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Multi-block SSD based on small object detection for UAV railway scene surveillance 被引量:34
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作者 Yundong LI Han DONG +3 位作者 Hongguang LI Xueyan ZHANG Baochang ZHANG Zhifeng XIAO 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2020年第6期1747-1755,共9页
A method of multi-block Single Shot Multi Box Detector(SSD)based on small object detection is proposed to the railway scene of unmanned aerial vehicle surveillance.To address the limitation of small object detection,a... A method of multi-block Single Shot Multi Box Detector(SSD)based on small object detection is proposed to the railway scene of unmanned aerial vehicle surveillance.To address the limitation of small object detection,a multi-block SSD mechanism,which consists of three steps,is designed.First,the original input images are segmented into several overlapped patches.Second,each patch is separately fed into an SSD to detect the objects.Third,the patches are merged together through two stages.In the first stage,the truncated object of the sub-layer detection result is spliced.In the second stage,a sub-layer suppression and filtering algorithm applying the concept of non-maximum suppression is utilized to remove the overlapped boxes of sub-layers.The boxes that are not detected in the main-layer are retained.In addition,no sufficient labeled training samples of railway circumstance are available,thereby hindering the deployment of SSD.A two-stage training strategy leveraging to transfer learning is adopted to solve this issue.The deep learning model is preliminarily trained using labeled data of numerous auxiliaries,and then it is refined using only a few samples of railway scene.A railway spot in China,which is easily damaged by landslides,is investigated as a case study.Experimental results show that the proposed multi-block SSD method produces an overall accuracy of 96.6%and obtains an improvement of up to 9.2%compared with the traditional SSD. 展开更多
关键词 Deep learning multi-block Single Shot MultiBox Detector(SSD) Objection detection Railway scene Unmanned aerial vehicle remote sensing
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Implementation of configuration dependent stiffness proportional damping for the dynamics of rigid multi-block systems 被引量:4
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作者 Yun Byeong Chae Jae Kwan Kim 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2003年第1期87-98,共12页
The distinct element method(DEM)has been used successfully for the dynamic analysis of rigid block sys- tems.One of many difficulties associated with DEM is modeling of damping.In this paper,new procedures are propose... The distinct element method(DEM)has been used successfully for the dynamic analysis of rigid block sys- tems.One of many difficulties associated with DEM is modeling of damping.In this paper,new procedures are proposed for the damping modeling and its numerical implementation in distinct