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A Review of Cutting-Edge Sensor Technologies for Improved Flood Monitoring and Damage Assessment. 用于改进洪水监测和损失评估的尖端传感器技术综述。
IF 3.4 3区 综合性期刊 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-11-04 DOI: 10.3390/s24217090
Yixin Tao, Bingwei Tian, Basanta Raj Adhikari, Qi Zuo, Xiaolong Luo, Baofeng Di

Floods are the most destructive, widespread, and frequent natural hazards. The extent of flood events is accelerating in the context of climate change, where flood management and disaster mitigation remain important long-term issues. Different studies have been utilizing data and images from various types of sensors for mapping, assessment, forecasting, early warning, rescue, and other disaster prevention and mitigation activities before, during, and after floods, including flash floods, coastal floods, and urban floods. These monitoring processes evolved from early ground-based observations relying on in situ sensors to high-precision, high-resolution, and high-coverage monitoring by airborne and remote sensing sensors. In this study, we have analyzed the different kinds of sensors from the literature review, case studies, and other methods to explore the development history of flood sensors and the driving role of floods in different countries. It is found that there is a trend towards the integration of flood sensors with artificial intelligence, and their state-of-the-art determines the effectiveness of local flood management to a large extent. This study helps to improve the efficiency of flood monitoring advancement and flood responses as it explores the different types of sensors and their effectiveness.

洪水是破坏性最大、范围最广、频率最高的自然灾害。在气候变化的背景下,洪水事件的范围正在加速扩大,洪水管理和减灾仍然是重要的长期问题。不同的研究一直在利用各类传感器提供的数据和图像,在洪水(包括山洪、沿海洪水和城市洪水)发生之前、期间和之后进行测绘、评估、预报、预警、救援和其他防灾减灾活动。这些监测过程从早期依赖原地传感器的地面观测发展到机载和遥感传感器的高精度、高分辨率和高覆盖率监测。在本研究中,我们通过文献综述、案例研究等方法对不同种类的传感器进行了分析,探讨了洪水传感器的发展历程以及在不同国家洪水中的驱动作用。研究发现,洪水传感器与人工智能的结合是大势所趋,其先进程度在很大程度上决定了当地洪水管理的效果。本研究探讨了不同类型的传感器及其有效性,有助于提高洪水监测进展和洪水响应的效率。
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引用次数: 0
Modeling of Static Stress Identification Using Electromechanical Impedance of Embedded Piezoelectric Plate. 利用嵌入式压电板的机电阻抗建立静态应力识别模型
IF 3.4 3区 综合性期刊 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-11-04 DOI: 10.3390/s24217096
Xianfeng Wang, Hui Liu, Guoxiong Liu, Dan Xu

Working stress is an important indicator reflecting the health status of structures. Passive-monitoring technology using the piezoelectric effect can effectively monitor the dynamic stress of structures. However, under static loads, the charge generated by the piezoelectric devices can only be preserved when the external circuit impedance is infinitely large, which means passive-monitoring techniques are unable to monitor static and quasi-static stress caused by slow-changing actions. In current studies, experimental observations have shown that the impedance characteristics of piezoelectric devices are affected by external static loads, yet the underlying mechanisms remain inadequately explained. This is because the impedance characteristics of piezoelectric devices are actually dynamic characteristics under alternating voltage. Most existing impedance analysis models are based on linear elastic dynamics. Within this framework, the impact of static stress on dynamic characteristics, including impedance characteristics, cannot be addressed. Accounting for static stress in impedance modeling is a challenging problem. In this study, the static stress applied on an embedded piezoelectric plate is abstracted as the initial stress of the piezoelectric plate. Based on nonlinear elastic dynamic governing equations, using the displacement method, an impedance analysis model of an embedded piezoelectric plate considering initial stress is established and verified through a fundamental experiment and a finite element analysis. Based on this, the explicit analytical relation between initial stress and impedance characterizations is provided, the mechanism of the effect of initial stress on the impedance characterizations is revealed, and procedures to identify static stress using impedance characterizations is proposed. Moreover, the sensitivities of the impedance characterizations in response to the initial stress are thoroughly discussed. This study mainly provides a theoretical basis for monitoring static stress using the electromechanical impedance of an embedded piezoelectric plate. And the results of the present study can help with the performance prediction and design optimization of piezoelectric-based static stress sensors.

