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Parametric study on the ballistic performance of seamed woven fabrics 被引量:1
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作者 Hang Li Rui Zhang +2 位作者 Shengnan Min Yi Zhou Jiuxiao Sun 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2023年第6期173-189,共17页
The ballistic perforation response of composite fabrics made by combining plain weaves with seaming technology is reported and compared with conventional unseamed plain fabrics.The effect of the seaming technique on t... The ballistic perforation response of composite fabrics made by combining plain weaves with seaming technology is reported and compared with conventional unseamed plain fabrics.The effect of the seaming technique on the ballistic resistance of aramid plain fabrics is investigated by varying the seaming process.The ballistic experiment uses 8 mm diameter spherical projectiles to impact different fabric sample targets with velocities of 230 m/s and 400 m/s.The ballistic performance of seamed and unseamed fabrics is characterized by the specific energy absorption(SEA)values of the fabrics.The results show that the seamed fabric has a better energy absorption capacity than the unseamed fabric,e.g.,the SEA of sample 5(seaming lines on every four yarns in a single-ply fabric system)is 135%of sample 1(plain weave without thread seaming).In the single-layer system,the effect of the seaming technique on the energy absorption of the fabric in significant when considering seaming density,seaming orientation,seaming distance,and seaming material on the plain fabric;In addition,it is found that in multi-layer systems,seamed panels(e.g.,sample 7)exhibit better ballistic performance than multi-layer fabrics(e.g.,sample 2),and the specific energy absorption of sample 7 is approximately 156%and 200%of sample 6 and sample 2,respectively.Meanwhile,the energy absorption of the fabric decreases with the increase of impact velocity,which is related to the energy absorption mechanism of the soft fabric system at high impact velocities.The yarn pull-out tests shows that the constraint provided by the seaming thread increases the friction between the fabric-forming yarns.However,when the constraint exceeds a certain level,it is detrimental to the energy absorption of the fabric,which may be due to the overconstraint of yarn mobility. 展开更多
关键词 FABRIC Ballistic performance Seaming technology Energy absorption
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A Study of Interface Pressure at the Seamed Area of Pressure Garments
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作者 吴秀芬 许赐亮 +1 位作者 Frency Patrick 《Journal of China Textile University(English Edition)》 EI CAS 1999年第3期66-70,共5页
Pressure garments constructed with elastic fabric play an important role in burn rehabilitation by helping to prevent or reduce the formation of hypertrophic scars. For clinical effectiveness, these garments are made ... Pressure garments constructed with elastic fabric play an important role in burn rehabilitation by helping to prevent or reduce the formation of hypertrophic scars. For clinical effectiveness, these garments are made in appropriate size for individual patient in order to provide an appropriate amount of skin-and-garment interface pressure on the patient.The seam area of pressure garments has marked impact on the comfort and durability of the pressure garments.Comments from the patients and occupational therapists have indicated that discomfort arose in the seam zone.Line marks appeared on the skin of patients under the seamed areas of pressure garments. This may be caused by uneven or Iocalised interface pressure at the seamed area. In this paper, the changes of interface pressure between the seamed and unseamed areas were investigated. The aim is to provide an understanding of the effect of seams on the interface pressure in order to assist the therapists and/or garment makers to choose an appropriate 展开更多
关键词 PRESSURE GARMENT INTERFACE PRESSURE SEAM .
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基于改进YOLOv12的铝型材工件缺陷检测技术研究
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作者 景会成 鲍成明 《电子测量技术》 北大核心 2026年第1期216-225,共10页
