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Study of Millimeter-Wave Fuze Echo Characteristics under Rainfall Conditions Using the Monte Carlo Method 使用蒙特卡洛方法研究降雨条件下毫米波引信的回波特性
Q1 Mathematics Pub Date : 2024-09-17 DOI: 10.3390/app14188352
Bing Yang, Zhe Guo, Kaiwei Wu, Zhonghua Huang
Due to the similarity in wavelength between millimeter-wave (MMW) signals and raindrop diameters, rainfall induces significant attenuation and scattering effects that challenge the detection performance of MMW fuzes in rainy environments. To enhance the adaptability of frequency-modulated MMW fuzes in such conditions, the effects of rain on MMW signal attenuation and scattering are investigated. A mathematical model for the multipath echo signals of the fuze was developed. The Monte Carlo method was employed to simulate echo signals considering multiple scattering, and experimental validations were conducted. The results from simulations and experiments revealed that rainfall increases the bottom noise of the echo signal, with rain backscatter noise predominantly affecting the lower end of the echo signal spectrum. However, rain conditions below torrential levels did not significantly impact the detection of strong reflection targets at the high end of the spectrum. The modeling approach and findings presented offer theoretical support for designing MMW fuzes with improved environmental adaptability.
由于毫米波(MMW)信号与雨滴直径之间的波长相似,降雨会产生显著的衰减和散射效应,从而对毫米波引信在多雨环境中的探测性能提出挑战。为了提高频率调制型毫米波引信在这种条件下的适应性,研究了降雨对毫米波信号衰减和散射的影响。建立了引信多径回波信号的数学模型。采用蒙特卡罗方法模拟了考虑到多重散射的回波信号,并进行了实验验证。模拟和实验结果表明,降雨会增加回波信号的底噪,雨水反向散射噪声主要影响回波信号频谱的低端。然而,低于暴雨量级的降雨条件并不会对频谱高端的强反射目标的探测产生重大影响。所介绍的建模方法和研究结果为设计具有更强环境适应性的毫米波引信提供了理论支持。
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引用次数: 0
Reviewing the Phenomenon of Antimicrobial Resistance in Hospital and Municipal Wastewaters: The Crisis, the Challenges and Mitigation Methods 回顾医院和市政污水中的抗菌剂耐药性现象:危机、挑战与缓解方法
Q1 Mathematics Pub Date : 2024-09-17 DOI: 10.3390/app14188358
Nazim Hasan, Embar Prasanna Kannan, Othman Hakami, Abdullah Ali Alamri, Judy Gopal, Manikandan Muthu
Antibiotic resistance is a major crisis that the modern world is confronting. This review highlights the abundance of different types of antibiotic resistance genes (ARGs) in two major reservoirs in the environment, namely hospital and municipal wastewater, which is an unforeseen threat to human lives across the globe. The review helps understand the current state of affairs and the whereabouts on the dissemination of ARGs in both these environments. The various traditional wastewater treatment methods, such as chlorination and UV treatment, and modern methods, such as electrochemical oxidation, are discussed, and the gaps in these technologies are highlighted. The need for the development of newer techniques for wastewater treatment with enhanced efficiency is urgently underscored. Nanomaterial applications for ARG removal were observed to be less explored. This has been discussed, and prospective nanomaterials and nanocomposites for these applications are proposed.