工作应力是反映结构健康状况的重要指标。利用压电效应的无源监测技术可以有效监测结构的动态应力。然而,在静态负载下,只有当外电路阻抗无限大时,压电器件产生的电荷才能保存下来,这意味着被动监测技术无法监测由缓慢变化的动作引起的静态和准静态应力。在目前的研究中,实验观察表明压电器件的阻抗特性会受到外部静态负载的影响,但其基本机制仍未得到充分解释。这是因为压电器件的阻抗特性实际上是交流电压下的动态特性。现有的阻抗分析模型大多基于线性弹性动力学。在此框架内,静态应力对动态特性(包括阻抗特性)的影响无法得到解决。在阻抗建模中考虑静应力是一个具有挑战性的问题。在本研究中,施加在嵌入式压电板上的静态应力被抽象为压电板的初始应力。基于非线性弹性动态控制方程,使用位移法,建立了考虑初始应力的嵌入式压电板阻抗分析模型,并通过基本实验和有限元分析进行了验证。在此基础上,提供了初始应力与阻抗特性之间的明确分析关系,揭示了初始应力对阻抗特性的影响机制,并提出了利用阻抗特性识别静态应力的程序。此外,还深入讨论了阻抗表征对初始应力的敏感性。本研究主要为利用嵌入式压电板的机电阻抗监测静态应力提供了理论依据。本研究的结果有助于基于压电的静态应力传感器的性能预测和设计优化。
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引用次数: 0
A Study of the Effect of Temperature on the Capacitance Characteristics of a Metal-μhemisphere Resonant Gyroscope. 温度对金属-μ半球谐振陀螺仪电容特性的影响研究
IF 3.4 3区 综合性期刊 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-11-04 DOI: 10.3390/s24217088
Xiangxian Yao, Hui Zhao, Zhong Su, Xibing Gu, Sirui Chu

Metal-μhemispherical resonant gyros (M-μHRGs) are widely used in highly dynamic navigation systems in extreme environments due to their high accuracy and structural stability. However, the effect of temperature variations on the capacitance characteristics of M-μHRGs has not been fully investigated, which is crucial for optimizing the performance of the gyro. This study aims to systematically analyze the effect of temperature on the static and dynamic capacitances of M-μHRGs. In this study, an M-μHRG structure based on a 16-tooth metal oscillator is designed, and conducted simulation experiments using non-contact capacitance measurement method and COMSOL Multiphysics 6.2 finite element simulation software in the temperature range of 233.15 K to 343.15 K. The modeling analysis of the static capacitance takes into account the thermal expansion effect, and the results show that static capacitance remains stable across the measured temperature range, with minimal effect from temperature. The dynamic capacitance exhibits significant nonlinear variations under different temperature conditions, especially in the two end temperature intervals (below 273.15 K and above 313.15 K), where the capacitance values show local extremes and fluctuations. In order to capture this nonlinear behavior, the experimental data were smoothed and fitted using the LOESS method, revealing a complex trend of the capacitance variation with temperature. The results show that the M-μHRG has good capacitance stability in the mid-temperature range, but its dynamic performance is significantly affected at extreme temperatures. This study provides a theoretical reference for the optimal design of M-μHRGs in high- and low-temperature environments.