针对铝型材工件生产中缺陷检测精度低以及小目标缺陷漏检和误检的问题,本文对YOLOv12n模型进行了优化,提出了一种基于YOLO-PCSU的铝型材表面缺陷检测方法。首先,引入PartialConv卷积对YOLOv12模型的A2C2f结构进行改进,设计一种新的结构A... 针对铝型材工件生产中缺陷检测精度低以及小目标缺陷漏检和误检的问题,本文对YOLOv12n模型进行了优化,提出了一种基于YOLO-PCSU的铝型材表面缺陷检测方法。首先,引入PartialConv卷积对YOLOv12模型的A2C2f结构进行改进,设计一种新的结构A2C2f-PConv,减少冗余计算和内存访问的同时加强网络特征提取能力;其次,在特征提取网络引入CoordAttention,在不增加额外计算的基础上提升检测精度;再次,在检测头引入注意力模块SEAM,解决小目标漏检误检问题;最后,通过用U-IoU损失函数替代YOLOv12n模型中的CIoU,加快模型的收敛速度并提高了检测结果的精度。在铝型材工件缺陷数据集中进行实验,检测精度达到90.3%,实验结果相比于原YOLOv12n算法mAP@0.5提升2.3%,参数量降低9%,计算量降低14%。在VOC2012数据集和东北大学热轧带钢表面缺陷数据集上表明改进算法有良好的鲁棒性。 展开更多
关键词 表面缺陷检测 YOLOv12n SEAM 损失函数
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Control of ash yield on vertical pore structure development and its impact on coalbed methane adsorption in the deep coal seams of the Ordos Basin
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作者 Runye Han Hua Wang +5 位作者 Yan Liu Cheng Li Xiangchun Chang Lingyu Zhao Shangbin Wang Junjian Zhang 《Natural Gas Industry B》 2026年第1期9-29,共21页
The vertical heterogeneity of the pore structure in deep coal seams with varying ash yields is a key control for coalbed methane storage and producibility;however,its specific impact on gas adsorption is not clearly d... The vertical heterogeneity of the pore structure in deep coal seams with varying ash yields is a key control for coalbed methane storage and producibility;however,its specific impact on gas adsorption is not clearly defined.The focus of this study is the No.8 coal seam of the Carboniferous Benxi Formation in the Central-Eastern Ordos Basin.By integrating microscopic identification,proximate analysis,gas adsorption(CO_(2),N_(2),and CH_(4)),and the multifractal theory,we quantitatively characterized the nanopore structure(micropores<2 nm and mesopores 2 nm-100 nm)of coal reservoirs with varying ash yields.The results indicate that(1)ash yield is the primary factor that controls the vertical evolution of pore structures in coal seams.In low-ash yield coal seams,the extent of thermal evolution and ash yield jointly constrain the heterogeneity of pore size distribution.In mediumto high-ash yield coal seams,the heterogeneity of pore structure and pore size distribution are predominantly constrained by ash yield.(2)As the ash yield vertically increases,the mesoporous pore volume and specific surface area initially decrease and subsequently increase,while the contribution of micropores to both pore volume and specific surface area continuously diminishes.Consequently,the total pore volume and specific surface area of the coal samples exhibit a two-stage reduction close to an ash yield threshold of approximately 20%.(3)Further,the Langmuir volume for CH_(4)adsorption sharply declines below the 20%threshold,followed by a gradual decrease;in contrast,the Langmuir pressure initially decreases and subsequently increases.Hence,the vertical increase in ash yield constrains the development of pore systems and diminishes pore connectivity,thereby reducing methane adsorption capacity and adversely affecting coalbed methane productivity.(4)Low-ash yield coal reservoirs are characterized by a rapid gas breakthrough and high productivity,whereas medium-ash yield coal reservoirs generally require prolonged depressurization to achieve peak gas production.These findings reveal that in medium-high rank coal,ash yield―and not thermal evolution―is the main factor that controls vertical pore evolution and methane adsorption efficiency.The quantitative ash yield threshold(20%)established in this study provides a practical criterion for evaluating reservoir quality and predicting vertical variations in gas storage potential in the Ordos Basin. 展开更多
关键词 Ash yields Pore structure MULTIFRACTAL Vertical heterogeneity Deep coal seam Ordos Basin
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基于改进YOLOv8模型的PCB缺陷检测算法 被引量:1
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作者 熊炜 黄玉谦 彭鑫旭 《电子测量技术》 北大核心 2025年第18期159-167,共9页
针对现有PCB缺陷检测方法存在漏检率高、泛化性差且难以兼顾检测精度和速度的平衡问题,本文提出了一种基于改进YOLOv8n模型的PCB缺陷检测算法YOLOv8-CSM。首先,在主干网络末尾添加一个CoordAtt注意力模块,抑制复杂背景对PCB缺陷区域的... 针对现有PCB缺陷检测方法存在漏检率高、泛化性差且难以兼顾检测精度和速度的平衡问题,本文提出了一种基于改进YOLOv8n模型的PCB缺陷检测算法YOLOv8-CSM。首先,在主干网络末尾添加一个CoordAtt注意力模块,抑制复杂背景对PCB缺陷区域的影响以提高模型的检测精度;其次,在检测头中引入3个SEAM模块扩大模型感受野,提高模型对微小缺陷的识别的能力以降低漏检率;最后,使用MPDIoU替代传统的CIoU损失,优化边界框的回归效果并提高模型的收敛速度。实验数据表明,YOLOv8-CSM能更好的兼顾检测精度与速度的平衡且泛化性更强,与基础模型相比Recall、Precision、mAP50、FPS分别提高了4.3%、1.8%、2.7%、42.76,显著提高了模型在PCB缺陷检测任务中的性能。 展开更多
关键词 YOLOv8 注意力机制 SEAM模块 MPDIoU PCB缺陷检测
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基于FFA-YOLO的钕铁硼表面缺陷检测 被引量:1
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作者 李俊峰 陈谦 +2 位作者 郝京波 杜阳 梁真 《金属功能材料》 2025年第3期91-96,共6页