抗生素耐药性是现代世界面临的一大危机。本综述强调了不同类型的抗生素耐药性基因(ARGs)在医院和城市污水这两大环境中的大量存在,这对全球人类的生命构成了不可预见的威胁。本综述有助于了解这两种环境中 ARGs 的现状和传播情况。文中讨论了各种传统的废水处理方法(如氯化和紫外线处理)和现代方法(如电化学氧化),并强调了这些技术的差距。亟需开发更新的废水处理技术来提高效率。据观察,纳米材料在去除 ARG 方面的应用探索较少。对此进行了讨论,并提出了用于这些应用的纳米材料和纳米复合材料的前景。
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引用次数: 0
Engagement and Brand Recall in Software Developers: An Eye-Tracking Study on Advergames 软件开发人员的参与度和品牌记忆:关于广告游戏的眼动追踪研究
Q1 Mathematics Pub Date : 2024-09-17 DOI: 10.3390/app14188360
Duygu Akcan, Murat Yilmaz, Ulaş Güleç, Hüseyin Emre Ilgın
Advergames represent a novel product placement strategy that surpasses traditional advertising methods by fostering interaction between brands and their target audiences. This study investigates the unique engagement opportunities provided by video games, focusing mainly on the ‘flow experience’, an intensified state of immersion frequently encountered by players of computer games. Such immersive experiences have the potential to significantly influence a player’s perception, offering a new avenue for advertisements to impact and engage audiences effectively. The primary objective of this research was to examine the influence of advergames on players who are deeply immersed in the gaming experience, with a specific focus on the subsequent effects on brand recognition over time. The study involved 44 software developers, who were evenly divided into two groups for the experiment. Both groups were exposed to an identical gaming environment with the task of locating a designated product within the game. However, one group interacted with an enhanced version of the game, which included additional stimuli—such as dynamic music, an engaging narrative, time constraints, a competitive leaderboard, and immersive voice acting—to intensify the gaming experience. The experiment strategically placed various products within the game, and their detectability was assessed using eye-tracking technology. Following gameplay, participants completed questionnaires that measured their experience with flow state and brand recall. The data were analyzed using the Mann–Whitney U test and correlation analysis to facilitate comparisons. The findings indicated that the product associated with the primary task achieved the highest recall rate between both groups. Furthermore, eye-tracking technology identified the areas in the game that attracted the most attention, revealing a preference for mid- and high-level placements over lower-level ones.
广告游戏是一种新颖的产品植入策略,它通过促进品牌与其目标受众之间的互动,超越了传统的广告方法。本研究调查了电子游戏提供的独特参与机会,主要侧重于 "流动体验",即电脑游戏玩家经常遇到的一种强化的沉浸状态。这种身临其境的体验有可能极大地影响玩家的感知,为广告有效地影响和吸引受众提供了新的途径。本研究的主要目的是考察广告游戏对深度沉浸于游戏体验的玩家的影响,特别关注随着时间的推移对品牌认知度的后续影响。这项研究涉及 44 名软件开发人员,他们被平均分成两组进行实验。两组人都置身于相同的游戏环境中,任务是在游戏中找到指定的产品。不过,其中一组与增强版游戏进行了互动,增强版游戏包括额外的刺激,如动态音乐、引人入胜的叙事、时间限制、竞争性排行榜和身临其境的语音表演,以强化游戏体验。实验在游戏中战略性地放置了各种产品,并使用眼动跟踪技术评估了这些产品的可探测性。游戏结束后,参与者填写了调查问卷,以测量他们对流动状态和品牌回忆的体验。数据分析采用了曼-惠特尼 U 检验和相关分析,以便于比较。结果表明,与主要任务相关的产品在两组中的回忆率最高。此外,眼动跟踪技术还确定了游戏中最吸引注意力的区域,显示出对中高级位置的偏好超过了对低级位置的偏好。
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引用次数: 0
The Difference between Traditional Magnetic Stimulation and Microcoil Stimulation: Threshold and the Electric Field Gradient 传统磁刺激与微线圈刺激的区别:阈值和电场梯度
Q1 Mathematics Pub Date : 2024-09-17 DOI: 10.3390/app14188349
Mohammed Alzahrani, Bradley J. Roth
This paper considers the threshold value of the activating function needed for stimulation in traditional magnetic stimulation and microcoil stimulation. Two analyses of excitation have been studied: spatial frequency analysis and active membrane analysis using the Hodgkin−Huxley model. The activating function depends on the spatial distribution of the electric field gradient in the active membrane analysis and the spatial frequency in the spatial frequency analysis. Both analyses show that a microcoil (tens of microns in size) has a higher threshold than a traditional coil (tens of millimeters in size) when the spatial frequency is large or the spatial extent of the activating function is small. Consequently, the stimulation threshold for a microcoil is much higher than that for a conventional coil.