element analysis of rigid muhi-block systems.The stiff- ness proportional damping is constructed for the prescribed damping ratio,based on the non-zero fundamental frequency ef- fective during the time interval while the boundary conditions remain essentially constant.At this time interval,the funda- mental frequency can be estimated without complete eigenvalue analysis.The damping coefficients will vary while the damp- ing ratio remains the same throughout the entire analysis.A new numerical procedure is developed to prevent unnecessary energy loss that can occur during the separation phases.These procedures were implemented in the development of the dis- tinet element method for the dynamic analyses of piled multi-block systems.The analysis results |or the single-block and two-block systems were in a good agreement with the analytic predictions.Applications to the seismic analyses of piled four- block systems revealed that the new procedures can make a significant difference and may lead to much-improved results. 展开更多
关键词 multi-block systems stiffness proportional damping ROCKING impact distinet element method rigid body dynamics
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Hydrodynamic Performance Analysis of the Ducted Propeller Based on the Combination of Multi-Block Hybrid Mesh and Reynolds Stress Model 被引量:1
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作者 Xueming He Hecai Zhao +2 位作者 Xuedong Chen Zailei Luo Yannan Miao 《Journal of Flow Control, Measurement & Visualization》 2015年第2期67-74,共8页
In order to analyze the hydrodynamic performance of the ducted propeller with high precision, this paper proposes a new method which combines Multi-Block Hybrid Mesh and Reynolds Stress Model (MBHM & RSM). The cal... In order to analyze the hydrodynamic performance of the ducted propeller with high precision, this paper proposes a new method which combines Multi-Block Hybrid Mesh and Reynolds Stress Model (MBHM & RSM). The calculation errors of MBHM & RSM and standard two-equation model (standard k-ε model) on the ducted propeller JD7704 +Ka4-55 are compared. The maximum error of the total thrust coefficient KT, the duct thrust coefficient KTN, the torque coefficient KQ and the open-water efficiency η0 of MBHM & RSM are 2.98%, 4.01%, 1.46%, and 0.89%, respectively, which are lower than those of standard k-ε model. Indeed, the pressure distribution on the propeller surfaces, the pressure and the velocity vector distribution of the flow field are also analyzed, which are consistent with the theory. It is demonstrated that MBHM & RSM on the thruster dynamics analysis are feasible. This paper provides reference in the thruster designing of underwater robot. 展开更多
关键词 multi-block Hybrid MESH RSM Ducted PROPELLER HYDRODYNAMIC Performance
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Application and Validation of a Multi-block Constitutive Model at Landslides of the Wenchuan Earthquake
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作者 STAMATOPOULOS Constantine XIONG Ke DI Baofeng 《工程科学与技术》 EI CAS CSCD 北大核心 2018年第3期33-45,共13页
