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Experimental investigation on dynamic stab resistance of highperformance multi-layer textile materials
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作者 Mulat Alubel Abtew François Boussu +1 位作者 Irina Cristian Bekinew Kitaw Dejene 《Defence Technology(防务技术)》 2025年第5期1-14,共14页
Stab-resistant textiles play a critical role in personal protection,necessitating a deeper understanding of how structural and layering factors influence their performance.The current study experimentally examines the... Stab-resistant textiles play a critical role in personal protection,necessitating a deeper understanding of how structural and layering factors influence their performance.The current study experimentally examines the effects of textile structure,layering,and ply orientation on the stab resistance of multi-layer textiles.Three 3D warp interlock(3DWI)structures({f1},{f2},{f3})and a 2D woven fabric({f4}),all made of high-performance p-aramid yarns,were engineered and manufactured.Multi-layer specimens were prepared and subjected to drop-weight stabbing tests following HOSBD standards.Stabbing performance metrics,including Depth of Trauma(DoT),Depth of Penetration(DoP),and trauma deformation(Ymax,Xmax),were investigated and analyzed.Statistical analyses(Two-and One-Way ANOVA)indicated that fabric type and layer number significantly impacted DoP(P<0.05),while ply orientation significantly affected DoP(P<0.05)but not DoT(P>0.05).Further detailed analysis revealed that 2D woven fabrics exhibited greater trauma deformation than 3D WIF structures.Increasing the number of layers reduced both DoP and DoT across all fabric structures,with f3 demonstrating the best performance in multi-layer configurations.Aligned ply orientations also enhanced stab resistance,underscoring the importance of alignment in dissipating impact energy. 展开更多
关键词 2D/3D woven fabrics High-performance fibers Protective textiles multi-layer panels Impact ply orientation Dynamic stab resistance
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An improved model for predicting thermal contact resistance at multi-layered rock interface
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作者 WEN Min-jie XIE Jia-hao +4 位作者 LI Li-chen TIAN Yi EL NAGGAR M.Hesham MEI Guo-xiong WU Wen-bing 《Journal of Central South University》 2025年第1期229-243,共15页
This study proposes a general imperfect thermal contact model to predict the thermal contact resistance at the interface among multi-layered composite structures.Based on the Green-Lindsay(GL)thermoelastic theory,semi... This study proposes a general imperfect thermal contact model to predict the thermal contact resistance at the interface among multi-layered composite structures.Based on the Green-Lindsay(GL)thermoelastic theory,semi analytical solutions of temperature increment and displacement of multi-layered composite structures are obtained by using the Laplace transform method,upon which the effects of thermal resistance coefficient,partition coefficient,thermal conductivity ratio and heat capacity ratio on the responses are studied.The results show that the generalized imperfect thermal contact model can realistically describe the imperfect thermal contact problem.Accordingly,it may degenerate into other thermal contact models by adjusting the thermal resistance coefficient and partition coefficient. 展开更多