针对烧结钕铁硼产品表面缺陷检测中的复杂背景干扰问题,提出了一种高效的检测方法FFA-YOLO。首先,在骨干网络模块中引入FFA-Net对图像进行去噪处理;其次,在颈部网络层中使用SEAM模块,通过深度可分离卷积学习空间维度与通道的相关性,从... 针对烧结钕铁硼产品表面缺陷检测中的复杂背景干扰问题,提出了一种高效的检测方法FFA-YOLO。首先,在骨干网络模块中引入FFA-Net对图像进行去噪处理;其次,在颈部网络层中使用SEAM模块,通过深度可分离卷积学习空间维度与通道的相关性,从而提升在复杂背景下的检测性能。最后,提出了C2f_DSConv模块,自适应聚焦于细长及曲折的局部结构,提高了分割图像的精确性。实验结果表明,该模型在烧结钕铁硼数据集上较基准模型的mAP@0.5和mAP@0.5∶0.95分别提升了3%和6.6%,模型大小为49.6 MB,GFLOPs为78.7,在保持基准模型轻量化的同时,显著提高了检测性能。 展开更多
关键词 缺陷检测 钕铁硼 FFA-Net SEAM
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基于SDGW-YOLOv11的煤矿井下遮挡场景输送带异物检测 被引量:1
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作者 于绍凯 董立红 秦昳 《电子测量技术》 北大核心 2025年第17期151-159,共9页
针对煤矿井下输送带中的大块矸石和锚杆等异物被遮挡且异物尺度多变容易导致漏检误检问题,提出了一种改进的煤矿井下输送带异物检测模型SDGW-YOLOv11。首先为了通过多视角特征融合和一致性正则化,从多个位置和尺度上提取特征,对遮挡异... 针对煤矿井下输送带中的大块矸石和锚杆等异物被遮挡且异物尺度多变容易导致漏检误检问题,提出了一种改进的煤矿井下输送带异物检测模型SDGW-YOLOv11。首先为了通过多视角特征融合和一致性正则化,从多个位置和尺度上提取特征,对遮挡异物也进行良好的检测,在YOLOv11的颈部网络中引入SEAM注意力机制,减少了遮挡对检测干扰;为了改善模型对异物自身以及被遮挡的尺寸变化的适应能力,设计C3k2_DCN模块,并添加到YOLOv11骨干网络中,提高模型对异物的局部感知能力;最后为了防止添加注意力机制导致模型过大,影响检测速度,对模型进行优化,使用GhostConv代替部分Conv减少模型的参数量,并采用WIoU损失函数替换原有损失函数提高收敛速度。实验结果表明,SDGW-YOLOv11模型检测精度可达86.1%,相对于原模型提高了4.6%,改进的模型检测速度达82fps,可充分满足输送带异物实时检测要求,改进的模型在精确率和mAP@0.5指标上均高于Faster R-CNN、SSD、YOLOv3、YOLOv5、YOLOv7、YOLOv8、YOLOv9、YOLOv10、YOLOv11模型,减少了异物遮挡以及尺度变化的漏检误检情况,能更好的适应煤矿输送带异物检测场景。 展开更多
关键词 异物检测 YOLOv11 C3k2_DCN SEAM GhostConv
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面向DCT系数分析的Seam Carving对象移除定位方法
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作者 蔺聪 马鸿基 +3 位作者 司徒晓晴 甄荣桂 肖洪涛 邓宇乔 《计算机工程与科学》 北大核心 2025年第10期1787-1798,共12页
随着数字图像处理技术的飞速发展,图像篡改手段日益多样化和隐蔽化,其中一种重要篡改方式就是对象移除。Seam Carving可应用于调整图像大小和对象移除。针对通过Seam Carving进行对象移除这一篡改方式,首次将双量化效应引入Seam Carvin... 随着数字图像处理技术的飞速发展,图像篡改手段日益多样化和隐蔽化,其中一种重要篡改方式就是对象移除。Seam Carving可应用于调整图像大小和对象移除。针对通过Seam Carving进行对象移除这一篡改方式,首次将双量化效应引入Seam Carving对象移除,根据Seam Carving对象移除过程中产生的DCT异常块,提出了一种基于DCT系数分析的Seam Carving对象移除定位方法。首先,提取JPEG图像中的量化矩阵和DCT系数直方图。其次,根据直方图估算出主要量化矩阵和原始DCT系数,并使用贝叶斯方法估算出图像篡改区域的后验概率图。最后,对该后验概率图进行去噪和定位,得到移除区域的准确位置。实验结果表明,该方法能够有效地检测和定位Seam Carving对象移除,为该问题的解决提供了一种新的研究思路。 展开更多
关键词 图像取证 篡改检测 对象移除 Seam Carving 双量化效应
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Coupled thermo-hydro-mechanical cohesive phase-field model for hydraulic fracturing in deep coal seams 被引量:2
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作者 Jianping LIU Zhaozhong YANG +2 位作者 Liangping YI Duo YI Xiaogang LI 《Applied Mathematics and Mechanics(English Edition)》 2025年第4期663-682,共20页
A coupled thermal-hydro-mechanical cohesive phase-field model for hydraulic fracturing in deep coal seams is presented.Heat exchange between the cold fluid and the hot rock is considered,and the thermal contribution t... A coupled thermal-hydro-mechanical cohesive phase-field model for hydraulic fracturing in deep coal seams is presented.Heat exchange between the cold fluid and the hot rock is considered,and the thermal contribution terms between the cold fluid and the hot rock are derived.Heat transfer obeys Fourier's law,and porosity is used to relate the thermodynamic parameters of the fracture and matrix domains.The net pressure difference between the fracture and the matrix is neglected,and thus the fluid flow is modeled by the unified fluid-governing equations.The evolution equations of porosity and Biot's coefficient during hydraulic fracturing are derived from their definitions.The effect of coal cleats is considered and modeled by Voronoi polygons,and this approach is shown to have high accuracy.The accuracy of the proposed model is verified by two sets of fracturing experiments in multilayer coal seams.Subsequently,the differences in fracture morphology,fluid pressure response,and fluid pressure distribution between direct fracturing of coal seams and indirect fracturing of shale interlayers are explored,and the effects of the cluster number and cluster spacing on fracture morphology for multi-cluster fracturing are also examined.The numerical results show that the proposed model is expected to be a powerful tool for the fracturing design and optimization of deep coalbed methane. 展开更多
关键词 phase-field method thermo-hydro-mechanical coupling indirect fracturing cohesive zone model deep coal seam
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Properties and structure investigation of the friction stir welding seam of the AA6061-T6 plates 被引量:2
