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Advance in the pathogenesis of otitis media with effusion induced by platelet-activating factor. 血小板活化因子诱发中耳炎伴渗出的发病机制研究进展。
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-10-01 DOI: 10.1177/00368504241265171
Wei Liu, Lin Shi, Ya Feng

A non-suppurative inflammatory disease of the middle ear with middle ear effusion and conductive hearing loss is called otitis media with effusion. Poor eustachian tube function, immunological factors, viral factors, and other factors are primarily involved in its pathophysiology, which has not yet been completely understood. Several researcher scholars have recently studied platelet-activating factor and they found that platelet-activating factor is closely associated to the occurrence, development, and outcome of otitis media with effusion. Platelet-activating factor is a significant element contributing to the extension of otitis media with effusion. In order to give a reference for further investigation into the mechanism and clinical management of this illness, the research status of platelet-activating factor and otitis media with effusion during the past two decades is reviewed in this study, along with the mechanisms of otitis media with effusion leading to otitis media with effusion.

伴有中耳积液和传导性听力损失的非化脓性中耳炎称为中耳积液性中耳炎。其病理生理学主要与咽鼓管功能不良、免疫因素、病毒因素和其他因素有关,目前尚未完全清楚。最近,一些研究学者对血小板活化因子进行了研究,他们发现血小板活化因子与中耳炎伴渗出液的发生、发展和结局密切相关。血小板活化因子是导致中耳炎伴渗出扩大的重要因素。为了给进一步研究该病的机制和临床治疗提供参考,本研究回顾了近二十年来血小板活化因子与中耳炎伴渗出的研究现状,以及中耳炎伴渗出导致中耳炎伴渗出的机制。
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引用次数: 0
Dengue outbreak 2023 in Bangladesh: From a local concern to a global public health issue. 2023 年孟加拉国爆发登革热:从地方问题到全球公共卫生问题。
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-10-01 DOI: 10.1177/00368504241289462
Sumaiya Binte Reza, Md Masuk-Ur-Rahman Shoukhin, Sakif Ahamed Khan, Syed Masudur Rahman Dewan

Dengue, a viral infection transmitted by mosquitoes, has become a substantial public health issue in Bangladesh. The high population density and subtropical-tropical climate of the nation create conducive environments for the transmission of the virus. The recent increase in dengue cases in Bangladesh prompts an inquiry into the potential for the virus to progress into an epidemic manifestation. Bangladesh is prone to dengue outbreaks due to a multitude of contributing factors. To commence, the virus is endemic to tropical and subtropical regions, and climate change is contributing to the expansion of its range. Additionally, the high population density in Bangladesh amplifies the vulnerability to dengue transmission. Intimate human proximity elevates the probability of contracting mosquito stings and transmitting viruses. The escalating incidence of dengue in Bangladesh is substantiated by the growing count of documented cases. The emergence of severe dengue is a contributing aspect that raises concerns about the potential worldwide consequences of the disease. It could potentially head from Bangladesh to neighboring nations via an infected individual. There exist apprehensions due to the substantial employment of Bangladeshi laborers overseas, compounded by the presence of foreign laborers within Bangladesh. The endeavor to control dengue in Bangladesh continues to face ongoing challenges. This review addresses the complexities of dengue transmission, assesses Bangladesh's readiness for managing epidemics, analyzes risk factors associated with dengue, and suggests preventive measures to mitigate the possibility of worldwide consequences of dengue originating within the nation.