A multi-block model and a corresponding computer program have been developed which predict the kinematics of landslides.Furthermore,a unique event for studying different models simulating the triggering and movement o... A multi-block model and a corresponding computer program have been developed which predict the kinematics of landslides.Furthermore,a unique event for studying different models simulating the triggering and movement of landslides is the 2008Wenchuan earthquake in the mountainous region in Sichuan Province of China,which caused a large number of rapid landslides.The purpose of the paper is two-fold:(a)to propose and incorporate into the multi-block model constitutive relations predicting soil response along slip surfaces,and(b)to apply the multi-block model with the constitutive relations at landslides triggered by the Wenchuan earthquake.The proposed constitutive equations predict the shape of the shear stress-displacement response measured in ring shear tests.In the application,four landslides caused by the Wenchuan earthquake were considered.Only in one of these landslides the shear resistance-displacement response along the slip surface has been measured in laboratory tests.At this landslide,the triggering and movement of the landslide was predicted.In the other landslides,back analyses were performed and it was observed that the multi-block model predicted reasonably well the final configuration of all slides.In addition,as the measured and back-estimated total friction angle of all landslides was less than 180,and the materials along the slip surface were sandy,it is inferred that some,or all of the slip surface during these slides was sheared in an undrained manner and excess pore pressures generated during sliding played a key role in the triggering and movement of these landslides.Concluding,the paper(A)proposed and validated a multi-block constitutive model which can be applied to predict the triggering and movement of earthquake-induced slides and(B)by analyzing four landslides of the 2008 Wenchuan earthquake,it concludes that some,or all of the slip surface during these slides,was sheared in an undrained manner and excess pore pressures generated during sliding played a key role in the triggering and movement of these landslides. 展开更多
关键词 Wenchuan earthquake multi-block model seismic displacement LANDSLIDES back analysis strain softening
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NOVEL SYNTHESIS OF LONG MULTI-BLOCK HETEROPOLYMER CHAINS WITH AN ORDERED SEQUENCE AND CONTROLLABLE BLOCK LENGTHS
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作者 Chi Wu Zuo-wei Xie +1 位作者 Guang-zhao Zhang Guo-fu Zi Department of Chemistry, The Chinese University of Hong Kong Shatin, N.T., Hong Kong China 《Chinese Journal of Polymer Science》 SCIE CAS CSCD 2001年第5期451-454,共4页