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作者 M.Soukieh W.Harara +2 位作者 H.Koudaimi M.Halak M.Kassem 《China Welding》 2025年第2期132-138,共7页
Friction stir welding(FSW)is a relatively new welding technique that has significant advantages compared to the fusion welding techniques in joining non weld able alloys by fusion,such as aluminum alloys.Three FSW sea... Friction stir welding(FSW)is a relatively new welding technique that has significant advantages compared to the fusion welding techniques in joining non weld able alloys by fusion,such as aluminum alloys.Three FSW seams of AA6061-T6 plates were made us-ing different FSW parameters.The structure of the FSW seams was investigated using X-ray diffraction(XRD),scanning electron mi-croscope(SEM)and non destructive testing(NDT)techniques and their hardness was also measured.The dominated phase in the AA6061-T6 alloy and the FSW seams was theα-Al.The FSW seam had lower content of the secondary phases than the AA6061-T6 al-loy.The hardness of the FSW seams was decreased by about 30%compared to the AA6061-T6 alloy.The temperature distributions in the weld seams were also studied experimentally and numerically modeled and the results were in a good agreement. 展开更多
关键词 AA6061-T6 Friction stir welding welding parameters temperature distribution numerical modeling FSW weld seam
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Study and application of the influence of inclination angle on the cross-fusion mechanism of high gas thick coal seam 被引量:1
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作者 Pengxiang Zhao Zechen Chang +4 位作者 Shugang Li Risheng Zhuo Yongyong Jia Qiudong Shao Wen Lei 《International Journal of Mining Science and Technology》 2025年第1期69-85,共17页
In this study,to better decide the effect of coal seam dip angle upon the dynamic change of the crossfusion in gas transport and storage areas during the progress of working face in the high gas thick coal seam,a two-... In this study,to better decide the effect of coal seam dip angle upon the dynamic change of the crossfusion in gas transport and storage areas during the progress of working face in the high gas thick coal seam,a two-dimensional physical simulation experiment regarded as the theoretical research was conducted to properly explore the variation law of overburden fracture.The results demonstrated that the boundary of the gas transport zone was located in the region of fracture separation.The boundary of the gas storage area was located in the abrupt penetration zone.Also,according to the information theory,the state of the gas transport and storage areas was determined by the changing trend of the fracture rate and fracture entropy.The mathematical representation model of the dip effect in gas transport and storage areas was established.The criteria upon which the regional location of the gas transport area and gas storage area can be based were put forward.The cross-fusion evolution process of the dip effect in gas transport and storage areas was revealed as well.The research results could provide guidance for realising directional and accurate gas extraction. 展开更多
关键词 Coal seam dip angle Cross fusion High gas thick coal seam Overburden fracture Gas transport and storage areas
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YOLO-RSD:基于改进YOLOv8的课堂行为检测算法
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作者 彭俊彪 李健 +1 位作者 曹朗 周迪斌 《杭州师范大学学报(自然科学版)》 2025年第5期523-532,共10页
实现课堂行为的动态检测已成为现代教育研究的热点之一.现有的课堂行为检测算法计算成本较高、模型训练时间较长、实时性不强,难以满足在真实的课堂教学背景下对学生课堂行为的检测与识别.为了解决以上问题,提出了一种优化的课堂行为检... 实现课堂行为的动态检测已成为现代教育研究的热点之一.现有的课堂行为检测算法计算成本较高、模型训练时间较长、实时性不强,难以满足在真实的课堂教学背景下对学生课堂行为的检测与识别.为了解决以上问题,提出了一种优化的课堂行为检测算法——YOLO-RSD.该算法基于YOLOv8n框架,通过引入RFCAConv和SEAM,优化检测头设计,实现了在复杂场景下的精准目标检测.RFCAConv能够自适应调整感受野,有效捕捉不同尺度的目标信息.SEAM可在多尺度特征图上动态调整,智能识别并补偿遮挡区域.DyHead能智能分配注意力资源,显著增强模型的表现力.实验结果表明,在SCB-Dataset3上,YOLO-RSD相较于YOLOv8n在mAP@0.5指标上提高了3.1百分点,在mAP@0.5~0.95指标上提高了3.3百分点,取得了更好的学生课堂行为检测效果. 展开更多
关键词 YOLO-RSD RFCAConv SEAM DyHead
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Hydraulic fracture propagation in soft coal composite reservoirs:Mechanical responses and energy dissipation mechanisms 被引量:1
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作者 Aitao Zhou Yizheng He +3 位作者 Kai Wang Bo Li Yida Wang Yuexin Yang 《International Journal of Mining Science and Technology》 2025年第4期573-588,共16页