关键词 multi-layered structures general thermal contact model thermal contact resistance GL thermoelastic theory Laplace transform
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Damage of multi-layer spaced metallic target plates impacted by radial layered PELE 被引量:9
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作者 Chun Cheng Zhong-hua Du +4 位作者 Xi Chen Li-zhi Xu Cheng-xin Du Ji-long Han Xiao-dong Wang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2020年第1期201-207,共7页
Three different kinds of PELE(the penetrator with lateral efficiency) were launched by ballistic artillery to impact the multi-layer spaced metal target plates.The lmpact velocities of the projectiles were measured by... Three different kinds of PELE(the penetrator with lateral efficiency) were launched by ballistic artillery to impact the multi-layer spaced metal target plates.The lmpact velocities of the projectiles were measured by the velocity measuring system.The damage degree and process of each laye r of target plate impacted by the three kinds of projectiles were analyzed.The experimental results show that all the three kinds of projectiles have the effect of expanding holes on the multi-layer spaced metal target plates.For the normal structure PELE(without layered) with tungsten alloy jacket and the radial layered PELE with tungsten alloy jacket,the diameters of holes on the seco nd layer of plates are 3.36 times and 3.76 times of the diameter of the projectile,re spectively.For radial layered PELE with W/Zr-based amorphous composite jacket,due to the large number of tungsten wires dispersed after the impact,the diameter of the holes on the four-layer spaced plates can reach 2.4 times,3.04 times,5.36 times and 2.68 times of the diameter of the projectile.Besides,the normal structure PELE with tungsten alloy jacket and the radial layered PELE whit tungsten alloy jacket formed a large number of fragments impact marks on the third target plate.Although the number of fragments penetrating the third target plate is not as large as that of the normal structure PELE,the area of dispersion of fragments impact craters on the third target plate is larger by the radial layered PELE.The radial layered PELE with W/Zr-based amorphous composite jacket released a lot of heat energy due to the impact of the matrix material,and formed a large area of ablation marks on the last three target plates. 展开更多
关键词 PELE(the PENETRATOR with lateral efficiency) multi-layer spaced metal TARGET PLATES Impact DAMAGE
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Simulation of thermal field induced by concave spherical transducer in multi-layer media 被引量:5
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作者 丁亚军 钱盛友 廖志远 《Journal of Central South University》 SCIE EI CAS 2013年第11期3166-3170,共5页