本文探讨了传统磁刺激和微线圈刺激所需的激活函数阈值。研究了两种激励分析:空间频率分析和使用霍奇金-赫胥黎模型的主动膜分析。在主动膜分析中,激活函数取决于电场梯度的空间分布;在空间频率分析中,激活函数取决于空间频率。这两项分析表明,当空间频率较大或激活函数的空间范围较小时,微线圈(几十微米大小)的阈值高于传统线圈(几十毫米大小)。因此,微线圈的刺激阈值远高于传统线圈。
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引用次数: 0
Research on the Gap Effect of Circular Concrete-Filled Steel Tubes Using the Improved Cohesive Zone Model 利用改进的内聚区模型研究圆形混凝土填充钢管的间隙效应
Q1 Mathematics Pub Date : 2024-09-17 DOI: 10.3390/app14188361
Jiang Yu, Bin Gong, Chenrui Cao
Understanding the influence of gap distribution characteristics on the mechanical properties of circular concrete-filled steel tubes (CCFSTs) under bending load is important for stability and support design in engineering projects. In this study, the improved cohesive zone model considering friction was used to describe the mechanical behavior of mortar interfaces. Meanwhile, the concrete damage plastic model and isotropic elastoplastic model were applied for core concrete and steel tubes. The improved cohesive zone model has a unified potential function that governs the Mode I and Mode II failure processes of mortar interfaces to realize the mechanical interaction between concrete and steel. A smooth frictional function was utilized in the elastic stage to calculate the accurate frictional effect. Furthermore, the capability of the model in addressing unloading and reloading was verified, and the fracture energy varied accordingly during the cyclic loading. Then, the mechanical response of CCFSTs was investigated under bending loads by setting different gap sizes and angles between the gap and loading direction. The results show that under three-point bending, the equivalent plastic strains at the middle part of CCFSTs are much larger and the peak bearing forces are much lower than the other degrees when the angles between the coronal gap axis and loading direction equal 0° and 180°. In addition, the order of the peak bearing forces, from highest to lowest, is when the height of the coronal-cap gap increases from 0.0 mm to 2.5 mm, 5.0 mm, and 7.5 mm. The significant effect makes it inappropriate to ignore the weakening of the structural performance caused by coronal gaps in structural design.
了解间隙分布特征对弯曲荷载下圆形混凝土填充钢管(CCFST)力学性能的影响,对于工程项目中的稳定性和支撑设计非常重要。本研究采用考虑摩擦力的改进内聚区模型来描述砂浆界面的力学行为。同时,对核心混凝土和钢管采用了混凝土损伤塑性模型和各向同性弹塑性模型。改进后的内聚区模型具有统一的势函数,可控制砂浆界面的模式 I 和模式 II 破坏过程,从而实现混凝土与钢之间的力学相互作用。在弹性阶段利用平滑的摩擦函数来计算精确的摩擦效应。此外,还验证了模型处理卸载和重载的能力,以及在循环加载过程中断裂能量的相应变化。然后,通过设置不同的间隙大小以及间隙与加载方向之间的角度,研究了 CCFST 在弯曲荷载下的机械响应。结果表明,在三点弯曲条件下,当冠状间隙轴线与加载方向的夹角分别为 0°和 180°时,CCFST 中间部分的等效塑性应变要大得多,峰值承载力也要小得多。此外,当冠状帽间隙高度从 0.0 mm 增加到 2.5 mm、5.0 mm 和 7.5 mm 时,峰值承载力从大到小的顺序也是如此。这种明显的影响使得在结构设计中不能忽视冠状缝隙对结构性能的削弱。
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引用次数: 0
Assessment of a Portable Air Cleaning Device Performance in Eliminating Indoor Air Contaminants by Considering Particle Transport Characteristics 通过考虑粒子传输特性评估便携式空气净化设备消除室内空气污染物的性能
Q1 Mathematics Pub Date : 2024-09-17 DOI: 10.3390/app14188362
Miray Gür, Muhsin Kılıç
Human health is significantly impacted by the quality of the air in living areas. Numerous factors, such as the kind of particle, clean air delivery rate, room geometry, surface features, and thermal plume produced by people or other equipment, all have an impact on indoor particle movement. This work uses computational fluid dynamics to quantitatively examine the performance of a portable air purifier that is routinely used to improve the indoor air quality of a room. The volumetric flow rate, particle diameter, and placement of the air cleaner device were considered in the assessment of the particle transport characteristics. The temperature, velocity, and age of the air distribution in the room were computed in three-dimensional simulations, and the effectiveness of the air cleaning device (ACD) in eliminating contaminants was then investigated. Clean air delivery rate (CADR), collection efficiency, and particle concentration rate values were also computed for every case that was taken into consideration. It is found that CADR and collection efficiency values for larger particles are about 2–7% better than those for smaller particles. The collection efficiency of ACD with different operating conditions is in the range of 71% to 87%. Better collection performance parameters are observed with higher flow rates.