It had very long been a dream in polymer science to synthesize long multi-block polymer chains with an orderedchain sequence and controllable block lengths. Using ionic or living free radical polymerization or furnish... It had very long been a dream in polymer science to synthesize long multi-block polymer chains with an orderedchain sequence and controllable block lengths. Using ionic or living free radical polymerization or furnishing each end ofpolymer blocks with a reactive functional group, one can only prepare heteropolymer chains with few long blocks, such asdiblock and triblock copolymers. The most plausible result so far was a pentablock copolymer. Recently, using a combinationof polymer physics and synthetic chemistry, we have invented self-assembly assisted polycondensation (SAAP). Thiscommunication reports the results of using this novel. method to connect 10-100 triblock polymer chains together to formlong multi-block heteropolymer chains with an ordered sequence and controllable block lengths. 展开更多
关键词 multi-block copolymer self assembly self assembly assisted polypolymerization novel polymer synthesis
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Sulfonated fluorinated multi-block copolymer hybrid containing sulfonated(poly ether ether ketone) and graphene oxide: A ternary hybrid membrane architecture for electrolyte applications in proton exchange membrane fuel cells
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作者 Ae Rhan Kim Mohanraj Vinothkannan Dong Jin Yoo 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2018年第4期1247-1260,共14页
A ternary hybrid membrane architecture consisting of sulfonated fluorinated multi-block copolymer (SFMC), sulfonated (poly ether ether ketone) (SPEEK) and I or 5 wt% graphene oxide (GO) was fabricated through ... A ternary hybrid membrane architecture consisting of sulfonated fluorinated multi-block copolymer (SFMC), sulfonated (poly ether ether ketone) (SPEEK) and I or 5 wt% graphene oxide (GO) was fabricated through a facile solution casting approach. The simple, but effective monomer sulfonation was performed for SFMC to create compact and rigid hydrophobic backbone structures, while conventional random sulfonation was carried-out for SPEEK. Hydrophilic-hydrophobic-hydrophilic structure of SFMC enhances the compatibility with SPEEK and GO and allows for an unprecedented approach to alter me- chanical strength and proton conductivity of ternary hybrid membrane, as verified from universal test machine (UTM) curves and alternating current (AC) impedance plots. The impact of GO integration on the morphology and roughness of hybrid membrane was scrutinized using field emission scanning electron microscope (FE-SEM) and atomic force microscope (AFM). Ternary hybrid showed uniform intercalation of GO nanosheets throughout the entire surface of membrane with an increased surface roughness of 8.91 nm. The constructed ternary hybrid membrane revealed excellent water absorption, ion exchange capacity and gas barrier properties, while retaining reasonable dimensional stability. The well-optimized ternary hybrid membrane containing 5 wt% GO revealed