登革热是一种通过蚊子传播的病毒感染,已成为孟加拉国的一个重大公共卫生问题。该国人口密度高,亚热带-热带气候为病毒传播创造了有利环境。最近孟加拉国登革热病例的增加促使人们对该病毒发展成流行病的可能性进行调查。孟加拉国容易爆发登革热是由多种因素造成的。首先,登革热是热带和亚热带地区的地方病,而气候变化正促使其传播范围扩大。此外,孟加拉国人口密度高,更容易受到登革热传播的影响。人与人之间的亲密接触增加了被蚊子叮咬和传播病毒的可能性。记录在案的登革热病例越来越多,证明孟加拉国的登革热发病率不断上升。重症登革热的出现引起了人们对该疾病可能在全球范围内造成的后果的担忧。登革热有可能通过受感染的个人从孟加拉国传播到邻国。由于孟加拉国劳工在海外就业人数众多,再加上孟加拉国国内也有外国劳工,因此人们对登革热存在忧虑。孟加拉国控制登革热的努力仍面临持续的挑战。本综述探讨了登革热传播的复杂性,评估了孟加拉国管理流行病的准备情况,分析了与登革热相关的风险因素,并提出了预防措施,以降低登革热在孟加拉国境内引发全球后果的可能性。
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引用次数: 0
Digital economy and green transformation of regional industries: New insights from sustainability. 数字经济与地区产业的绿色转型:可持续性的新见解。
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-10-01 DOI: 10.1177/00368504241291351
Xiaoxing Wang, Jiqiang Huang, Kengcheng Zheng, Baoliu Liu

Studying the impact of the digital economy on carbon emissions in the distribution industry is of great significance for realizing sustainable development goals and coping with climate change. This study finds that increasing the level of digital economy development can reduce the carbon emission intensity of the circulation industry through fixed-effects modeling. Moreover, the effect is different in different geographic regions, and the improvement of the digital economy development level in the east and central regions can significantly reduce the carbon emission intensity of the distribution industry. The digital economy can simultaneously reduce the carbon emission intensity of the circulation industry by reducing the degree of labor factor mismatch in the circulation industry and improving the regional green innovation capacity. Therefore, in order to promote the green development of the distribution industry, it is also necessary to make efforts to improve the construction of network infrastructure, accelerate the process of research and development and cultivation of green technology, and break down the barriers of cross-regional mobility of talents.

研究数字经济对流通业碳排放的影响,对实现可持续发展目标和应对气候变化具有重要意义。本研究通过固定效应模型发现,提高数字经济发展水平可以降低流通业碳排放强度。而且,不同地域的效果不同,东部和中部地区数字经济发展水平的提高可以显著降低流通业的碳排放强度。数字经济可以通过降低流通业的劳动要素错配程度,提高区域绿色创新能力,从而同步降低流通业的碳排放强度。因此,要推动流通业的绿色发展,还需要努力完善网络基础设施建设,加快绿色技术的研发和培育进程,打破人才跨区域流动的壁垒。
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引用次数: 0
A comparison of three evolutionary algorithms for group scheduling in theme parks with multitype facilities. 比较三种进化算法对主题公园多类型设施的群体调度。
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-10-01 DOI: 10.1177/00368504241278424
Yi-Chih Hsieh, Peng-Sheng You

During the peak tourist season, large theme parks often experience a simultaneous influx of visitors, resulting in prolonged waiting times for popular attractions. This extended waiting significantly reduces tourists' satisfaction and may negatively impact their willingness to revisit the theme park. In Taiwan, schools at all levels often plan graduation trips to theme parks for their students. Students are divided into groups and must enter and exit the theme park at the same time. This article presents a new theme park problem with multitype facilities (TPP-MTF) for student groups. Based on the group's preference for theme park facilities, multitype reserved tickets with popular facilities are designed for groups, so groups do not need to wait for the reserved facilities. Since the waiting time for groups can be reduced, the theme park can also obtain ticket fees in advance and estimate the number of visitors to the theme park, so the theme park and the group can achieve a win-win situation. This article proposes a new decoding approach for a random permutation of integer sequence and embeds it into an immune-based algorithm, genetic algorithm, and particle swarm optimization algorithm to solve the TPP-MTF problem. A theme park in Taiwan was taken as an example and numerical results of the three algorithms were analyzed and compared to verify the effectiveness of the proposed algorithms.