High intensity focused ultrasound(HIFU)therapy is an effective method in clinical treatment of tumors,in order to explore the bio-heat conduction mechanism of in multi-layer media by concave spherical transducer,tempe... High intensity focused ultrasound(HIFU)therapy is an effective method in clinical treatment of tumors,in order to explore the bio-heat conduction mechanism of in multi-layer media by concave spherical transducer,temperature field induced by this kind of transducer in multi-layer media will be simulated through solving Pennes equation with finite difference method,and the influence of initial sound pressure,absorption coefficient,and thickness of different layers of biological tissue as well as thermal conductivity parameter on sound focus and temperature distribution will be analyzed,respectively.The results show that the temperature in focus area increases faster while the initial sound pressure and thermal conductivity increase.The absorption coefficient is smaller,the ultrasound intensity in the focus area is bigger,and the size of the focus area is increasing.When the thicknesses of different layers of tissue change,the focus position changes slightly,but the sound intensity of the focus area will change obviously.The temperature in focus area will rise quickly before reaching a threshold,and then the temperature will keep in the threshold range. 展开更多
关键词 multi-layer media concave spherical transducer high intensity focused ultrasound thermal field
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Numerical simulation analysis on multi-layer low-temperature heating method of asphalt pavement in hot in-place recycling 被引量:4
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作者 MA Deng-cheng LAN Fen 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第12期3793-3806,共14页
Asphalt mixture pavement reheating is one of the important steps in hot in-place recycling(HIR).To improve the heating speed of asphalt pavement in HIR,based on the numerical analysis model of asphalt mixture heating ... Asphalt mixture pavement reheating is one of the important steps in hot in-place recycling(HIR).To improve the heating speed of asphalt pavement in HIR,based on the numerical analysis model of asphalt mixture heating process,a new multi-layer low-temperature heating method(MLHM)was proposed.Considering input heat flux,the thermal capacity and thermal resistance of asphalt mixture,the heat transfer model was established based on energy conservation law.By heating the asphalt mixture in layers,it changes the situation that the heat energy can only be input from the upper surface of the asphalt mixture pavement.Through the simulation of the heating method of asphalt mixture in the existing technology,the result shows that the existing heating methods lead to serious aging or charring of the asphalt mixture.By MLHM,the upper and the bottom of the asphalt mixture are heated at the same time,and the heating temperature is lower than other heat methods,which not only reduces the heating thickness and increases the heating area of the asphalt mixture pavement,but also improves the heating speed,saves the energy resource and ensures the heating quality.Especially,by MLHM,the heating uniformity is better and speed is faster. 展开更多
关键词 asphalt pavement hot in-place recycling heating speed heating uniformity multi-layer LOW-TEMPERATURE
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Limit analysis of ultimate uplift capacity and failure mechanism ofshallow plate anchors in multi-layered soils 被引量:2