a maximum proton conductivity of 111.9 mS/cm, which is higher by a factor of two-fold with respect to that of bare SFMC membrane. The maximum PEMFC power density of 528.07mW/cm2 was yielded by ternary hybrid membrane at a load current density of 1321.1 mA/cm2 when operating the cell at 70 ℃ under 100% relative humidity (RH). In comparison, a maximum power density of only 182.06 mW/cm2 was exhibited by the bare SFMC membrane at a load current density of 455.56 mA/cm2 under same operating conditions. 展开更多
关键词 Sulfonated fluorinated multi-block copolymer Sulfonated(poly ether ether ketone) Graphene oxide Hydrogen bonding Proton conductivity
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SYNTHESIS AND CHARACTERIZATION OF LIQUID CRYSTALLINE MULTI-BLOCK COPOLYMERS,POLY[1,6-BIS(4-OXYBENZOYL-OXY)HEXANE TEREPHTHALATE]-b-BISPHENOL A POLYCARBONATE
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作者 周其庠 《Chinese Journal of Polymer Science》 SCIE CAS CSCD 1999年第5期447-452,共6页
A series of liquid crystalline multi-block copolymers poly[1.6-bis(4-oxybenzoyl-oxy)hexane terephthalate]-b-bisphenol A polycarbonate (PHTH-6-b-PC) with different segment lengths were synthesized in tetrachloroethane ... A series of liquid crystalline multi-block copolymers poly[1.6-bis(4-oxybenzoyl-oxy)hexane terephthalate]-b-bisphenol A polycarbonate (PHTH-6-b-PC) with different segment lengths were synthesized in tetrachloroethane by solution polycondensation in which hydroxyl terminated PC and acyl chloride terminated PHTH-6 were used. It is found that block copolymers with high molecular weight and well-defined structures were obtained. All the block copolymers exhibit a nematic liquid crystalline texture. 展开更多
关键词 liquid crystalline multi-block copolymer synthesis texture
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PHASE STRUCTURE AND THERMAL BEHAVIOR OF LIQUID CRYSTALLINE MULTI-BLOCK COPOLYMERS,POLY[1,6-BIS(4-OXYBENZOYL-OXY)HEXANE TEREPHTHALATE]-b-BISPHENOL A POLYCARBONATE
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作者 周其庠 《Chinese Journal of Polymer Science》 SCIE CAS CSCD 1999年第5期453-458,共6页
Liquid crystalline multi-block copolymers poly[1,6-bis(4-oxybenzoyl-oxy)hexane terephthalate]-b-bisphenol A polycarbonate (PHTH-6-b-PC) with different segments of polycarbonate (PC) and thermotropic polyester PHTH-6 w... Liquid crystalline multi-block copolymers poly[1,6-bis(4-oxybenzoyl-oxy)hexane terephthalate]-b-bisphenol A polycarbonate (PHTH-6-b-PC) with different segments of polycarbonate (PC) and thermotropic polyester PHTH-6 were synthesized in tetrachloroethane at 144 similar to 146 degrees C. The influence of segment length on the resulting phase structure and thermal behavior of block copolymers was also discussed. It is demonstrated by TEM and DMA that the resulting block copolymers show a considerable microphase separation. The degree of phase separation and the thermal behavior of the block copolymers are strongly dependent on the molecular weight of the segments incorporated. 展开更多