The hydraulic fractures induced in soft coal composite reservoirs have complex extension and energy evolution characteristics.In this study,the mechanism whereby gas outbursts can be eliminated by hydraulic fracturing... The hydraulic fractures induced in soft coal composite reservoirs have complex extension and energy evolution characteristics.In this study,the mechanism whereby gas outbursts can be eliminated by hydraulic fracturing was revealed.The combined fracturing process of a coal seam and its roof under different in situ stress and fracture spacing conditions was analysed through true triaxial physical tests and numerical simulations.The results showed that the pre-fracturing of the roof had a pressure relief effect on the coal seam,and the secondary pressure relief of the coal seam could be completed at a lower fracture initiation pressure.To ensure the continued presence of the stress shadow effect in actual projects,the fracture spacing should be maintained within the critical range influencing the fracture extension.If the vertical stress is high,a call on increasing the fracture spacing can be taken;otherwise,it must be reduced.In the early phase of fracturing,energy is mostly concentrated at the tip and surface of the fracture;however,the proportion of surface energy for subsequent fracturing is gradually reduced,and the energy is mostly used to open the formation and work on the surrounding matrix.Hydraulic fracturing creates new fractures to interconnect originally heterogeneously distributed gas zones,enabling the entire coal seam to first establish interconnected pressure equilibration,then undergo gradientcontrolled depressurization.Hydraulic fracturing can homogenize the stress field and gas pressure field in the original coal seam via communication pressure equalization and reduction decompression,reduce the elastic and extension energies,increase the minimum failure energy required for instability;and realize the elimination of gas outbursts.Our findings provide some theoretical support for the efficient development of coalbed methane and the prevention and control of dynamic gas disasters in coal mines. 展开更多
关键词 Coal-rock complex Soft coal seams Hydraulic fracturing Energy evolution Eliminating gas outburst
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基于改进YOLOv8的虫草小目标检测算法
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作者 李品 于莲芝 《软件工程与应用》 2025年第2期499-510,共12页
针对青藏高原特殊环境下虫草检测面临的复杂高原背景、目标遮挡频繁、虫草形态细长且易与自然背景混淆等挑战,本文基于YOLOv8模型提出改进方法。首先,在可变卷积(Deformable Convolution)的基础上设计双层可变卷积(Double-layer Deforma... 针对青藏高原特殊环境下虫草检测面临的复杂高原背景、目标遮挡频繁、虫草形态细长且易与自然背景混淆等挑战,本文基于YOLOv8模型提出改进方法。首先,在可变卷积(Deformable Convolution)的基础上设计双层可变卷积(Double-layer Deformable Convolution),建立双层动态卷积调整机制,利用特征偏移量自适应调整卷积核的大小和形状,提高特征饱和度,缓解下采样带来的信息失衡。其次,针对虫草因遮挡导致的漏检问题,融合空间增强注意力机制(SEAM, Spatially Enhanced Attention Module),通过深度可分离卷积和残差模块增强未遮挡部分的语义特征,优化空间通道中的权重信息,有效提升模型对遮挡环境下的信息提取和检测能力。最后,引入新的检测头FASFF-head,以自适应学习多尺度特征图的空间权重,进行空间特征融合,确保多尺度特征的协调性,且在原有检测层之上添加小目标专用检测层,使得在高密草丛环境下,虫草的检测精度得到显著提升。以上实验表明,改进模型在自建藏区虫草数据集上的mAP@0.5和mAP@0.5:0.95对比YOLOv8模型分别提升4.2%和2.9%;在Flavia Dataset公开数据集上的实验结果可以发现,YOLOv8-DSEAM 除了参数量略高于YOLOv10n,mAP@0.5比YOLOv10n提高了1.3%,mAP@0.5:0.95比YOLOv10n提高了0.8%,充分地展现了改进后的模型在高密草丛场景下的检测力和泛化力。To address the challenges of caterpillar fungus detection in the complex plateau environment of the Qinghai-Tibet Plateau, including intricate high-altitude backgrounds, frequent target occlusion, and the elongated morphology of cordyceps that easily blends with natural surroundings, this paper proposes improvements based on the YOLOv8 model. First, we design a Double-layer Deformable Convolution building upon Deformable Convolution, establishing a dual-layer dynamic convolution adjustment mechanism. This utilizes feature offsets to adaptively adjust convolution kernel size and shape, enhancing feature saturation and alleviating information imbalance caused by downsampling. Second, to tackle missed detection due to occlusion, we integrate the Spatially Enhanced Attention Module (SEAM). Through depthwise separable convolution and residual modules, this enhances semantic features of unoccluded regions and optimizes weight information in spatial channels, effectively improving information extraction and detection capabilities in occluded environments. Finally, we introduce a novel FASFF-head detection head to adaptively learn spatial weights of multi-scale feature maps for spatial feature fusion, ensuring multi-scale feature coordination. Additionally, a dedicated small-target detection layer is added above the original detection layers, significantly improving detection accuracy in dense grassland environments. Experimental results demonstrate that the improved model achieves 4.2% and 2.9% increases in mAP@0.5 and mAP@0.5:0.95 respectively compared to YOLOv8 on our self-built Tibetan Cordyceps dataset. On the public Flavia Dataset, YOLOv8-DSEAM shows superior performance: while slightly higher in parameters than YOLOv10n, it improves mAP@0.5 by 1.3% and mAP@0.5:0.95 by 0.8%, fully demonstrating the enhanced detection capability and generalization power of our model in dense vegetation scenarios. 展开更多