在旅游旺季,大型主题公园往往会同时涌入大量游客,导致热门景点的等候时间延长。这种长时间的等待大大降低了游客的满意度,并可能对他们再次游览主题公园的意愿产生负面影响。在台湾,各级学校经常为学生安排主题公园毕业旅行。学生们被分成若干小组,必须同时进出主题公园。本文为学生团体提出了一个新的多类型设施主题公园问题(TPP-MTF)。根据团体对主题公园设施的偏好,为团体设计了带有热门设施的多人预约票,因此团体无需等待预约设施。由于可以减少团体的等待时间,主题公园也可以提前获得门票费用,预估主题公园的游客数量,从而实现主题公园和团体的双赢。本文提出了一种新的整数序列随机置换解码方法,并将其嵌入到基于免疫的算法、遗传算法和粒子群优化算法中来解决TPP-MTF问题。本文以台湾某主题公园为例,分析比较了三种算法的数值结果,验证了所提算法的有效性。
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引用次数: 0
How green governance empowers high-quality development: An EKC framework-based analysis of ESG and green total factor productivity. 绿色治理如何促进高质量发展:基于 EKC 框架的 ESG 和绿色全要素生产率分析。
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-10-01 DOI: 10.1177/00368504241288782
Zhe You, Dandan Chen, Chuandi Fang, Mengjie Gao, Jinhua Cheng

High-quality development represents a fundamental shift in China's economy from scale and speed to quality and efficiency. In this transition, environmental, social, and governance (ESG) practices are not only closely integrated with China's development strategy but have also become a core standard for measuring development quality. Nevertheless, research on how ESG practices specifically promote high-quality development in Chinese enterprises remains limited. Based on the environmental Kuznets curve (EKC) theory framework, this study uses data from the Huazheng ESG Index from 2009 to 2022 and employs fixed effect models, mediation effect models, and heterogeneity analysis to examine the specific impact of China's ESG practices on corporate high-quality development from multiple dimensions. The results show that there is a "U-shaped" relationship between the ESG practices of Chinese listed companies and green total factor productivity (GTFP). Initially, improving ESG practices may temporarily suppress GTFP, but as ESG levels further improve, they exhibit a significant positive impact on GTFP. Corporations significantly boost productivity by alleviating financing constraints and promoting green technological innovation, although the direct impact on technological advancement remains relatively limited. In China's western regions and industries such as manufacturing, electricity, heat, gas, and water production and supply, wholesale and retail, and information transmission, software, and information technology services, the positive effects of ESG on GTFP are particularly evident. Based on these findings, it is recommended that governments and financial institutions collaborate to promote green credit policies and increase support for the research and development of green technologies. Additionally, environmental education and resource use optimization should be strengthened, especially in industries such as agriculture, forestry, animal husbandry, and fisheries, and the exchange of ESG technologies and experiences between industries should be encouraged.

高质量发展是中国经济从规模速度型向质量效益型的根本转变。在这一转变过程中,环境、社会和治理(ESG)实践不仅与中国的发展战略紧密结合,而且已成为衡量发展质量的核心标准。然而,关于环境、社会和治理实践如何具体促进中国企业高质量发展的研究仍然有限。本研究基于环境库兹涅茨曲线(EKC)理论框架,利用华证ESG指数2009-2022年的数据,采用固定效应模型、中介效应模型和异质性分析等方法,从多个维度考察中国ESG实践对企业高质量发展的具体影响。结果表明,中国上市公司的ESG实践与绿色全要素生产率(GTFP)之间存在 "U "型关系。起初,ESG实践的改善可能会暂时抑制GTFP,但随着ESG水平的进一步提高,ESG实践对GTFP表现出显著的正向影响。企业通过缓解融资约束和推动绿色技术创新,大大提高了生产率,但对技术进步的直接影响仍然相对有限。在中国西部地区和制造业,电力、热力、燃气及水生产和供应业,批发和零售业,信息传输、软件和信息技术服务业等行业,ESG对GTFP的积极影响尤为明显。基于这些研究结果,建议政府和金融机构合作推广绿色信贷政策,加大对绿色技术研发的支持力度。此外,应加强环境教育和资源优化利用,特别是在农、林、牧、渔业等行业,并鼓励行业间交流环境、社会和治理技术与经验。
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引用次数: 0
Text-image multimodal fusion model for enhanced fake news detection. 用于增强假新闻检测的文本图像多模态融合模型。
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-10-01 DOI: 10.1177/00368504241292685
Szu-Yin Lin, Yen-Chiu Chen, Yu-Han Chang, Shih-Hsin Lo, Kuo-Ming Chao