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作者 LYU Cheng WANG Zhu-hong +1 位作者 ZENG Zheng-qiang ZHANG Xiao 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第6期2049-2061,共13页
Considering the fact that in some complex cases,plate anchors are buried in multi-layered geotechnical materials,the ultimate dynamic analysis was performed to investigate the uplift capacity and failure mechanism of ... Considering the fact that in some complex cases,plate anchors are buried in multi-layered geotechnical materials,the ultimate dynamic analysis was performed to investigate the uplift capacity and failure mechanism of shallow strips and circular plate anchors in multi-layered soils.The nonlinear strength criterion and non-associated flow rule of geotechnical materials were introduced to investigate the influence of nonuniformity on the pullout performance and failure mechanism of shallow plate anchors.The expressions of the detaching curves or surfaces were obtained to reflect the failure mechanism,which can be used to figure out the ultimate uplift capacity and failure range.The results are generally in agreement with the numerical simulations and previous research.The effects of various parameters on the ultimate uplift capacity and failure mechanism of plate anchors in multi-layered soils were investigated,and it is found that the ultimate uplift capacity and failure range of shallow anchors increase with the increase of initial cohesion and dilatancy coefficient,but decrease with the unit weight,axial tensile stress and nonlinear coefficient. 展开更多
关键词 limit analysis dilatancy coefficient ultimate uplift capacity plate anchors multi-layered soils
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New multi-layer data correlation algorithm for multi-passive-sensor location system 被引量:1
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作者 Zhou Li Li Lingyun He You 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第4期667-672,共6页
Under the scenario of dense targets in clutter, a multi-layer optimal data correlation algorithm is proposed. This algorithm eliminates a large number of false location points from the assignment process by rough corr... Under the scenario of dense targets in clutter, a multi-layer optimal data correlation algorithm is proposed. This algorithm eliminates a large number of false location points from the assignment process by rough correlations before we calculate the correlation cost, so it avoids the operations for the target state estimate and the calculation of the correlation cost for the false correlation sets. In the meantime, with the elimination of these points in the rough correlation, the disturbance from the false correlations in the assignment process is decreased, so the data correlation accuracy is improved correspondingly. Complexity analyses of the new multi-layer optimal algorithm and the traditional optimal assignment algorithm are given. Simulation results show that the new algorithm is feasible and effective. 展开更多
关键词 multi-passive-sensor data correlation multi-layer correlation algorithm location system correlation cost
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Blast wave characteristics of multi-layer composite charge:Theoretical analysis,numerical simulation,and experimental validation 被引量:1