关键词 虫草检测 YOLOv8 双层可变卷积 SEAM注意力机制 高原小目标
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基于CO-YOLOv8s模型的漫画图像检测研究
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作者 辛红 金勋 李德 《电脑知识与技术》 2025年第27期22-25,共4页
近年来,数字漫画作品逐渐增多,漫画图像被抄袭的情况屡次发生,漫画版权保护领域的问题也在被关注。文章针对检测漫画图像提出了CO-YOLOv8s模型,该模型在YOLOv8s基础上进行了三项改进。首先,采用LSKA注意力机制对SPPF模块进行了改进,提... 近年来,数字漫画作品逐渐增多,漫画图像被抄袭的情况屡次发生,漫画版权保护领域的问题也在被关注。文章针对检测漫画图像提出了CO-YOLOv8s模型,该模型在YOLOv8s基础上进行了三项改进。首先,采用LSKA注意力机制对SPPF模块进行了改进,提高了对小目标的检测精度。其次,将模型中颈部网络部分的C2f模块全部替换为C2fOREPA模块,强化对深层特征的细节感知能力,防止有效特征丢失。最后,引入SEAM注意力模块与3个检测头部分进行连接,降低尺度差异带来的易漏检、误检等问题,提高检测的准确度。文章选择Manga109数据集作为实验数据集,通过与RT-DETR、YOLOv9等6个模型进行比较,提出的CO-YOLOv8s模型在精确率、召回率和mAP上均有所提升。与YOLOv8s相比,模型在精确率、召回率和mAP上分别提高了2.81%、3.81%和2.86%。文章所提出的模型采用了更加轻量化的网络,降低了计算复杂度,在确保检测精度的同时,更高效地完成检测,为漫画版权保护工作提供了技术支持。 展开更多
关键词 YOLOv8模型 LSKA注意力机制 OREPA SEAM注意力模块 漫画图像检测
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Bulging Performance and Quality Control of Aluminum Alloy Tailor-welded Overlapping Sheets Based on Interface Friction
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作者 GAO Tiejun GAO Bowen +1 位作者 LI Weijie ZHANG Jiabin 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2025年第1期258-264,共7页
In order to solve the problem of poor formability caused by different materials and properties in the process of tailor-welded sheets forming,a forming method was proposed to change the stress state of tailor-welded s... In order to solve the problem of poor formability caused by different materials and properties in the process of tailor-welded sheets forming,a forming method was proposed to change the stress state of tailor-welded sheets by covering the tailor-welded sheets with better plastic properties overlapping sheets.At the same time,the interface friction effect between the overlapping and tailor-welded sheets was utilized to control the stress magnitude and further improve the formability and quality of the tailor-welded sheets.In this work,the bulging process of the tailor-welded overlapping sheets was taken as the research object.Aluminum alloy tailor-welded overlapping sheets bulging specimens were studied by a combination of finite element analysis and experimental verification.The results show that the appropriate use of interface friction between tailor-welded and overlapping sheets can improve the formability of tailor-welded sheets and control the flow of weld seam to improve the forming quality.When increasing the interface friction coefficient on the side of tailor-welded sheets with higher strength and decreasing that on the side of tailor-welded sheets with lower strength,the deformation of the tailor-welded sheets are more uniform,the offset of the weld seam is minimal,the limit bulging height is maximal,and the forming quality is optimal. 展开更多
关键词 tailor-welded sheets overlapping sheet BULGING interface friction weld seam stress
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Differential accumulation characteristics and production of coalbed methane/coal-rock gas:A case study of the No.8 coal seam of the Carboniferous Benxi Formation in the Daji block,Ordos Basin,NW China 被引量:1
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作者 ZHOU Lihong LI Yong +9 位作者 DING Rong XIONG Xianyue HOU Wei LI Yongzhou MA Hui FU Haijiao DU Yi ZHANG Weiqi ZHU Zhitong WANG Zhuangsen 《Petroleum Exploration and Development》 2025年第4期872-882,共11页