In the era of rapid internet expansion and technological progress, discerning real from fake news poses a growing challenge, exposing users to potential misinformation. The existing literature primarily focuses on analyzing individual features in fake news, overlooking multimodal feature fusion recognition. Compared to single-modal approaches, multimodal fusion allows for a more comprehensive and enriched capture of information from different data modalities (such as text and images), thereby improving the performance and effectiveness of the model. This study proposes a model using multimodal fusion to identify fake news, aiming to curb misinformation. The framework integrates textual and visual information, using early fusion, joint fusion and late fusion strategies to combine them. The proposed framework processes textual and visual information through data cleaning and feature extraction before classification. Fake news classification is accomplished through a model, achieving accuracy of 85% and 90% in the Gossipcop and Fakeddit datasets, with F1-scores of 90% and 88%, showcasing its performance. The study presents outcomes across different training periods, demonstrating the effectiveness of multimodal fusion in combining text and image recognition for combating fake news. This research contributes significantly to addressing the critical issue of misinformation, emphasizing a comprehensive approach for detection accuracy enhancement.

在互联网快速发展和技术进步的时代,辨别真假新闻构成了越来越大的挑战,使用户面临潜在的错误信息。现有文献主要侧重于分析假新闻中的单个特征,忽视了多模态特征融合识别。与单模态方法相比,多模态融合可以更全面、更丰富地捕捉不同数据模态(如文本和图像)的信息,从而提高模型的性能和有效性。本研究提出了一种利用多模态融合识别假新闻的模型,旨在遏制错误信息。该框架整合了文本和视觉信息,使用早期融合、联合融合和后期融合策略将它们结合起来。在分类之前,拟议框架通过数据清理和特征提取来处理文本和视觉信息。假新闻分类是通过一个模型完成的,在 Gossipcop 和 Fakeddit 数据集上的准确率分别达到 85% 和 90%,F1 分数分别为 90% 和 88%,充分展示了该模型的性能。该研究展示了不同训练期的结果,证明了多模态融合在结合文本和图像识别打击假新闻方面的有效性。这项研究为解决虚假信息这一关键问题做出了重大贡献,强调了提高检测准确性的综合方法。
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引用次数: 0
Benzodiazepine use and incident risk of sudden cardiac arrest in patients with cardiovascular diseases. 心血管疾病患者使用苯二氮卓类药物与心脏骤停事件风险。
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-10-01 DOI: 10.1177/00368504241295325
Chunbao Mo, Shuang Wang, Xia Li, Furong Li, Cheng Jin, Bo Bai, Haolong Pei, Jing Zheng, Fengchao Liang

Background: Benzodiazepines (BZDs) are commonly prescribed as adjunctive drugs for patients with cardiovascular diseases (CVDs), particularly those who experience anxiety or insomnia. However, the relationship between the use of BZDs and incident risk of sudden cardiac arrest (SCA) has not been well investigated. In this study, we aimed to examine the association between the use of BZDs and the incident risk of SCA among patients with CVD.

Method: In this retrospective cohort study, a total of 74,715 eligible patients with new-onset CVD as a primary cause of hospitalization between July 2016 and August 2022 were included from the health information platform in Shenzhen, China. Among them, 61,761 BZD non-initiators were identified and matched to 12,954 BZD initiators by propensity score at a maximum ratio of 5:1. Propensity score-matched Cox proportional hazard models were used to estimate the hazard ratios (HRs) and 95% confidence intervals (CIs).