金属-μ半球谐振陀螺(M-μHRG)因其高精度和结构稳定性而广泛应用于极端环境下的高动态导航系统。然而,温度变化对 M-μHRG 电容特性的影响尚未得到充分研究,而这对优化陀螺性能至关重要。本研究旨在系统分析温度对 M-μHRG 静态和动态电容的影响。本研究设计了一种基于 16 齿金属振子的 M-μHRG 结构,并使用非接触电容测量方法和 COMSOL Multiphysics 6.2 有限元仿真软件在 233.15 K 至 343.15 K 的温度范围内进行了仿真实验。动态电容在不同温度条件下表现出明显的非线性变化,尤其是在两个末端温度区间(低于 273.15 K 和高于 313.15 K),电容值出现局部极端值和波动。为了捕捉这种非线性行为,使用 LOESS 方法对实验数据进行了平滑和拟合,揭示了电容随温度变化的复杂趋势。结果表明,M-μHRG 在中温范围内具有良好的电容稳定性,但在极端温度下,其动态性能会受到明显影响。这项研究为高低温环境下 M-μHRG 的优化设计提供了理论参考。
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引用次数: 0
Evaluating Alternative Registration Planes in Imageless, Computer-Assisted Navigation Systems for Direct Anterior Total Hip Arthroplasty. 评估用于直接前方全髋关节置换术的无图像计算机辅助导航系统中的替代注册平面。
IF 3.4 3区 综合性期刊 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-11-04 DOI: 10.3390/s24217092
John E Farey, Yuan Chai, Joshua Xu, Vincent Maes, Ameneh Sadeghpour, Neri A Baker, Jonathan M Vigdorchik, William L Walter

(1) Background: Imageless computer navigation systems have the potential to improve the accuracy of acetabular cup position in total hip arthroplasty (THA). Popular imageless navigation methods include locating the patient in a three-dimensional space (registration method) while using a baseline to angle the acetabular cup (reference plane). This study aims to compare the accuracy of different methods for determining postoperative acetabular cup positioning in THA via the direct anterior approach. (2) Methods: Fifty-one participants were recruited. Optical and inertial sensor imageless navigation systems were used simultaneously with three combinations of registration methods and reference planes: the anterior pelvic plane (APP), the anterior superior iliac spine (ASIS) and the table tilt (TT) method. Postoperative acetabular cup position, inclination, and anteversion were assessed using CT scans. (3) Results: For inclination, the mean absolute error (MAE) was lower using the TT method (2.4° ± 1.7°) compared to the ASIS (2.8° ± 1.7°, p = 0.17) and APP method (3.7° ± 2.1°, p < 0.001). For anteversion, the MAE was significantly lower for the TT method (2.4° ± 1.8°) in contrast to the ASIS (3.9° ± 3.2°, p = 0.005) and APP method (9.1° ± 6.2°, p < 0.001). (4) Conclusion: A functional reference plane is superior to an anatomic reference plane to accurately measure intraoperative acetabular cup inclination and anteversion in THA using inertial imageless navigation systems.

(1) 背景:无图像计算机导航系统有望提高全髋关节置换术(THA)中髋臼杯位置的准确性。流行的无图像导航方法包括在三维空间中定位患者(注册方法),同时使用基线来确定髋臼杯的角度(参考平面)。本研究旨在比较不同方法在通过直接前方入路进行的 THA 中确定术后髋臼杯定位的准确性。(2)方法:招募了 51 名参与者。同时使用光学和惯性传感器无图像导航系统,并结合三种注册方法和参考平面:骨盆前平面(APP)、髂前上棘(ASIS)和台面倾斜(TT)法。使用 CT 扫描评估术后髋臼杯的位置、倾斜度和前倾角。(3)结果:在倾斜度方面,TT 法(2.4° ± 1.7°)的平均绝对误差(MAE)低于 ASIS 法(2.8° ± 1.7°,P = 0.17)和 APP 法(3.7° ± 2.1°,P < 0.001)。在前内翻方面,TT 方法(2.4° ± 1.8°)的 MAE 明显低于 ASIS 方法(3.9° ± 3.2°,p = 0.005)和 APP 方法(9.1° ± 6.2°,p < 0.001)。(4) 结论:在使用无图像惯性导航系统的 THA 中,功能参考平面优于解剖参考平面,可准确测量术中髋臼杯的倾斜度和前倾角。
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引用次数: 0
Steady-State Visual Evoked Potential-Based Brain-Computer Interface System for Enhanced Human Activity Monitoring and Assessment. 基于稳态视觉诱发电位的脑机接口系统,用于增强人类活动监测和评估。
IF 3.4 3区 综合性期刊 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-11-03 DOI: 10.3390/s24217084
Yuankun Chen, Xiyu Shi, Varuna De Silva, Safak Dogan