Based on the coalbed methane(CBM)/coal-rock gas(CRG)geological,geophysical,and experimental testing data from the Daji block in the Ordos Basin,the coal-forming and hydrocarbon generation&accumulation characterist... Based on the coalbed methane(CBM)/coal-rock gas(CRG)geological,geophysical,and experimental testing data from the Daji block in the Ordos Basin,the coal-forming and hydrocarbon generation&accumulation characteristics across different zones were dissected,and the key factors controlling the differential CBM/CRG enrichment were identified.The No.8 coal seam of the Carboniferous Benxi Formation in the Daji block is 8-10 m thick,typically overlain by limestone.The primary hydrocarbon generation phase occurred during the Early Cretaceous.Based on the differences in tectonic evolution and CRG occurrence,and with the maximum vitrinite reflectance of 2.0%and burial depth of 1800 m as boundaries,the study area is divided into deeply buried and deeply preserved,deeply buried and shallowly preserved,and shallowly buried and shallowly preserved zones.The deeply buried and deeply preserved zone contains gas content of 22-35 m^(3)/t,adsorbed gas saturation of 95%-100%,and formation water with total dissolved solid(TDS)higher than 50000 mg/L.This zone features structural stability and strong sealing capacity,with high gas production rates.The deeply buried and shallowly preserved zone contains gas content of 16-20 m^(3)/t,adsorbed gas saturation of 80%-95%,and formation water with TDS of 5000-50000 mg/L.This zone exhibits localized structural modification and hydrodynamic sealing,with moderate gas production rate.The shallowly buried and shallowly preserved zone contains gas content of 8-16 m^(3)/t,adsorbed gas saturation of 50%-70%,and formation water with TDS lower than 5000 mg/L.This zone experienced intense uplift,resulting in poor sealing and secondary alteration of the primary gas reservoir,with partial adsorbed gas loss,and low gas production rate.A depositional unification and structural divergence model is proposed,that is,although coal seams across the basin experienced broadly similar depositional and tectonic histories,differences in tectonic intensity have led to spatial heterogeneity in the maximum burial depth(i.e.,thermal maturity of coal)and current burial depth and occurrence of CRG(i.e.,gas content and occurrence state).The research results provide valuable guidance for advancing the theoretical understanding of CBM/CRG enrichment and for improving exploration and development practices. 展开更多
关键词 deep coalbed methane deep coal-rock gas depositional unification and structural divergence differential enrichment Carboniferou Benxi Formation No.8 coal seam Daji block Ordos Basin
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基于改进YOLOv11的光伏场区施工进度检测
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作者 魏文豪 衷诚 +2 位作者 郭健辰 张正林 连静 《测绘通报》 北大核心 2025年第7期132-137,163,共7页
光伏行业作为可再生能源的重要分支,在“双碳”背景下迎来了爆发式增长。在光伏项目施工期,传统的进度管理手段已不能满足现场管理人员的需要,急需一种精确、高效的施工进度自动化管理方法。当前的目标检测算法在复杂环境下特征提取困... 光伏行业作为可再生能源的重要分支,在“双碳”背景下迎来了爆发式增长。在光伏项目施工期,传统的进度管理手段已不能满足现场管理人员的需要,急需一种精确、高效的施工进度自动化管理方法。当前的目标检测算法在复杂环境下特征提取困难、检测精度低而无法适用于光伏场区的组串识别。基于此,本文提出一种光伏场区施工进度检测技术。首先,使用无人机对光伏场区进行遥感影像拍摄,并对影像数据进行自动拼接和裁剪处理;然后,使用改进YOLOv11模型对图像进行识别,识别对象包括光伏板、支架,并将识别的对象坐标信息与CAD平面布置图进行比对;最后,生成准确的场区施工进度信息用于现场管理。依托实际工程所采集的数据进行分析与验证,结果表明,该技术对于光伏板和支架的进度识别误差分别为5.2%和9.5%,与真实结果误差较小,考虑模型迭代后泛化能力的提升,可满足实际使用需求。本文使用改进的YOLOv11模型,通过引入BiFPN和SEAM模块,增强了复杂环境下的检测性能,实现了91.8%的mAP@0.5、93.4%的准确率和89.8%的召回率,相较于YOLOv11和YOLOv10模型,分别提高了1.6%、2.2%、1.2%和4.2%、3.6%、3.1%。 展开更多
关键词 进度管理 YOLOv11 BiFPN SEAM 光伏
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Experimental investigation into the fracture propagation behavior of horizontal well multi-stage and multi-cluster fracturing within the roof of crushed soft coal seams
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作者 Hai-Feng Zhao Jie-Lun Luo +3 位作者 Xue-Jiao Li Wen-Jie Yao Liang Ji Huai-Bin Zhen 《Petroleum Science》 2025年第11期4682-4713,共32页
The effectiveness of horizontal well multi-stage and multi-cluster fracturing in the fractured soft coal seam roof for coalbed methane(CBM) extraction has been demonstrated.This study focuses on the geological charact... The effectiveness of horizontal well multi-stage and multi-cluster fracturing in the fractured soft coal seam roof for coalbed methane(CBM) extraction has been demonstrated.This study focuses on the geological characteristics of the No.5 and No.11 coal seams in the Hancheng Block,Ordos Basin,China.A multi-functional,variable-size rock sample mold capable of securing the wellbore was developed to simulate layered formations comprising strata of varying lithology and thicknesses.A novel segmented fracturing simulation method based on an expandable pipe plugging technique is proposed.Large-scale true triaxial experiments were