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作者 Jun-bao Li Wei-bing Li +2 位作者 Xiao-wen Hong Jia-xin Yu Jian-jun Zhu 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2023年第1期91-102,共12页
This article investigates the characteristics of shock wave overpressure generated by multi-layer composite charge under different detonation modes.Combining dimensional analysis and the explosion mechanism of the cha... This article investigates the characteristics of shock wave overpressure generated by multi-layer composite charge under different detonation modes.Combining dimensional analysis and the explosion mechanism of the charge,a peak overpressure prediction model for the composite charge under singlepoint detonation and simultaneous detonation was established.The effects of the charge structure and initiation method on the overpressure field characteristics were investigated in AUTODYN simulation.The accuracy of the prediction model and the reliability of the numerical simulation method were subsequently verified in a series of static explosion experiments.The results reveal that the mass of the inner charge was the key factor determining the peak overpressure of the composite charge under single-point detonation.The peak overpressure in the radial direction improved apparently with an increase in the aspect ratio of the charge.The overpressure curves in the axial direction exhibited a multi-peak phenomenon,and the secondary peak overpressure even exceeded the primary peak at distances of 30D and 40D(where D is the charge diameter).The difference in peak overpressure among azimuth angles of 0-90°gradually decreased with an increase in the propagation distance of the shock wave.The coupled effect of the detonation energy of the inner and outer charge under simultaneous detonation improved the overpressure in both radial and axial directions.The difference in peak overpressure obtained from model prediction and experimental measurements was less than 16.4%. 展开更多
关键词 Blast wave characteristics multi-layer composite charge Dimensional analysis AUTODYN mapping Model Explosion experiment
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Digital modulation classification using multi-layer perceptron and time-frequency features
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作者 Yuan Ye Mei Wenbo 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第2期249-254,共6页
Considering that real communication signals corrupted by noise are generally nonstationary, and timefrequency distributions are especially suitable for the analysis of nonstationary signals, time-frequency distributio... Considering that real communication signals corrupted by noise are generally nonstationary, and timefrequency distributions are especially suitable for the analysis of nonstationary signals, time-frequency distributions are introduced for the modulation classification of communication signals: The extracted time-frequency features have good classification information, and they are insensitive to signal to noise ratio (SNR) variation. According to good classification by the correct rate of a neural network classifier, a multilayer perceptron (MLP) classifier with better generalization, as well as, addition of time-frequency features set for classifying six different modulation types has been proposed. Computer simulations show that the MLP classifier outperforms the decision-theoretic classifier at low SNRs, and the classification experiments for real MPSK signals verify engineering significance of the MLP classifier. 展开更多