居住区的空气质量对人体健康有很大影响。颗粒种类、洁净空气输送率、房间几何形状、表面特征以及人或其他设备产生的热羽流等众多因素都会对室内颗粒的移动产生影响。这项研究利用计算流体动力学来定量检测便携式空气净化器的性能,该净化器通常用于改善房间的室内空气质量。在评估颗粒传输特性时,考虑了空气净化器的体积流量、颗粒直径和放置位置。通过三维模拟计算了室内空气分布的温度、速度和年龄,然后研究了空气净化装置(ACD)消除污染物的效果。此外,还计算了每种情况下的洁净空气输送率 (CADR)、收集效率和颗粒浓度值。结果发现,较大颗粒的 CADR 值和收集效率值要比较小颗粒的高出约 2-7%。在不同的运行条件下,ACD 的收集效率在 71% 到 87% 之间。流量越大,收集性能参数越好。
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引用次数: 0
GIS-Based Agricultural Land Use Favorability Assessment in the Context of Climate Change: A Case Study of the Apuseni Mountains 气候变化背景下基于地理信息系统的农业土地利用有利性评估:阿普塞尼山脉案例研究
Q1 Mathematics Pub Date : 2024-09-17 DOI: 10.3390/app14188348
Gabriela Săvan, Ioan Păcurar, Sanda Roșca, Hilda Megyesi, Ioan Fodorean, Ștefan Bilașco, Cornel Negrușier, Lucian Vasile Bara, Fiodor Filipov
With an emphasis on the effects of climate change, this study offers a thorough GIS-based assessment of land use favorability in the Apuseni Mountains. The Apuseni Mountains, a region characterized by its biodiversity and complex terrain, are increasingly vulnerable to the impacts of climate change, which threaten both natural ecosystems and human activities. The territory of 11 territorial administrative units was selected for the investigation because it shows more of an anthropogenic influence due to the migration of people to mountainous areas following the COVID-19 pandemic, which increased the amount of anthropogenic pressure in this area. Factors that describe the climate of the study area, the soil characteristics, and the morphometric characteristics of the relief were used to create a classification for the present on classes of favorability and restrictiveness for the plots of land, using a quantitative GIS model to determine the favorability of the land for the main crops and agricultural uses. The current land favorability was thus initially obtained, taking into account current temperature and precipitation values and using the SSP1-1.9, SSP1-2.6, SSP2-4.5, SSP3-7.0, and SSP5-8.5 scenarios for the 2020–2099 time frame. The results indicate a variation in the statistical classification of the land for different favorability classes, a decrease of 4.7% for the high favorability class for pastures, an estimated decrease of 4.4% for grassland, and in the case of orchards, the situation reflects a fluctuating variation. There is a decrease of 6.4% in the case of the very low favorability class according to SSP2-4.5 (in the case of reaching an average temperature of 12.7 °C and an annual precipitation of 895 mm), and in case of high and very high favorability, there is an increase in plots falling into better high favorability classes of up to 0.7%.
本研究以气候变化的影响为重点,以地理信息系统为基础,对阿普塞尼山脉的土地使用有利性进行了全面评估。阿普塞尼山脉是一个以生物多样性和复杂地形为特点的地区,越来越容易受到气候变化的影响,自然生态系统和人类活动都受到了威胁。之所以选择 11 个领土行政单位的领土作为调查对象,是因为 COVID-19 大流行后,人们向山区迁移,增加了这一地区的人为压力,从而使这一地区受到更多人为因素的影响。研究人员利用描述研究地区气候、土壤特性和地貌形态特征的因素,对当前地块的有利性和限制性进行了分类,并利用定量地理信息系统模型确定了土地对主要作物和农业用途的有利性。因此,考虑到当前的气温和降水值,并使用 2020-2099 年期间的 SSP1-1.9、SSP1-2.6、SSP2-4.5、SSP3-7.0 和 SSP5-8.5 情景,初步得出了当前的土地适宜性。结果表明,不同有利等级的土地统计分类存在差异,牧场的高有利等级减少了 4.7%,草地估计减少了 4.4%,果园的情况则反映出波动变化。根据 SSP2-4.5(平均气温达到 12.7 °C,年降水量达到 895 毫米),极低有利度等级的地块减少了 6.4%,而高有利度和极高有利度等级的地块增加了 0.7%。
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引用次数: 0
Know-How of the Effective Use of Carbon Electrodes with a through Axial Hole in the Smelting of Silicon Metal 在冶炼金属硅过程中有效使用带轴向通孔碳电极的诀窍
Q1 Mathematics Pub Date : 2024-09-17 DOI: 10.3390/app14188346
Alexandr A. Ilin, Almas S. Yerzhanov, Nikolay N. Zobnin, Nina V. Nemchinova, Victor I. Romanov
This article describes elements of the know-how of using carbon electrodes produced using the technology of molding around a rod when smelting silicon metal. Application of our know-how will dramatically increase the competitiveness of silicon metal production. Experts’ concerns regarding the use of such electrodes were that such electrodes have a through axial hole. This significantly reduces the mechanical strength of such electrodes, which can presumably lead to problems associated with the breakage of the working side of the electrode, which is immersed in the smelting space of the furnace under the charge layer. Industrial testing of such electrodes was carried out in a 30 MVA furnace of “Tau-Ken Temir” LLP. During testing, we used an approach previously developed by our team for working with a furnace in the process of smelting silicon metal. In particular, we used an interval between top treatments of about 30 min and adhered to the principles of balanced smelting, i.e., provided a balance between the intensity of the uniform supply of the charge into the furnace and the current active electrical power. Industrial testing carried out over four weeks confirmed the stability of the operation of cheaper carbon electrodes with a through axial hole. The recovery of silicon into finished products was also improved to 88–89% and the specific energy consumption was reduced to 11.2–12.1 MWh/t of silicon metal from the initial value 14,752 MWh/t. Thus, we received additional evidence for the effectiveness of our approach in furnace operating compared to an approach based on the ultimate provision of gas and permeability of the furnace top due to excessively intense processing of the top and an uncontrolled, uneven supply of charge to the furnace.