Results: Over a 12-month follow-up period, 29 (2.24 per 1000 person-years) and 137 (2.22 per 1000 person-years) SCA cases occurred among propensity score-matched BZD initiators and non-initiators, respectively. Patients who initiated BZD treatment were associated with a 101% increased risk of SCA incidence compared with patients without BZD treatment (adjusted HR: 2.01, 95% CI: 1.42, 2.83). Furthermore, compared with the non-use (0 defined daily dose, DDD), the adjusted HR was 1.43 (95% CI: 1.32, 1.56) for the BZD consumption of ≤1 DDD and 2.58 (95% CI: 2.37, 2.81) for the BZD consumption of >1 DDD (P for trend < 0.001) within a 12-month follow-up period.

Conclusion: This study provides evidence that BZD initiation may be associated with an increased incident risk of SCA in patients with CVD. Our finding highlights the importance of cautious prescribing BZDs in the health management of patients with CVD.

背景:苯二氮卓类药物(BZDs)是心血管疾病(CVDs)患者,尤其是焦虑或失眠患者的常用辅助药物。然而,使用 BZDs 与心脏骤停(SCA)事件风险之间的关系尚未得到很好的研究。在这项研究中,我们旨在研究心血管疾病患者使用 BZDs 与 SCA 事故风险之间的关系:在这项回顾性队列研究中,我们从深圳市卫生信息平台中纳入了 2016 年 7 月至 2022 年 8 月期间以新发心血管疾病为主要住院原因的 74,715 名符合条件的患者。其中,61,761名未服用BZD的患者与12,954名服用BZD的患者通过倾向得分匹配,最大比例为5:1。采用倾向得分匹配 Cox 比例危险模型估算危险比(HRs)和 95% 置信区间(CIs):在12个月的随访期内,倾向评分匹配的BZD初始治疗者和非初始治疗者中分别出现了29例(每千人年2.24例)和137例(每千人年2.22例)SCA病例。与未接受 BZD 治疗的患者相比,接受 BZD 治疗的患者发生 SCA 的风险增加了 101%(调整后 HR:2.01,95% CI:1.42,2.83)。此外,与不使用(0 定义日剂量,DDD)相比,服用 BZD ≤1 DDD 的调整 HR 为 1.43(95% CI:1.32,1.56),服用 BZD >1 DDD 的调整 HR 为 2.58(95% CI:2.37,2.81)(P 为趋势结论):本研究提供的证据表明,开始服用 BZD 可能与心血管疾病患者发生 SCA 的风险增加有关。我们的发现强调了在心血管疾病患者的健康管理中谨慎处方 BZDs 的重要性。
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引用次数: 0
Sliding mode control with self-adaptive parameters of a 5-DOF hybrid robot. 具有自适应参数的 5-DOF 混合机器人滑模控制。
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-10-01 DOI: 10.1177/00368504241286381
Yanqin Zhao, Mingkun Wu, Jiangping Mei, Wen Zhao, Yan Jin

Due to the advantages of high stiffness, high precision, high load capacity and large workspace, hybrid robots are applicable to drilling and milling of complicated components with large sizes, for instance car panels. However, the difficulty in establishing an exact dynamic model and external disturbances affect the high accuracy control directly, which will decrease the machining accuracy and thereby affect the machining quality and efficiency of the system. Sliding mode control is an effective approach for high-order nonlinear dynamic systems since that it is very insensitive to disturbances and parameter variations. However, chattering may exist in traditional sliding mode control with fixed parameters, which results from a constant approaching speed. Besides, the approaching speed will affect the chattering strength directly. To solve these problems, a modified sliding mode controller with self-adaptive parameters is proposed to enhance the trajectory-tracking performance of a 5-degree-of-freedom hybrid robot. Firstly, the kinematic model of the robot is established. Then adopting the principle of virtual work, a rigid dynamic model of the robot is built. Based on the built dynamic model, a modified sliding mode control method is developed, of which the approaching speed is dependent on the system state. Finally, the sliding mode controller with self-adaptive parameters is created for a hybrid robot. The proposed sliding mode controller can achieve a rapid approaching speed and suppress chattering simultaneously. Simulation results demonstrate that the proposed modified sliding mode controller can achieve a comparatively accurate and smooth trajectory, which owns good robustness to external disturbances.