关键词 Digital modulation classification Time-frequency feature Time-frequency distribution multi-layer perceptron.
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Application of response surface method for optimal transfer conditions of multi-layer ceramic capacitor alignment system
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作者 PARK Su-seong KIM Jae-min +1 位作者 CHUNG Won-jee SHIN O-chul 《Journal of Central South University》 SCIE EI CAS 2011年第3期726-730,共5页
The multi-layer ceramic capacitor (MLCC) alignment system aims at the inter-process automation between the first and the second plastic processes.As a result of testing performance verification of MLCC alignment syste... The multi-layer ceramic capacitor (MLCC) alignment system aims at the inter-process automation between the first and the second plastic processes.As a result of testing performance verification of MLCC alignment system,the average alignment rates are 95% for 3216 chip,88.5% for 2012 chip and 90.8% for 3818 chip.The MLCC alignment system can be accepted for practical use because the average manual alignment is just 80%.In other words,the developed MLCC alignment system has been upgraded to a great extent,compared with manual alignment.Based on the successfully developed MLCC alignment system,the optimal transfer conditions have been explored by using RSM.The simulations using ADAMS has been performed according to the cube model of CCD.By using MiniTAB,the model of response surface has been established based on the simulation results.The optimal conditions resulted from the response optimization tool of MiniTAB has been verified by being assigned to the prototype of MLCC alignment system. 展开更多
关键词 multi-layer ceramic capacitor (MLCC) alignment system response surface method (RSM) MiniTAB ADAMS
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多层厚硬顶板大采高综放工作面强动载矿压特征及机理 被引量:1
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作者 张震 黄志增 +4 位作者 徐刚 刘晓刚 刘前进 赵铁林 蔺星宇 《煤炭学报》 北大核心 2025年第7期3369-3387,共19页
针对榆神矿区特厚煤层多层厚硬顶板大采高综放工作面下开采液压支架立柱急剧下缩、工作面易压架等强矿压显现问题,采用立柱压力传感器和位移传感器对工作面回采期间支架工作阻力、顶板下沉量进行了全程系统监测;对工作面矿压显现宏观特... 针对榆神矿区特厚煤层多层厚硬顶板大采高综放工作面下开采液压支架立柱急剧下缩、工作面易压架等强矿压显现问题,采用立柱压力传感器和位移传感器对工作面回采期间支架工作阻力、顶板下沉量进行了全程系统监测;对工作面矿压显现宏观特征、近远场覆岩运移与矿压的联动性进行了分析,明确了多层厚硬顶板大采高综放开采工作面矿压显现特征,得到了多层厚硬顶板破断的空间形态及覆岩结构演化规律;阐述了矿压作用机制,建立了考虑煤壁前方弯曲变形、多层厚硬顶板各层位间受力关联下的低、中、高不同层位覆岩结构力学模型,给出了不同层位岩层破断失稳判据及支架临界支护强度。结果表明:多层厚硬顶板大采高综放开采工作面除具有“来压区域性明显、来压急增阻、大小周期来压、周期性强动载来压”的特点外,还呈现出强动载来压期间多次连续性或短距间断性大周期来压的新特征;强动载期间连续性大周期来压矿压显现程度总体呈先增大后减缓的趋势,工作面周期性强动载来压呈不规律性,每隔4~10个小周期来压,间隔120.9~241.9 m,平均161 m发生1次强动载来压,强动载来压期间矿压显现异常强烈;上覆岩层呈现“低位悬臂梁+中位非铰接梁+高位联贯破断叠合铰接梁结构”,低位悬臂梁结构位于煤层上方20 m以内,该结构的周期性回转破断造成工作面小周期来压,中位非铰接梁位于煤层上方20~70 m范围,该范围内岩层的架前拉伸破断或架后剪切破断导致工作面发生大周期来压,高位岩层位于煤层上方70 m以上,中部厚硬岩层破断后,对高位铰接梁有效接触及支撑力减小,造成高位铰接梁相继破断失稳,继而导致工作面多次连续性或短距间断性大周期来压的强动载来压;中位非铰接梁结构破断失稳时支架合理支护强度为1.897 MPa,高位联贯破断铰接梁回转变形失稳对应的支架合理支护强度为2.470 MPa,滑落失稳对应的支架合理支护强度为3.180 MPa,现有的高强度支架难以对顶板的强矿压进行有效控制,须采取顶板弱化的手段进行采场围岩控制。研究成果对特厚煤层多层厚硬顶板开采围岩控制具有一定的指导意义。 展开更多