关键词 liquid crystalline multi-block copolymer phase structure thermal behavior
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Pontoon Bridge Hydrodynamic Computations by Multi-block Grid Generation Technique
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作者 潘小强 沈庆 《Defence Technology(防务技术)》 SCIE EI CAS 2006年第1期57-62,共6页
To investigate the hydrodynamic characteristic of pontoon bridge, the multi-block grid generation technique with numerical methods for viscous fluid dynamics is applied to numerical simulations on the hydrodynamic cha... To investigate the hydrodynamic characteristic of pontoon bridge, the multi-block grid generation technique with numerical methods for viscous fluid dynamics is applied to numerical simulations on the hydrodynamic characteristic of a ribbon ferrying raft model at a series of towing speeds. Comparison of the simulated results with the experimental data indicates that the simulated results are acceptable. It shows that the multi-block grid generation technique is effective in the computation on pontoon bridge hydrodynamics. 展开更多
关键词 趸船 栅格技术 水力计算
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条件扩散和多通道高低频并行的红外与可见光图像融合
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作者 邸敬 王鹤然 +2 位作者 梁婵 刘冀钊 廉敬 《光学精密工程》 北大核心 2025年第1期148-163,共16页
针对去噪扩散模型在红外与可见光图像融合任务中缺少基准真实值和可见光信息利用不足的问题,提出一种条件扩散和多通道高低频并行的红外与可见光图像融合模型。条件扩散模型利用拼接技术将拼接源图像作为基准真实值进行训练,获得红外与... 针对去噪扩散模型在红外与可见光图像融合任务中缺少基准真实值和可见光信息利用不足的问题,提出一种条件扩散和多通道高低频并行的红外与可见光图像融合模型。条件扩散模型利用拼接技术将拼接源图像作为基准真实值进行训练,获得红外与可见光图像特征提取任务的最优先验分布,在反向去噪过程中引入多通道似然校正模块,更有效地模拟红外与可见光图像的多通道复杂分布。然后,提出细节自适应去噪网络来完成红外与可见光图像的多通道高低频特征提取任务。最后,在融合网络中设计了一种多通道高低频并行融合模块,采用区域一致性融合网络和多通道低频特征融合网络分别完成高低频特征的融合。该模型为红外与可见光图像融合任务提供了一种可训练的扩散模型范式用于特征提取,使用特定的卷积神经网络进行特征融合。通过与近年来提出的9种高水平方法相比,在MSRS和RoadScene数据集上的实验结果表明,本文方法的8种客观评价指标平均提升了4.52%~59.62%。本文方法在色彩保真度和纹理细节保持等方面都优于其他方法,符合人眼视觉特性,能够很好地处理各种光照和环境场景下的红外与可见光图像融合任务。 展开更多
关键词 图像融合 红外与可见光 条件扩散模型 细节自适应去噪网络 多通道高低频并行融合模块
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基于双通道多特征融合网络语音情感识别 被引量:1
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作者 裴晓敏 刘诗琦 《微电子学与计算机》 2025年第1期9-16,共8页
单一语音特征无法充分表达语音情感,而多个声学特征简单拼接的融合方法容易造成情感信息丢失,且采用单个通道特征提取网络无法全面提取语音中的情感特征。针对上述问题,本文提出基于双通道特征融合网络语音情感识别,以梅尔频率倒谱系数... 单一语音特征无法充分表达语音情感,而多个声学特征简单拼接的融合方法容易造成情感信息丢失,且采用单个通道特征提取网络无法全面提取语音中的情感特征。针对上述问题,本文提出基于双通道特征融合网络语音情感识别,以梅尔频率倒谱系数、均方根、过零率和色度短时傅里叶变换这4种对情感种类贡献度较大的语音特征作为输入,采用双通道网络结构分别提取短时局部特征和全局上下文特征;将基于一维空洞卷积的局部特征提取网络和引入自注意力机制的双向长短时记忆全局特征提取网络并行,避免信息相互干扰;利用投票策略的集成学习方法实现各通道深层特征的充分融合,以获得语音中更深层的情感信息和更加精准的分类准确率。实验结果表明:基于双通道多特征融合网络模型在TESS、RAVDESS、SAVEE、CREMA-D数据集和混合数据集实现了99.89%、95.89%、96.61%、97.75%和95.13%的情感识别准确率,与同类型的多个语音情感识别模型相比性能优异,识别准确率高于其他模型。 展开更多
关键词 双通道 多特征融合 1D CNN LSTM 自注意力机制
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二维板材排样问题的递归多块布局算法 被引量:1
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作者 潘卫平 樊治平 +1 位作者 黄敏 计明军 《计算机集成制造系统》 北大核心 2025年第6期2153-2164,共12页