由于混合动力机器人具有高刚度、高精度、高负载能力和大工作空间等优点,因此适用于钻孔和铣削尺寸较大的复杂部件,例如汽车面板。但是,由于难以建立精确的动态模型和外部干扰会直接影响高精度控制,从而降低加工精度,进而影响系统的加工质量和效率。滑模控制是一种有效的高阶非线性动态系统控制方法,因为它对干扰和参数变化非常不敏感。然而,在参数固定的传统滑模控制中,由于接近速度恒定,可能会出现颤振。此外,接近速度会直接影响颤振强度。为了解决这些问题,本文提出了一种具有自适应参数的改进型滑模控制器,以提高五自由度混合机器人的轨迹跟踪性能。首先,建立机器人的运动学模型。然后采用虚拟工作原理,建立机器人的刚性动态模型。基于建立的动态模型,开发了一种改进的滑模控制方法,其中接近速度取决于系统状态。最后,为混合机器人创建了具有自适应参数的滑模控制器。所提出的滑模控制器可以实现快速接近速度,并同时抑制颤振。仿真结果表明,所提出的改进型滑动模态控制器可以获得相对精确和平滑的轨迹,对外部干扰具有良好的鲁棒性。
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引用次数: 0
Study on influencing factors of controllable mechanical behavior of rock-like porous materials. 类岩石多孔材料可控力学行为影响因素研究
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-10-01 DOI: 10.1177/00368504241291395
Xiaojing Zhu, Qingxin Qi, Yonghui Xiao, Haitao Li

Due to the discrete and non-homogeneous of similar materials and the inability to realize large-size and original scale modeling, it is difficult to restore the structure and stress state of underground coal and rock mass in similar simulation tests. To solve this problem, a lightweight and suitable for large-scale modeling similar material, rock-like porous material has been developed. The quasi-static uniaxial compression experiment was carried out by using the large tonnage multi-module electronic control test system. And the influencing factors of controllable mechanical behavior of rock-like porous materials were studied. The results showed that, under uniaxial compression conditions, the material stress-strain curve exhibits three phases: elastic stage, failure stage, and platform stage. The uniaxial compressive strength, elasticity modulus, stress drop, and softening modulus of rock-like porous materials basically increase with the increase of density. The stress after peak strength changes from a slow decrease to a "stepped" or even "cliff like" downward trend. Polypropylene fibers have the effect of enhancing the uniaxial compressive strength, elasticity modulus, stress drop, softening modulus, shear deformation, and residual strength stability of rock-like porous materials. The rock-like porous material has a critical loading velocity, and it increases with density. At the critical loading velocity, the material shows obvious shear failure, and the shear inclination angle is the largest, and so is the uniaxial compressive strength. Through the experimental research, the influence laws of density, polypropylene fiber, and loading velocity on the failure mode, mechanical parameters, and mechanical behavior of the material are clarified, and the quantitative relationship between density and each mechanical parameter is obtained. The research is helpful to realize the accurate control of mechanical behavior of rock-like porous materials and further inverts the deformation and failure mechanism of underground coal and rock structures through indoor similar simulation tests.