Advances in brain-computer interfaces (BCIs) have enabled direct and functional connections between human brains and computing systems. Recent developments in artificial intelligence have also significantly improved the ability to detect brain activity patterns. In particular, using steady-state visual evoked potentials (SSVEPs) in BCIs has enabled noticeable advances in human activity monitoring and identification. However, the lack of publicly available electroencephalogram (EEG) datasets has limited the development of SSVEP-based BCI systems (SSVEP-BCIs) for human activity monitoring and assisted living. This study aims to provide an open-access multicategory EEG dataset created under the SSVEP-BCI paradigm, with participants performing forward, backward, left, and right movements to simulate directional control commands in a virtual environment developed in Unity. The purpose of these actions is to explore how the brain responds to visual stimuli of control commands. An SSVEP-BCI system is proposed to enable hands-free control of a virtual target in the virtual environment allowing participants to maneuver the virtual target using only their brain activity. This work demonstrates the feasibility of using SSVEP-BCIs in human activity monitoring and assessment. The preliminary experiment results indicate the effectiveness of the developed system with high accuracy, successfully classifying 89.88% of brainwave activity.

脑机接口(BCI)技术的进步实现了人脑与计算机系统之间的直接功能连接。人工智能的最新发展也大大提高了检测大脑活动模式的能力。特别是在 BCI 中使用稳态视觉诱发电位(SSVEP),使人类活动监测和识别取得了显著进步。然而,由于缺乏公开可用的脑电图(EEG)数据集,限制了用于人类活动监测和辅助生活的基于稳态视觉诱发电位的生物识别(BCI)系统(SSVEP-BCI)的发展。本研究旨在提供一个在 SSVEP-BCI 范式下创建的开放访问多类别脑电图数据集,参与者在 Unity 开发的虚拟环境中执行向前、向后、向左和向右运动,模拟方向控制指令。这些动作的目的是探索大脑如何对控制指令的视觉刺激做出反应。我们提出了一种 SSVEP-BCI 系统,用于在虚拟环境中实现对虚拟目标的免提控制,让参与者仅使用大脑活动就能操纵虚拟目标。这项工作证明了在人类活动监测和评估中使用 SSVEP-BCI 的可行性。初步实验结果表明了所开发系统的有效性和高准确性,成功地对 89.88% 的脑电波活动进行了分类。
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引用次数: 0
Development and Design of an Online Quality Inspection System for Electric Car Seats. 电动汽车座椅在线质量检测系统的开发与设计。
IF 3.4 3区 综合性期刊 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-11-03 DOI: 10.3390/s24217085
Fangjie Wei, Dongqiang Wang, Xi Zhang