关键词 特厚煤层 多层厚硬顶板 矿压显现特征 破断结构 矿压作用机理
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海上多层合采油藏酸化解堵影响下的水驱差异化动用机理 被引量:2
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作者 田冷 王嘉新 +3 位作者 康凯 张雷 王锐 张博 《大庆石油地质与开发》 北大核心 2025年第2期89-98,共10页
为探究海上多层合采油藏酸化解堵影响下的水驱差异化动用机理,以渤海湾盆地X油田岩心为研究对象,通过静态配伍性实验、铸体薄片分析和基于核磁共振技术的岩心并联酸化水驱油实验,明确X油田储层结垢类型、垢晶形成机理以及盐酸解堵效果,... 为探究海上多层合采油藏酸化解堵影响下的水驱差异化动用机理,以渤海湾盆地X油田岩心为研究对象,通过静态配伍性实验、铸体薄片分析和基于核磁共振技术的岩心并联酸化水驱油实验,明确X油田储层结垢类型、垢晶形成机理以及盐酸解堵效果,揭示多层合采水驱油过程中酸化对于不同物性岩心的驱油效率、注入压力、原油赋存特征与动用规律的影响。结果表明:储层损害的关键因素是注入水与地层水配伍性差形成的CaCO_(3)垢,呈颗粒状分布,在孔喉中导致储层物性降低;酸化解堵能改善储层物性,相对高渗的岩心比酸化前驱油效率上升了3.45百分点,但相对低渗的岩心比酸化前驱油效率下降了23.56百分点;酸液与CaCO_(3)垢反应产生气体,在孔隙喉道中流动产生贾敏效应,不仅阻止了部分油滴的运移,而且还“锁死”了已形成的水驱油通道,导致水驱油压力升高,低渗岩心发生二次堵塞,小孔喉中的剩余油大幅度增加。研究成果可为海上多层合采油藏酸化后的水驱开发提供理论指导。 展开更多
关键词 酸化解堵 差异化动用 储层结垢 多层合采 核磁共振
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基于跳跃连接神经网络的无监督弱光图像增强算法 被引量:2
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作者 刘洋 刘思瑞 +1 位作者 徐晓淼 王竹筠 《电子测量与仪器学报》 北大核心 2025年第5期208-216,共9页
针对Zero-DCE网络存在细节丢失和不同亮度区域处理结果出现差异等问题,设计了一种基于增强深度曲线估计网络(EnDCE-Net)的无监督弱光图像增强算法。通过探索弱光图像与未配对的正常光照图像之间的潜在映射关系,实现了对低光照场景下图... 针对Zero-DCE网络存在细节丢失和不同亮度区域处理结果出现差异等问题,设计了一种基于增强深度曲线估计网络(EnDCE-Net)的无监督弱光图像增强算法。通过探索弱光图像与未配对的正常光照图像之间的潜在映射关系,实现了对低光照场景下图像质量的显著改善。首先,提出新的特征提取网络,该网络整合了多个跳跃连接与卷积层,实现低层与高层特征的有效融合,从而学习到弱光图像中的关键特征,增强网络对弱光图像的学习能力。其次,设计一组联合的无参考损失函数,强调优化过程中与亮度相关的特性,从而更有利于图像增强模型的参数更新,提高图像增强的质量和效果。为了验证所提出算法的有效性,在5个公开数据集上进行了对比实验,与次优算法Zero-DCE相比,有参考数据集SICE上的峰值信噪比(PSNR)和结构相似性(SSIM)分别提升了9.4%、21%。无参考数据集LIME、DICM、MEF、NPE上NIQE分别达到了4.04、3.04、3.35、3.83。实验结果表明,所提出算法表现出色,增强后的图像色彩自然,亮度均衡且细节清晰。无论是主观视觉评价还是客观定量指标,均显著优于对比算法,充分体现了在图像增强效果上的卓越性和先进性。 展开更多
关键词 弱光图像增强 深度曲线估计 无参考损失函数 多层卷积神经网络 无监督学习
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基于深度残差网络的多层多道焊缝识别 被引量:1
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作者 何俊杰 王传睿 王天琪 《天津工业大学学报》 北大核心 2025年第1期91-96,共6页
为保证焊缝跟踪的精度并将激光条纹从强弧光、飞溅中分离出来,提出了一种基于深度残差(SRNU)网络的激光条纹分割算法。该算法是将带有弧光的图像送入SRNU模型,对内嵌于Resunet网络的编码层部分进行改进,添加SE模块和分组残差模块,对多... 为保证焊缝跟踪的精度并将激光条纹从强弧光、飞溅中分离出来,提出了一种基于深度残差(SRNU)网络的激光条纹分割算法。该算法是将带有弧光的图像送入SRNU模型,对内嵌于Resunet网络的编码层部分进行改进,添加SE模块和分组残差模块,对多层级特征信息进行提取和解析。结果表明:所提算法与Resunet算法相比,平均交并比、精确率、召回率与F1分数分别提升了0.79%、1.38%、0.50%和0.91%,说明该方法有较好的鲁棒性且具有较强的抗干扰能力,在复杂工况下也能将激光条纹从强弧光、飞溅中分离出来。 展开更多
关键词 结构光视觉传感器 深度学习 多层多道焊缝 焊缝识别 深度残差 激光条纹分割算法
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多层网络视角下的中欧海铁运输网络级联失效脆弱性分析 被引量:1
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作者 张玉召 康欢欢 邓雨露 《计算机工程与应用》 北大核心 2025年第5期298-308,共11页
为研究多层网络建模方法及结构特性、多层网络节点重要度计算与级联失效过程各因素对脆弱性动态变化的影响,利用多层网络理论构建双层运输网络拓扑模型并分析其拓扑特性,提出一种多层网络节点重要度计算方法,并设计考虑节点容量、节点... 为研究多层网络建模方法及结构特性、多层网络节点重要度计算与级联失效过程各因素对脆弱性动态变化的影响,利用多层网络理论构建双层运输网络拓扑模型并分析其拓扑特性,提出一种多层网络节点重要度计算方法,并设计考虑节点容量、节点状态、节点重要度的负载-容量级联失效模型,仿真分析影响网络脆弱性的因素与变化规律。研究表明,中欧海铁双层运输网络符合复杂网络的无标度特性,网络层间异配耦合连接,节点容量系数、不同类型节点及负载分配方式对网络脆弱性影响较大,并验证了多层网络节点重要度计算方法的合理性。结论显示,发生突发事件时要优先保护重要节点,设计车站时要预留一定负载冗余空间,以提升节点失效后的负载承受能力。 展开更多
关键词 复杂网络 多层网络 节点重要性 级联失效 网络脆弱性
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基于多尺度特征融合SSDLite的光伏组件缺陷检测 被引量:1
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作者 项新建 汤卉 +3 位作者 肖家乐 王世乾 张颖超 王磊 《太阳能学报》 北大核心 2025年第1期669-675,共7页