本文介绍了在冶炼金属硅时使用围绕棒成型技术生产的碳电极的专业技术要点。应用我们的专有技术将大大提高金属硅生产的竞争力。专家们对使用这种电极的担忧是,这种电极有一个轴向通孔。这大大降低了此类电极的机械强度,可能会导致电极工作面破损的问题,因为电极工作面浸没在炉子的熔炼空间中,位于炉料层之下。我们在 "Tau-Ken Temir "有限责任公司的 30 MVA 熔炉中对这种电极进行了工业测试。在测试过程中,我们采用了我们团队之前开发的一种方法,用于熔炼金属硅过程中的熔炉。特别是,我们采用了顶部处理间隔时间约为 30 分钟的方法,并坚持平衡冶炼原则,即在向熔炉均匀供应炉料的强度和当前有效电功率之间保持平衡。经过四周的工业测试,证实了带有轴向通孔的廉价碳电极的运行稳定性。成品硅的回收率也提高到了 88-89%,金属硅的比能耗从最初的 14752 兆瓦时/吨降低到了 11.2-12.1 兆瓦时/吨。因此,我们获得了更多证据,证明我们的方法与基于最终提供煤气的方法以及由于炉顶加工强度过高和炉料供应不均衡而导致的炉顶渗透性相比,在炉子运行方面更加有效。
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引用次数: 0
Spectrophotometric Determination of Biopolymers in Alabama Benchmark Soils 分光光度法测定阿拉巴马州基准土壤中的生物聚合物
Q1 Mathematics Pub Date : 2024-09-17 DOI: 10.3390/app14188351
Jonathan Alunge Metuge, Erneste Havugimana, Jean Rugandirababisha, Zachary Ngewoh Senwo
Biopolymers are organic polymers synthesized by biological organisms. Cellulose, lignin, and proteins are important soil biopolymers known to bind soil particles to improve or strengthen soil structures and support agricultural productivity. In this study, we spectrophotometrically determined the amount of soil cellulose, acetyl bromide lignin, and autoclaved citrate extractable protein in soils in relation to other soil properties. Results showed acetyl bromide lignin > cellulose > autoclaved citrate extractable protein. High clay soils have relatively higher amounts of cellulose and lignin but have lower protein content. The coefficient of variation (CV) of the three biopolymers in the soils studied was autoclaved citrate extractable protein (56.8%), >cellulose (55.2%), >acetyl bromide lignin (44.7%). Pearson correlation analysis showed that soil cellulose was significantly related to cation exchange capacity (CEC), total nitrogen, soil organic matter, and available phosphorus. An increase in soil acetyl bromide lignin suggested an increase in soil organic matter and lower soil available phosphorus. Soil autoclaved citrate extractable protein was significantly correlated with extractable acidity. However, cellulose, acetyl bromide lignin, and autoclaved citrate extractable protein were not significantly correlated with permanganate oxidizable carbon (POxC), electrical conductivity (EC), and C:N ratio. We assume that the concentrations of biopolymers in soils are an intrinsic soil characteristic and contribute to general soil health and productivity.
