies the distinct procedural trajectories. An in-depth analysis of the extracted trajectories reveals significant characteristics and differences in their spatial distribution, trajectory structure, and operational efficiency. This work provides data-driven decision support for evaluating terminal area operational performance and arrival procedures. Full article
(This article belongs to the Section Air Traffic and Transportation)
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57 pages, 7447 KB  
Review
Dynamic Response of the Towing System for Different Seabed Topography Conditions
by Dapeng Zhang, Shengqing Zeng, Kefan Yang, Keqi Yang, Jingdong Shi, Sixing Guo, Yixuan Zeng and Keqiang Zhu
J. Mar. Sci. Eng. 2026, 14(8), 696; https://doi.org/10.3390/jmse14080696 - 8 Apr 2026
Viewed by 205
Abstract
The safe and efficient operation of deep-sea towing systems is heavily governed by the highly nonlinear dynamic interaction between the flexible towing cable and complex seabed topographies. While existing studies accurately predict cable dynamics in mid-water or over flat seabeds, the transient responses—such [...] Read more.
The safe and efficient operation of deep-sea towing systems is heavily governed by the highly nonlinear dynamic interaction between the flexible towing cable and complex seabed topographies. While existing studies accurately predict cable dynamics in mid-water or over flat seabeds, the transient responses—such as local stress concentrations and extreme tension fluctuations—induced by discontinuous topographies (e.g., stepped or 3D irregular seabeds) remain inadequately quantified. In this study, we develop an advanced 3D dynamic numerical model combining the lumped-mass finite element formulation with a modified non-linear penalty-based seabed-contact mechanics algorithm. This framework systematically evaluates the tension distribution, bending curvature, and spatial configuration shifts in the cable during the touchdown and detachment phases across inclined, stepped, and 3D seabeds. Quantitative validation against established benchmarks demonstrates robust accuracy. Results indicate that steeper seabed inclinations linearly reduce detachment time but exponentially amplify initial contact tension. Over-stepped terrains, “point-to-line” transient collisions trigger sudden tension spikes exceeding steady-state values by up to 45%. Furthermore, 3D irregular seabeds induce severe multi-directional spatial deformations, precipitating destructive whiplash effects at high towing speeds (e.g., V > 2.2 m/s). These findings provide critical physical insights and a quantitative reference for optimizing tugboat maneuvering strategies and designing fatigue-resistant cables in complex sub-sea environments. Full article
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17 pages, 4587 KB  
Article
Design of a Sensor–Actuator Integrated Flexible Pectoral Fin for Bioinspired Manta Robots
by Minhui Zhang, Jiarun Hou, Kangkang Li, Lei Gong, Jiaxing Guo, Yonghui Cao, Guang Pan and Yong Cao
J. Mar. Sci. Eng. 2026, 14(8), 693; https://doi.org/10.3390/jmse14080693 - 8 Apr 2026
Viewed by 177
Abstract
To meet the practical application requirements of underwater biomimetic robots, this paper presents the design of a flexible pectoral fin with integrated sensing and actuation capabilities, based on a “material-structure-function” integrated approach. The sensor film is embedded into the pectoral fin via an [...] Read more.
To meet the practical application requirements of underwater biomimetic robots, this paper presents the design of a flexible pectoral fin with integrated sensing and actuation capabilities, based on a “material-structure-function” integrated approach. The sensor film is embedded into the pectoral fin via an embedded cast-molding method, ensuring synchronized deformation and long-term cyclic stability. Experimental results demonstrate that the integrated pectoral fin can accurately perceive its own bending deformation and external environmental disturbances, enabling corresponding obstacle avoidance maneuvers in a manta robot prototype. This design strategy endows the manta robot with environmental adaptability for real-world applications and offers a novel paradigm for the intelligent design of other underwater equipment. Full article
(This article belongs to the Section Ocean Engineering)
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24 pages, 627 KB  
Article
Vehicle-Conditional Split-Conformal Calibration for Risk-Budgeted Sub-Second Proxy-Triggered Vehicle Instability Warnings from Past-Only Sensor Slices
by Jinzhe Yang, Jianzheng Liu, Kai Tian, Yier Lin and Junxia Zhang
Sensors 2026, 26(8), 2302; https://doi.org/10.3390/s26082302 - 8 Apr 2026
Viewed by 165
Abstract
Emergency maneuvers can drive vehicles into severe instability regimes within sub-second time scales, motivating last-moment warning interfaces with auditable false-alarm budgets. We study a proxy-triggered imminent-recognition setting: given a 0.1 s past-only slice of onboard signals, decide whether a conservative physics-defined instability proxy [...] Read more.
Emergency maneuvers can drive vehicles into severe instability regimes within sub-second time scales, motivating last-moment warning interfaces with auditable false-alarm budgets. We study a proxy-triggered imminent-recognition setting: given a 0.1 s past-only slice of onboard signals, decide whether a conservative physics-defined instability proxy will trigger within the next τ=0.2 s. The contribution is, therefore, a calibrated warning for a safety-relevant surrogate event, not a claim of predicting crashes or true instability outcomes directly. Because the corpus is terminal-phase aligned, the default causal monitor (w=d=0.1 s, k=2) is warnable on only 18.3% of event runs; we, therefore, report run-level effectiveness both overall and conditional on warnability. We learn a lightweight hazard scorer and convert its scores into an operator-facing alarm rule via split-conformal calibration on held-out negative slices, exposing a slice-level false-alarm budget α with finite-sample, one-sided control of the marginal slice-level false positive rate (FPR) on exchangeable negatives. To address fleet heterogeneity, we additionally calibrate vehicle-conditioned (Mondrian) thresholds, enabling per-vehicle risk budgeting without retraining separate models. On the held-out test split at τ=0.2 s, the scorer achieves AUPRC 0.251 against a base rate of 0.638%, AUROC 0.986, and ECE 0.034. After calibration at α=5%, realized slice-level FPR concentrates near the prescribed budget while slice-level TPR on imminent positives remains high (≈0.982). We explicitly separate this slice-level guarantee from empirical run-level metrics such as FARrun, EWR on warnable runs, and lead time, and we report dependence and shift diagnostics to delineate where the guarantee may degrade. The reported μ-sensitivity analyses concern run-level descriptor perturbation and omission rather than validation of a within-run friction estimator with temporal lag. The result is a transparent, risk-budgeted monitoring primitive for last-moment vehicle-stability warning under clearly stated exchangeability assumptions. Full article
(This article belongs to the Section Vehicular Sensing)
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