针对矩形件二维板材排样问题,提出递归多块排样方式及其动态规划生成算法。递归多块排样方式将板材划分成多个块,然后递归地对每个块进行多块划分,直到每个新产生的块中排放一种最优矩形件为止。为了均衡考虑排样方式的计算复杂度和板... 针对矩形件二维板材排样问题,提出递归多块排样方式及其动态规划生成算法。递归多块排样方式将板材划分成多个块,然后递归地对每个块进行多块划分,直到每个新产生的块中排放一种最优矩形件为止。为了均衡考虑排样方式的计算复杂度和板材排样价值,对于一刀切排样问题将多块划分的块数定为两块,对于非一刀切排样问题将多块划分的块数定为5块。动态规划算法首先计算每个块中分别排放一种矩形件所得到的1阶多块排样方式的最大价值,然后计算每个块中分别排放一个1阶多块排样方式得到的2阶多块排样方式的最大价值,以此递推,得到任意阶数的多块排样方式的最大价值。通过比较块的排样价值的上界和下界来剔除不必要的多块划分,通过离散化划分线位置来控制算法的时间复杂度。采用文献典型例题和实际生产实例,将所提算法与一刀切排样算法和非一刀切排样算法进行对比,表明了所提算法的优越性。 展开更多
关键词 二维板材排样 递归多块排样方式 动态规划 排样价值 矩形件
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考虑列车追踪间隔时间与区间运行时间的高速铁路限速方案优化研究
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作者 张守帅 王迪 +1 位作者 闫海峰 杨渊 《铁道学报》 北大核心 2025年第9期95-103,共9页
列车追踪间隔时间是影响高速铁路通过能力的关键因素,取决于所有相关列车间隔时间的最大值,在非瓶颈地点的列车间隔时间存在一定余量,通过限速可以影响列车制动距离和列车运行速度,进而实现对各列车间隔时间的整体优化。分析目标距离控... 列车追踪间隔时间是影响高速铁路通过能力的关键因素,取决于所有相关列车间隔时间的最大值,在非瓶颈地点的列车间隔时间存在一定余量,通过限速可以影响列车制动距离和列车运行速度,进而实现对各列车间隔时间的整体优化。分析目标距离控制方式下高速铁路闭塞时间的组成,研究限速对闭塞时间、追踪间隔时间的影响。以列车追踪间隔时间和列车区间运行时间最短为目标,考虑线路限速、列车运行速度变化因素,构建高速铁路限速方案的优化模型。针对该多目标优化问题,分析无效限速的场景,在NSGA-Ⅱ算法的基础上设计基于比较策略的动态调整算法,提高解的质量。以大西高速铁路典型区间为例进行研究,通过对NSGA-Ⅱ算法和优化后的算法进行对比,验证优化算法的有效性。在Pareto前沿中选择典型解分析限速设置的基本规律,在列车追踪间隔时间由212.1 s减少至144.5 s的过程中,列车运行时间仅增加了110 s。 展开更多
关键词 高速铁路 目标距离控制方式 闭塞时间 限速 多目标优化
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块对角引导的多视角一致性学习
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作者 滕少华 韦晓杰 +1 位作者 滕璐瑶 张巍 《广东工业大学学报》 2025年第2期37-51,共15页
基于图的多视角聚类方法得到了广泛的研究。然而,现有方法仍然存在两个问题:(1)有些方法虽然将相似矩阵划分为一致性矩阵和不一致性矩阵,但难以处理被错误划分到不一致性矩阵中的一致性信息,导致有效信息不能得到充分提取。(2)有些方法... 基于图的多视角聚类方法得到了广泛的研究。然而,现有方法仍然存在两个问题:(1)有些方法虽然将相似矩阵划分为一致性矩阵和不一致性矩阵,但难以处理被错误划分到不一致性矩阵中的一致性信息,导致有效信息不能得到充分提取。(2)有些方法虽然得到了具有块对角结构的统一相似矩阵,但没有去除统一相似矩阵中的冗余信息。为了解决这两个问题,本文提出了一种块对角引导的多视角一致性学习(Multi-view Consistency Learning with Block Diagonal Guidance,MCLBDG)方法。首先,该方法通过低秩表示和自适应邻域的方式获得每个视角的相似矩阵;其次,将每个视角的相似矩阵划分为一致性矩阵和不一致性矩阵。其中,不同视角的不一致性部分通过哈达玛积来筛选。在迭代过程中,被错误划分的一致性部分可以从不一致性信息中逐步提取出来。此外,提出了块对角引导来尽可能去除统一相似矩阵中的冗余信息,减少了不同簇样本之间的干扰。最后,将谱聚类应用到模型当中,直接得到聚类结果。在几个常用数据集上的比较实验验证了该方法的优越性。 展开更多
关键词 块对角引导 多视角聚类 多视角图学习 一致性 无监督学习
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街区更新视域下“责任多师”协同工作机制构建的实现路径——基于北京市街道基层责任规划师工作的思考
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作者 奚雪松 陈广峰 郑昌辉 《规划师》 北大核心 2025年第6期84-91,共8页
针对北京市责任规划师在街区更新基层工作中面对的规划增权、多方融资、多元主体、复杂系统和融合集成等现实需求与转型要求,从经济可行、社会善治、空间优化、运维有序、科技赋能5个版块,提出新时期街区更新“五位一体”的体系架构及... 针对北京市责任规划师在街区更新基层工作中面对的规划增权、多方融资、多元主体、复杂系统和融合集成等现实需求与转型要求,从经济可行、社会善治、空间优化、运维有序、科技赋能5个版块,提出新时期街区更新“五位一体”的体系架构及其与责任规划师相对应的“六项职责”和“十二重身份”。同时,从工作模式、组织体系、考核方式和保障机制4个层面,探讨街区更新视域下“责任多师”协同工作机制构建的实现路径,以期进一步完善北京市责任规划师制度体系,并为全国各地责任规划师制度的建立、完善及全面支撑城市更新行动的开展提供思路、模式和路径的借鉴。 展开更多
关键词 街区更新 责任规划师 责任多师 协同工作机制 北京市
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基于MF-YOLOX-S的煤矿井下行人检测算法
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作者 谢斌红 张晓晨 《太原科技大学学报》 2025年第5期433-438,446,共7页
针对煤矿井下大型设备遮挡、行人尺度不一等复杂环境导致行人检测出现漏检、误检等问题,提出一种基于MF-YOLOX-S算法的煤矿井下行人检测方法。通过设计新的特征金字塔模型MF-FPN作为YOLOX-S中原始特征金字塔网络(Feature Pyramid Networ... 针对煤矿井下大型设备遮挡、行人尺度不一等复杂环境导致行人检测出现漏检、误检等问题,提出一种基于MF-YOLOX-S算法的煤矿井下行人检测方法。通过设计新的特征金字塔模型MF-FPN作为YOLOX-S中原始特征金字塔网络(Feature Pyramid Networks,FPN)的替代方案,首先将多尺度注意力模块填充至FPN高层特征融合前,以提取丰富的多尺度上下文信息;其次,在特征融合后利用特征增强模块增大FPN中的感受野,增强原始特征金字塔的表征能力,在保证检测实时性的前提下,提高YOLOX-S网络对复杂环境下行人的检测能力。在COCO数据集和煤矿井下行人数据集下的实验结果表明,所提算法相对于原YOLOX-S,平均精度mAP分别有1.96%和3.64%的提升,且检测速度达到65 FPS,满足井下行人检测的实时性要求,对煤矿智能监控系统具有重要意义。 展开更多