生物聚合物是由生物有机体合成的有机聚合物。纤维素、木质素和蛋白质是重要的土壤生物聚合物,它们能结合土壤颗粒,改善或加强土壤结构,提高农业生产力。在这项研究中,我们用分光光度法测定了土壤中纤维素、乙酰溴化木质素和高压灭菌柠檬酸盐可萃取蛋白质的含量与其他土壤特性的关系。结果表明,乙酰溴木质素>纤维素>柠檬酸盐蒸压提取蛋白。高黏度土壤的纤维素和木质素含量相对较高,但蛋白质含量较低。所研究土壤中三种生物聚合物的变异系数(CV)为:高压灭菌柠檬酸提取蛋白(56.8%)>纤维素(55.2%)>乙酰溴化木质素(44.7%)。Pearson 相关性分析表明,土壤纤维素与阳离子交换容量(CEC)、全氮、土壤有机质和可利用磷有显著相关性。土壤乙酰溴木质素的增加表明土壤有机质增加,土壤可利用磷降低。土壤高压柠檬酸盐可萃取蛋白质与可萃取酸度有显著相关性。然而,纤维素、乙酰溴化木质素和高压灭菌柠檬酸盐可萃取蛋白质与高锰酸盐可氧化碳(POxC)、电导率(EC)和碳氮比没有明显的相关性。我们认为,土壤中生物聚合物的浓度是土壤的固有特征,有助于土壤的总体健康和生产力。
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引用次数: 0
SBD-Net: Incorporating Multi-Level Features for an Efficient Detection Network of Student Behavior in Smart Classrooms SBD-Net:结合多层次特征,建立高效的智能教室学生行为检测网络
Q1 Mathematics Pub Date : 2024-09-17 DOI: 10.3390/app14188357
Zhifeng Wang, Minghui Wang, Chunyan Zeng, Longlong Li
Detecting student behavior in smart classrooms is a critical area of research in educational technology that significantly enhances teaching quality and student engagement. This paper introduces an innovative approach using advanced computer vision and artificial intelligence technologies to monitor and analyze student behavior in real time. Such monitoring assists educators in adjusting their teaching strategies effectively, thereby optimizing classroom instruction. However, the application of this technology faces substantial challenges, including the variability in student sizes, the diversity of behaviors, and occlusions among students in complex classroom settings. Additionally, the uneven distribution of student behaviors presents a significant hurdle. To overcome these challenges, we propose Student Behavior Detection Network (SBD-Net), a lightweight target detection model enhanced by the Focal Modulation module for robust multi-level feature fusion, which augments feature extraction capabilities. Furthermore, the model incorporates the ESLoss function to address the imbalance in behavior sample detection effectively. The innovation continues with the Dyhead detection head, which integrates three-dimensional attention mechanisms, enhancing behavioral representation without escalating computational demands. This balance achieves both a high detection accuracy and manageable computational complexity. Empirical results from our bespoke student behavior dataset, Student Classroom Behavior (SCBehavior), demonstrate that SBD-Net achieves a mean Average Precision (mAP) of 0.824 with a low computational complexity of just 9.8 G. These figures represent a 4.3% improvement in accuracy and a 3.8% increase in recall compared to the baseline model. These advancements underscore the capability of SBD-Net to handle the skewed distribution of student behaviors and to perform high-precision detection in dynamically challenging classroom environments.
检测智能教室中的学生行为是教育技术的一个重要研究领域,可显著提高教学质量和学生参与度。本文介绍了一种利用先进的计算机视觉和人工智能技术实时监控和分析学生行为的创新方法。这种监测可协助教育工作者有效调整教学策略,从而优化课堂教学。然而,这项技术的应用面临着巨大的挑战,包括复杂教室环境中学生人数的变化、行为的多样性以及学生之间的遮挡。此外,学生行为的不均匀分布也是一大障碍。为了克服这些挑战,我们提出了学生行为检测网络(SBD-Net),这是一个轻量级目标检测模型,通过焦点调制模块进行稳健的多级特征融合,增强了特征提取能力。此外,该模型还结合了 ESLoss 函数,以有效解决行为样本检测中的不平衡问题。Dyhead 检测头是创新的延续,它集成了三维注意力机制,在不增加计算需求的情况下增强了行为代表性。这种平衡实现了高检测精度和可控的计算复杂度。我们定制的学生行为数据集--学生课堂行为(SCBehavior)--的实证结果表明,SBD-Net 的平均精确度(mAP)达到了 0.824,计算复杂度仅为 9.8 G。这些进步表明,SBD-Net 有能力处理学生行为的倾斜分布,并在具有挑战性的动态课堂环境中进行高精度检测。
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