由于类似材料的离散性和非均质性,以及无法实现大尺度、原尺度建模,在类似模拟试验中很难还原地下煤岩体的结构和应力状态。为解决这一问题,一种轻便且适合大规模建模的类似材料--类岩石多孔材料应运而生。利用大吨位多模块电子控制试验系统进行了准静态单轴压缩试验。并研究了类岩石多孔材料可控力学行为的影响因素。结果表明,在单轴压缩条件下,材料的应力-应变曲线呈现三个阶段:弹性阶段、破坏阶段和平台阶段。类岩石多孔材料的单轴压缩强度、弹性模量、应力降和软化模量基本上随密度的增加而增加。峰值强度后的应力由缓慢下降变为 "阶梯式 "甚至 "悬崖式 "下降趋势。聚丙烯纤维具有提高类岩石多孔材料的单轴抗压强度、弹性模量、应力下降、软化模量、剪切变形和残余强度稳定性的作用。类岩石多孔材料有一个临界加载速度,它随密度的增加而增加。在临界加载速度下,材料出现明显的剪切破坏,剪切倾角最大,单轴抗压强度也最大。通过实验研究,阐明了密度、聚丙烯纤维和加载速度对材料失效模式、力学参数和力学行为的影响规律,并得出了密度与各力学参数之间的定量关系。该研究有助于实现对类岩石多孔材料力学行为的精确控制,并通过室内类似模拟试验进一步反演地下煤岩结构的变形与破坏机理。
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引用次数: 0
YOLO-Faster: An efficient remote sensing object detection method based on AMFFN. YOLO-Faster:基于 AMFFN 的高效遥感物体检测方法。
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-10-01 DOI: 10.1177/00368504241280765
Yicheng Tong, Guan Yue, Longfei Fan, Guosen Lyu, Deya Zhu, Yan Liu, Boyuan Meng, Shu Liu, Xiaokai Mu, Congling Tian

As a pivotal task within computer vision, object detection finds application across a diverse spectrum of industrial scenarios. The advent of deep learning technologies has significantly elevated the accuracy of object detectors designed for general-purpose applications. Nevertheless, in contrast to conventional terrestrial environments, remote sensing object detection scenarios pose formidable challenges, including intricate and diverse backgrounds, fluctuating object scales, and pronounced interference from background noise, rendering remote sensing object detection an enduringly demanding task. In addition, despite the superior detection performance of deep learning-based object detection networks compared to traditional counterparts, their substantial parameter and computational demands curtail their feasibility for deployment on mobile devices equipped with low-power processors. In response to the aforementioned challenges, this paper introduces an enhanced lightweight remote sensing object detection network, denoted as YOLO-Faster, built upon the foundation of YOLOv5. Firstly, the lightweight design and inference speed of the object detection network is augmented by incorporating the lightweight network as the foundational network within YOLOv5, satisfying the demand for real-time detection on mobile devices. Moreover, to tackle the issue of detecting objects of different scales in large and complex backgrounds, an adaptive multiscale feature fusion network is introduced, which dynamically adjusts the large receptive field to capture dependencies among objects of different scales, enabling better modeling of object detection scenarios in remote sensing scenes. At last, the robustness of the object detection network under background noise is enhanced through incorporating a decoupled detection head that separates the classification and regression processes of the detection network. The results obtained from the public remote sensing object detection dataset DOTA show that the proposed method has a mean average precision of 71.4% and a detection speed of 38 frames per second.

作为计算机视觉领域的一项重要任务,物体检测被广泛应用于各种工业场景。深度学习技术的出现大大提高了为通用应用设计的物体检测器的精度。然而,与传统的地面环境相比,遥感物体检测场景面临着巨大的挑战,包括复杂多样的背景、波动的物体尺度以及明显的背景噪声干扰,这使得遥感物体检测成为一项长期艰巨的任务。此外,尽管基于深度学习的物体检测网络与传统网络相比具有更优越的检测性能,但其对参数和计算的大量需求限制了其在配备低功耗处理器的移动设备上部署的可行性。针对上述挑战,本文在 YOLOv5 的基础上推出了一种增强型轻量级遥感物体检测网络,简称为 YOLO-Faster。首先,通过将轻量级网络作为 YOLOv5 的基础网络,增强了物体检测网络的轻量级设计和推理速度,满足了移动设备实时检测的需求。此外,针对大型复杂背景中不同尺度物体的检测问题,引入了自适应多尺度特征融合网络,动态调整大感受野以捕捉不同尺度物体之间的依赖关系,从而更好地模拟遥感场景中的物体检测场景。最后,通过将检测网络的分类和回归过程分离的解耦检测头,增强了物体检测网络在背景噪声下的鲁棒性。从公共遥感物体检测数据集 DOTA 获得的结果表明,所提出的方法的平均精度为 71.4%,检测速度为每秒 38 帧。
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