As the market share of electric vehicles continues to rise, consumer demands for comfort within the vehicle interior have also increased. The noise generated by electric seats during operation has become one of the primary sources of in-cabin noise. However, the offline detection methods for electric seat noise severely limit production capacity. To address this issue, this paper presents an online quality inspection system for automotive electric seats, developed using LabVIEW. This system is capable of simultaneously detecting both the noise and electrical functions of electric seats, thereby resolving problems associated with multiple detection processes and low integration levels that affect production efficiency on the assembly line. The system employs NI boards (9250 + 9182) to collect noise data, while communication between LabVIEW and the Programmable Logic Controller (PLC) allows for programmed control of the seat motor to gather motor current. Additionally, a supervisory computer was developed to process the collected data, which includes generating frequency and time-domain graphs, conducting data analysis and evaluation, and performing database queries. By being co-located with the production line, the system features a highly integrated hardware and software design that facilitates the online synchronous detection of noise performance and electrical functions in automotive electric seats, effectively streamlining the detection process and enhancing overall integration. Practical verification results indicate that the system improves the production line cycle time by 34.84%, enabling rapid and accurate identification of non-conforming items in the seat motor, with a detection time of less than 86 s, thereby meeting the quality inspection needs for automotive electric seats.

随着电动汽车市场份额的不断增加,消费者对车内舒适度的要求也随之提高。电动座椅在运行过程中产生的噪音已成为车内噪音的主要来源之一。然而,电动座椅噪声的离线检测方法严重限制了生产能力。为解决这一问题,本文介绍了使用 LabVIEW 开发的汽车电动座椅在线质量检测系统。该系统能够同时检测电动座椅的噪声和电气功能,从而解决了多个检测流程和集成度低等影响装配线生产效率的问题。该系统采用 NI 电路板(9250 + 9182)来收集噪声数据,同时 LabVIEW 与可编程逻辑控制器 (PLC) 之间的通信允许对座椅电机进行编程控制,以收集电机电流。此外,还开发了一台监控计算机来处理收集到的数据,包括生成频率和时域图、进行数据分析和评估以及执行数据库查询。该系统与生产线同处一地,采用高度集成的硬件和软件设计,便于对汽车电动座椅的噪声性能和电气功能进行在线同步检测,有效简化了检测流程,提高了整体集成度。实际验证结果表明,该系统将生产线周期时间提高了 34.84%,能够快速准确地识别座椅电机中的不合格项目,检测时间小于 86 秒,从而满足了汽车电动座椅的质量检测需求。
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引用次数: 0
Towards the Development of an Optical Biosensor for the Detection of Human Blood for Forensic Analysis. 开发用于法医分析的人体血液检测光学生物传感器。
IF 3.4 3区 综合性期刊 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-11-03 DOI: 10.3390/s24217081
Hayley Costanzo, Maxine den Hartog, James Gooch, Nunzianda Frascione

Blood is a common biological fluid in forensic investigations, offering significant evidential value. Currently employed presumptive blood tests often lack specificity and are sample destructive, which can compromise downstream analysis. Within this study, the development of an optical biosensor for detecting human red blood cells (RBCs) has been explored to address such limitations. Aptamer-based biosensors, termed aptasensors, offer a promising alternative due to their high specificity and affinity for target analytes. Aptamers are short, single-stranded DNA or RNA sequences that form stable three-dimensional structures, allowing them to bind to specific targets selectively. A nanoflare design has been employed within this work, consisting of a quenching gold nanoparticle (AuNP), DNA aptamer sequences, and complementary fluorophore-labelled flares operating through a fluorescence resonance energy transfer (FRET) mechanism. In the presence of RBCs, the aptamer-flare complex is disrupted, restoring fluorescence and indicating the presence of blood. Two aptamers, N1 and BB1, with a demonstrated binding affinity to RBCs, were selected for inclusion within the nanoflare. This study aimed to optimise three features of the design: aptamer conjugation to AuNPs, aptamer hybridisation to complementary flares, and flare displacement in the presence of RBCs. Fluorescence restoration was achieved with both the N1 and BB1 nanoflares, demonstrating the potential for a functional biosensor to be utilised within the forensic workflow. It is hoped that introducing such an aptasensor could enhance the forensic workflow. This aptasensor could replace current tests with a specific and sensitive reagent that can be used for real-time detection, improving the standard of forensic blood analysis.