conducted to investigate the effects of horizontal wellbore location,perforation strategy,roof lithology,and vertical stress difference on fracture propagation,hydraulic energy variation,and the stimulated reservoir volume in horizontal wells targeting the soft coal seam roof.The results indicate that bilateral downward perforation with a phase angle of 120° optimizes hydraulic energy conservation,reduces operational costs,enhances fracture formation,and prevents fracturing failure caused by coal powder generation and migration.This perforation mode is thus considered optimal for coal seam roof fracturing.When the roof consists of sandstone,each perforation cluster tends to initiate a single dominant fracture with a regular geometry.In contrast,hydraulic fractures formed in mudstone roofs display diverse morphology.Due to its high strength,the sandstone roof requires significantly higher pressure for crack initiation and propagation,whereas the mudstone roof,with its strong water sensitivity,exhibits lower fracturing pressures.To mitigate inter-cluster interference,cluster spacing in mudstone roofs should be greater than that in sandstone roofs.Horizontal wellbore placement critically influences fracturing effectiveness.For indirect fracturing in sandstone roofs,an optimal position is 25 mm away from the lithological interface.In contrast,the optimal location for indirect fracturing in mudstone roofs is directly at the lithological interface with the coal seam.Higher vertical stress coefficients lead to increased fractu ring pressures and promote vertical,layer-penetrating fractures.A coefficient of 0.5 is identified as optimal for achieving effective indirect fracturing.This study provides valuable insights for the design and optimization of staged fracturing in horizontal wells targeting crushed soft coal seam roofs. 展开更多
关键词 Indirect fracturing Roof lithology Perforation mode Horizontal well location Vertical stress difference Horizontal well multi-stage and multicluster fracturing Fracture propagation Crushed soft coal seam Roof of coal seam
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Prediction of sandstone porosity in coal seam roof based on variable mode decomposition and random forest method
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作者 Huang Ya-ping Qi Xue-mei +3 位作者 Cheng Yan Zhou Ling-ling Yan Jia-hao Huang Fan-rui 《Applied Geophysics》 2025年第1期197-208,235,236,共14页
Evaluation of water richness in sandstone is an important research topic in the prevention and control of mine water disasters,and the water richness in sandstone is closely related to its porosity.The refl ection sei... Evaluation of water richness in sandstone is an important research topic in the prevention and control of mine water disasters,and the water richness in sandstone is closely related to its porosity.The refl ection seismic exploration data have high-density spatial sampling information,which provides an important data basis for the prediction of sandstone porosity in coal seam roofs by using refl ection seismic data.First,the basic principles of the variational mode decomposition(VMD)method and the random forest method are introduced.Then,the geological model of coal seam roof sandstone is constructed,seismic forward modeling is conducted,and random noise is added.The decomposition eff ects of the empirical mode decomposition(EMD)method and VMD method on noisy signals are compared and analyzed.The test results show that the firstorder intrinsic mode functions(IMF1)and IMF2 decomposed by the VMD method contain the main eff ective components of seismic signals.A prediction process of sandstone porosity in coal seam roofs based on the combination of VMD and random forest method is proposed.The feasibility and eff ectiveness of the method are verified by trial calculation in the porosity prediction of model data.Taking the actual coalfield refl ection seismic data as an example,the sandstone porosity of the 8 coal seam roof is predicted.The application results show the potential application value of the new porosity prediction method proposed in this study.This method has important theoretical guiding significance for evaluating water richness in coal seam roof sandstone and the prevention and control of mine water disasters. 展开更多
关键词 VMD random forest method coal seams SANDSTONE POROSITY
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