为了应对光伏组件缺陷检测中人工检测速度缓慢以及使用YOLO等深度学习模型时速度较慢且硬件成本高的问题,提出一种基于SSDLite的多层特征融合轻量化目标检测方法。该方法采用MobileNetV2作为SSDLite模型的骨干网络,并从中提取3个不同层... 为了应对光伏组件缺陷检测中人工检测速度缓慢以及使用YOLO等深度学习模型时速度较慢且硬件成本高的问题,提出一种基于SSDLite的多层特征融合轻量化目标检测方法。该方法采用MobileNetV2作为SSDLite模型的骨干网络,并从中提取3个不同层次的特征层进行特征融合。针对不同缺陷的尺寸特点,对模型中的先验框的大小也进行了重新设计。在MobileNetV2的瓶颈结构中引入CBAM注意力机制,以提高模型的检测精度。相比传统的SSDLite模型,该文模型平均精度从65.8%提高至72.4%,虽然速度略微下降,但已基本满足实际应用的需求。 展开更多
关键词 光伏组件 目标检测 深度学习 SSDLite 多层特征融合 MobileNetV2
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基于多层级特征融合的多模态医学图像配准 被引量:1
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作者 常青 李梦珂 +1 位作者 陆晨豪 张扬 《中国科学院大学学报(中英文)》 北大核心 2025年第5期645-654,共10页
多模态医学图像的灰度和纹理结构差别较大,难以提取相对应的特征,导致配准精度较低。针对这一问题,提出基于多层级特征融合的配准模型,并行提取参考图和浮动图的特征,在多层级结构中使用双输入空间注意力模块实现多模态特征渐进融合,获... 多模态医学图像的灰度和纹理结构差别较大,难以提取相对应的特征,导致配准精度较低。针对这一问题,提出基于多层级特征融合的配准模型,并行提取参考图和浮动图的特征,在多层级结构中使用双输入空间注意力模块实现多模态特征渐进融合,获取其相关性,并将这种相关性映射到图像配准变换中。同时使用基于密集对称尺度不变特征变换的局部特征相似性引导网络进行迭代优化,实现多模态图像的无监督配准。 展开更多
关键词 多层级特征融合 多模态 密集对称尺度不变特征变换 无监督配准
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融合多层图与分类信息的双意图会话推荐 被引量:1
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作者 刘超 王中迪 +1 位作者 余岩化 朱军 《计算机应用研究》 北大核心 2025年第4期1058-1064,共7页
针对现有会话推荐系统存在的会话间信息挖掘不够充分、会话间聚合信息冗余和辅助信息未与会话特征相结合的问题,提出融合多层图与分类信息的双意图会话推荐模型(SRIMC)。首先,根据会话序列,构建局部会话图、会话关系图和全局项目图,通... 针对现有会话推荐系统存在的会话间信息挖掘不够充分、会话间聚合信息冗余和辅助信息未与会话特征相结合的问题,提出融合多层图与分类信息的双意图会话推荐模型(SRIMC)。首先,根据会话序列,构建局部会话图、会话关系图和全局项目图,通过图神经网络(GNN)学习得到局部会话特征、会话关系特征和全局项目会话特征,并将上述特征结合获得α意图;其次,基于替换先验分布为β分布的贝叶斯分布整合分类信息与会话长度信息,获得β意图;最后,将α和β意图融合进行预测。在五个公开数据集上的实验结果表明,SRIMC的P@20提升了1.23%~51.78%,MRR@20提升了2.87%~80.87%,证明了模型利用多层会话信息与分类信息捕获用户意图的有效性。 展开更多
关键词 会话推荐 多层信息 图神经网络 分类信息 双意图
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多层结构底板破坏深度精确预测与Matlab实现 被引量:1
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作者 李昂 王伟东 +6 位作者 牟谦 王峰 马政和 赵磊 黄刚 周永根 田胜祺 《煤炭科学技术》 北大核心 2025年第S1期261-274,共14页
矿井煤岩层开采工作面底板扰动会诱发底板隔水岩层上部受到破坏,底板破坏深度计算是科学确定底板破坏深度的基本前提。以往采用单一岩层底板塑性滑移线场理论计算往往与实际偏差较大,原因在于底板破坏范围内其结构主要由多层结构组成。... 矿井煤岩层开采工作面底板扰动会诱发底板隔水岩层上部受到破坏,底板破坏深度计算是科学确定底板破坏深度的基本前提。以往采用单一岩层底板塑性滑移线场理论计算往往与实际偏差较大,原因在于底板破坏范围内其结构主要由多层结构组成。首先构建多层结构底板塑性滑移线场力学模型,推导出多工况下底板破坏深度解析解,并优化出5种计算多层结构底板破坏深度计算工况;其次分析多层结构底板破坏深度人工计算方法的不足及误差原因;提出了计算多层结构底板破坏深度逻辑流程,借助Matlab语言开发了多层结构底板破坏深度计算系统,并结合实际工况分析该系统的可靠性和稳定性。结果表明:①多层结构底板破坏深度计算过程中多数工况需多次利用泰勒展开式和一元四次方程求解,人工计算过程冗长繁杂,极易导致计算结果出现偏差;②通过手算和机算(Matlab内置函数)对比计算同一工况下相同参数时底板最大破坏深度,可知随底板层数增多,人工求解过程中因泰勒展开式的多次运用导致底板破坏深度计算结果累积误差增大,而Matlab编程求解过程中避免泰勒式应用,其结果更符合现场实际需求;③软件主界面包含层数、层厚、力学参数及输入框、计算按钮等功能,可快速智能判别工况,计算出底板最大破坏深度及开采面至底板最大破坏深度水平距离;④将平煤某矿相关岩性力学参数代入该软件求解,通过对比分析5层结构底板最大破坏深度理论值、拟合值、实测值及软件值可知,理论值与实测结果偏差0.57 m,软件值与实测值相差0.14 m,多层计算结果下软件计算更符合实际需求,可为底板水害防治及安全开采提供可靠的技术参数。 展开更多
关键词 多层结构底板 破坏深度 塑性滑移线场 Matlab内置函数 计算软件
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水平井钻进中页岩小层结构元素录井智能实时识别
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作者 夏国勇 彭仕轩 +5 位作者 陆林超 欧成华 权昊森 倪根生 邱前程 马韶光 《断块油气田》 北大核心 2025年第3期508-513,共6页
当前,水平井钻进中页岩小层结构需要依靠导向师利用元素录井曲线特征人工识别,常因页岩小层厚度小、导向师经验不足,井底位置判断失误,造成水平井出靶。为此,建立了页岩小层结构元素录井智能实时识别技术。该技术输入元素录井数据,利用... 当前,水平井钻进中页岩小层结构需要依靠导向师利用元素录井曲线特征人工识别,常因页岩小层厚度小、导向师经验不足,井底位置判断失误,造成水平井出靶。为此,建立了页岩小层结构元素录井智能实时识别技术。该技术输入元素录井数据,利用残差多层感知机算法,采用“1+u”个算法模型,依靠从页岩小层到小层结构的二级识别策略,实施水平井钻进中页岩小层结构元素录井的智能实时识别。此外,设计了以当前井元素数据为核心、迭代式更新计算的“一次训练,一次预测”工作流程,以适应不同地域、同一页岩小层元素特征间的差异性。应用该技术完成了川南泸州页岩气区的水平井钻进导向,证实了技术的可靠性、适用性、实时性,以及相较于人工分析的优越性。 展开更多
关键词 水平井 地质导向 元素录井 小层识别 残差多层感知机
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