血液是法医调查中常见的生物液体,具有重要的证据价值。目前使用的推定血液检测往往缺乏特异性,而且会破坏样本,影响下游分析。在这项研究中,我们探索开发了一种用于检测人类红细胞(RBC)的光学生物传感器,以解决这些局限性。基于适配体的生物传感器被称为 "适配体传感器",由于其对目标分析物具有高度的特异性和亲和性,因此是一种很有前途的替代方法。适配体是短的单链 DNA 或 RNA 序列,可形成稳定的三维结构,使其能够选择性地与特定目标结合。这项研究采用了一种纳米耀斑设计,由淬火金纳米粒子(AuNP)、DNA适配体序列和互补荧光团标记的耀斑组成,通过荧光共振能量转移(FRET)机制运行。在有红细胞存在的情况下,适配体-耀斑复合物会被破坏,从而恢复荧光并显示血液的存在。N1 和 BB1 这两种适配体与红细胞的结合亲和力已得到证实,因此被选入纳米荧光团中。本研究旨在优化设计的三个特征:与 AuNPs 的适配体连接、与互补耀斑的适配体杂交以及在有红细胞存在时耀斑的位移。N1 和 BB1 纳米耀斑都实现了荧光恢复,证明了在法医工作流程中使用功能性生物传感器的潜力。希望引入这种适配传感器能改进法医工作流程。这种感应器可以用一种特异而灵敏的试剂取代目前的检测方法,用于实时检测,从而提高法医血液分析的标准。
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引用次数: 0
Age-Related Influence on Static and Dynamic Balance Abilities: An Inertial Measurement Unit-Based Evaluation. 年龄对静态和动态平衡能力的影响:基于惯性测量单元的评估。
IF 3.4 3区 综合性期刊 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-11-03 DOI: 10.3390/s24217078
Tzu-Tung Lin, Lin-Yen Cheng, Chien-Cheng Chen, Wei-Ren Pan, Yin-Keat Tan, Szu-Fu Chen, Fu-Cheng Wang

Balance control, a complex sensorimotor skill, declines with age. Assessing balance is crucial for identifying fall risk and implementing interventions in the older population. This study aimed to measure age-dependent changes in static and dynamic balance using inertial measurement units in a clinical setting. This study included 82 healthy participants aged 20-85 years. For the dynamic balance test, participants stood on a horizontally swaying balance board. For the static balance test, they stood on one leg. Inertial measurement units attached to their bodies recorded kinematic data, with average absolute angular velocities assessing balance capabilities. In the dynamic test, the younger participants had smaller average absolute angular velocities in most body parts than those of the middle-aged and older groups, with no significant differences between the middle-aged and older groups. Conversely, in the single-leg stance tests, the young and middle-aged groups outperformed the older group, with no significant differences between the young and middle-aged groups. Thus, dynamic and static balance decline at different stages with age. These results highlight the complementary role of inertial measurement unit-based evaluation in understanding the effect of age on postural control mechanisms, offering valuable insights for tailoring rehabilitation protocols in clinical settings.

平衡控制是一种复杂的感觉运动技能,会随着年龄的增长而下降。评估平衡对于识别老年人跌倒风险和实施干预措施至关重要。本研究的目的是在临床环境中使用惯性测量单元测量静态和动态平衡随年龄的变化。这项研究包括 82 名年龄在 20-85 岁之间的健康参与者。在动态平衡测试中,参与者站在水平摇摆的平衡板上。在静态平衡测试中,他们单腿站立。连接在他们身体上的惯性测量单元记录运动数据,以平均绝对角速度评估平衡能力。在动态测试中,年轻参与者身体大部分部位的平均绝对角速度小于中年组和老年组,中年组和老年组之间没有明显差异。相反,在单腿站立测试中,年轻组和中年组的表现优于老年组,年轻组和中年组之间没有显著差异。因此,随着年龄的增长,动态平衡和静态平衡会在不同阶段出现下降。这些结果凸显了基于惯性测量单元的评估在了解年龄对姿势控制机制的影响方面的互补作用,为在临床环境中定制康复方案提供了宝贵的见解。
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引用次数: 0
Local-Global Feature Adaptive Fusion Network for Building Crack Detection. 用于建筑物裂缝检测的局部-全局特征自适应融合网络
IF 3.4 3区 综合性期刊 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-11-03 DOI: 10.3390/s24217076
Yibin He, Zhengrong Yuan, Xinhong Xia, Bo Yang, Huiting Wu, Wei Fu, Wenxuan Yao