关键词 煤矿井下 MF-FPN YOLOX网络 多尺度特征融合 遮挡行人检测
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基于改进K近邻-密度峰值聚类的多模块PCA过程监测
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作者 王竞志 徐琛 +1 位作者 陶洪峰 杨慧中 《控制工程》 北大核心 2025年第4期664-673,共10页
聚类方法考虑了变量之间的复杂关系,已被广泛应用于多模块过程监测中。但传统方法仍需要一些先验知识,如聚类个数等,限制了其应用范围。因此,提出了一种基于改进K近邻-密度峰值聚类的多模块主元分析(principal component analysis,PCA)... 聚类方法考虑了变量之间的复杂关系,已被广泛应用于多模块过程监测中。但传统方法仍需要一些先验知识,如聚类个数等,限制了其应用范围。因此,提出了一种基于改进K近邻-密度峰值聚类的多模块主元分析(principal component analysis,PCA)过程监测方法。首先,引入信息距离,基于变量之间的信息熵构造信息距离矩阵;然后,计算决策值和其下降趋势变化幅值,通过寻找极大值的方式自动确定聚类个数,即模块个数;最后,通过K近邻优化的分配策略完成模块划分,并建立基于PCA的过程监测模型,所有模块的监测结果通过贝叶斯推论进行融合。将所提方法应用在数值仿真和田纳西-伊斯曼(Tennessee-Eastman,TE)过程仿真中,仿真结果验证了所提方法的有效性。 展开更多
关键词 多模块 过程监测 信息距离 聚类 主元分析
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水文地质条件复杂区的煤层气开发甜点区预测
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作者 张亚飞 杜丰丰 +2 位作者 邓志宇 段宝江 韩冬 《煤矿安全》 北大核心 2025年第4期67-74,共8页
在水文地质条件复杂区,围岩富水性及向煤层补给量大小对排采时煤层内压力传播速率具有重要影响,是煤层气开发甜点区需要重点考虑的因素。以寿阳区块15#煤层为研究对象,充分考虑围岩富水性、补给量大小,结合区域地质、资源地质、可采性... 在水文地质条件复杂区,围岩富水性及向煤层补给量大小对排采时煤层内压力传播速率具有重要影响,是煤层气开发甜点区需要重点考虑的因素。以寿阳区块15#煤层为研究对象,充分考虑围岩富水性、补给量大小,结合区域地质、资源地质、可采性、可改造性,构建了包括水文地质主要参数的煤层气开发甜点区评价参数体系;应用多层次模糊综合评价法预测了煤层气开发甜点区;并与不考虑水文地质主要参数的预测结果进行了对比,通过煤层气井实际产气量对预测结果进行了验证。结果表明:研究区东北部与西南部为煤层气开发甜点区;考虑水文地质条件主要参数差异的煤层气开发甜点区预测结果更能反映客观事实;当煤层气井围岩补给水量较小时,忽略水文地质条件差异的预测结果与实际差别不大;当排采过程围岩补给量较大时,围岩补给水与煤层内的水共同竞争裂隙通道,影响煤层内水压传播速率,最终影响煤层气井的产气量。 展开更多
关键词 煤层气 甜点区 水文地质条件 多层次模糊综合评价法 寿阳区块
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基于多级分块解耦算法的仿真致差主导区域搜寻
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作者 潘如湘 徐箭 +3 位作者 邓友汉 李雨抒 姚维为 廖思阳 《电网技术》 北大核心 2025年第11期4739-4749,I0101,I0102,共13页
在新型电力系统下,元件模型愈加复杂多变,仿真模型往往与实际系统存在误差,造成仿真准确度低,同时电网区域广,定位误差来源难度大。针对上述问题,提出了一种基于拓扑聚合和多级分块解耦的误差溯源方法。首先,考虑邻接矩阵中元素分布散... 在新型电力系统下,元件模型愈加复杂多变,仿真模型往往与实际系统存在误差,造成仿真准确度低,同时电网区域广,定位误差来源难度大。针对上述问题,提出了一种基于拓扑聚合和多级分块解耦的误差溯源方法。首先,考虑邻接矩阵中元素分布散乱的问题,引入网络拓扑聚合的新思想,建立优化模型并求解出新的矩阵;然后进一步采用基于网络拓扑的多级分块解耦算法,根据聚合后的邻接矩阵将原电网分解为多个子网,通过分别在各子网边界点注入实测同步相量测量单元(phasor measurement unit,PMU)数据来进行混合动态仿真,同时利用综合扰动深度与仿真可信度指标确定致差区域,逐步缩小误差范围并找到误差元件。仿真算例验证结果表明,所提算法可以有效提高误差溯源效率,减少混合动态仿真次数。 展开更多
关键词 动态仿真 误差溯源 拓扑聚合 多级分块解耦
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基于块合并策略的三维装箱多目标优化算法 被引量:1
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作者 杨欣 李明 《包装工程》 北大核心 2025年第1期193-202,共10页
目的针对货车三维装箱的多目标优化问题,旨在提升货车货物的装载效率,降低装载成本,并确保货物在运输过程中的安全性。方法结合货物在运输转弯过程中的力学分析,求解货物重心的安全区域,构建货车三维装箱多目标优化模型;提出一种基于块... 目的针对货车三维装箱的多目标优化问题,旨在提升货车货物的装载效率,降低装载成本,并确保货物在运输过程中的安全性。方法结合货物在运输转弯过程中的力学分析,求解货物重心的安全区域,构建货车三维装箱多目标优化模型;提出一种基于块合并的策略,以减少决策空间;设计一种基于强化学习、Q-Learning算法的双种群约束多目标优化框架,以提高算法的收敛性和解的多样性;利用公共数据集和实例数据进行验证。结果在满足转弯重心约束及其他约束的基础上,所提算法的平均空间利用率为92.07%,显著高于其他算法。结论本文所提的多目标优化算法能有效提高三维装箱问题的空间利用率和载重利用率,为工程实践中的三维装箱问题提供了有效的解决方案和参考。此外,该算法在保障货物运输安全性的前提下,显著提升了装箱规划的效率。 展开更多
关键词 三维装箱 多目标优化 块组合 强化学习 转弯重心约束
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