Cracks represent one of the most common types of damage in building structures and it is crucial to detect cracks in a timely manner to maintain the safety of the buildings. In general, tiny cracks require focusing on local detail information while complex long cracks and cracks similar to the background require more global features for detection. Therefore, it is necessary for crack detection to effectively integrate local and global information. Focusing on this, a local-global feature adaptive fusion network (LGFAF-Net) is proposed. Specifically, we introduce the VMamba encoder as the global feature extraction branch to capture global long-range dependencies. To enhance the ability of the network to acquire detailed information, the residual network is added as another local feature extraction branch, forming a dual-encoding network to enhance the performance of crack detection. In addition, a multi-feature adaptive fusion (MFAF) module is proposed to integrate local and global features from different branches and facilitate representative feature learning. Furthermore, we propose a building exterior wall crack dataset (BEWC) captured by unmanned aerial vehicles (UAVs) to evaluate the performance of the proposed method used to identify wall cracks. Other widely used public crack datasets are also utilized to verify the generalization of the method. Extensive experiments performed on three crack datasets demonstrate the effectiveness and superiority of the proposed method.

裂缝是建筑结构中最常见的损坏类型之一,及时检测裂缝对于维护建筑物的安全至关重要。一般来说,微小的裂缝需要关注局部细节信息,而复杂的长裂缝和与背景相似的裂缝则需要更多的全局特征来检测。因此,裂缝检测需要有效地整合局部和全局信息。有鉴于此,我们提出了一种局部-全局特征自适应融合网络(LGFAF-Net)。具体来说,我们引入了 VMamba 编码器作为全局特征提取分支,以捕捉全局长距离依赖关系。为了增强网络获取详细信息的能力,我们添加了残差网络作为另一个局部特征提取分支,形成了一个双编码网络,以提高裂纹检测的性能。此外,我们还提出了多特征自适应融合(MFAF)模块,以整合来自不同分支的局部和全局特征,促进代表性特征学习。此外,我们还提出了一个由无人机(UAV)捕获的建筑外墙裂缝数据集(BEWC),以评估用于识别墙体裂缝的拟议方法的性能。此外,还利用其他广泛使用的公共裂缝数据集来验证该方法的通用性。在三个裂缝数据集上进行的大量实验证明了所提方法的有效性和优越性。
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引用次数: 0
Underwater Wireless Communications. 水下无线通信。
IF 3.4 3区 综合性期刊 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-11-03 DOI: 10.3390/s24217075
Hamada Esmaiel, Haixin Sun

Effective underwater wireless communications (UWCs) are essential for a variety of military and civil applications, such as submarine communication and discovery of new natural resources in the underwater environment [...].

有效的水下无线通信(UWCs)对于各种军事和民用应用至关重要,例如水下通信和在水下环境中发现新的自然资源[...]。
{"title":"Underwater Wireless Communications.","authors":"Hamada Esmaiel, Haixin Sun","doi":"10.3390/s24217075","DOIUrl":"https://doi.org/10.3390/s24217075","url":null,"abstract":"<p><p>Effective underwater wireless communications (UWCs) are essential for a variety of military and civil applications, such as submarine communication and discovery of new natural resources in the underwater environment [...].</p>","PeriodicalId":21698,"journal":{"name":"Sensors","volume":"24 21","pages":""},"PeriodicalIF":3.4,"publicationDate":"2024-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11548051/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142627694","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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