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Evolution of multi-cluster fracturing in high-density layered shale considering the effect of injection scheme
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作者 Xiao Yan Haitao Yu Peng Zhang 《Petroleum Science》 2025年第5期2109-2122,共14页
Shale oil reservoir is generally characterized by well-developed bedding planes,and multi-cluster fracturing is the most effective technique to achieve stable shale oil production.In this paper,a multi-cluster fractur... Shale oil reservoir is generally characterized by well-developed bedding planes,and multi-cluster fracturing is the most effective technique to achieve stable shale oil production.In this paper,a multi-cluster fracturing model for a horizontal well in shale with high-density bedding planes is established.The fracture morphology,fracture geometry,fracturing area and multiple fracture propagation mechanism are analyzed under simultaneous fracturing,sequential fracturing,and alternative fracturing.Results show that in the case of small cluster spacing and three clusters,the growth of the middle fracture is inhibited and develops along the bedding planes under both simultaneous fracturing and alternative fracturing.For sequential fracturing,the increase in the interval time between each fracturing advances the post fracturing fracture deflecting to the pre-existing fractures through the bedding planes.The reactivation of the bedding planes can promote the extension of the fracturing area.Increasing the injection rate and the number of clusters promotes the activation of bedding planes.However,it is preferable to reduce the number of clusters to obtain more main fractures.Compared with modified alternating fracturing and cyclic alternating fracturing,alternating shut-in fracturing creates more main fractures towards the direction of the maximum in-situ stress.The fracturing efficiency for high-density layered shale is ranked as simultaneous fracturing>alternative fracturing>sequential fracturing. 展开更多
关键词 multi-cluster fracturing Bedding planes Fracture morphology Injection scheme Numerical simulation
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Fracture parameter diagnostic method during staged multi-cluster fracturing based on distributed temperature sensing
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作者 WEI Cao LI Haitao +4 位作者 ZHU Xiaohua ZHANG Nan LUO Hongwen TU Kun CHENG Shiqing 《Petroleum Exploration and Development》 2025年第2期496-505,共10页
The Carter model is used to characterize the dynamic behaviors of fracture growth and fracturing fluid leakoff.A thermo-fluid coupling temperature response forward model is built considering the fluid flow and heat tr... The Carter model is used to characterize the dynamic behaviors of fracture growth and fracturing fluid leakoff.A thermo-fluid coupling temperature response forward model is built considering the fluid flow and heat transfer in wellbore,fracture and reservoir.The influences of fracturing parameters and fracture parameters on the responses of distributed temperature sensing(DTS)are analyzed,and a diagnosis method of fracture parameters is presented based on the simulated annealing algorithm.A field case study is introduced to verify the model’s reliability.Typical V-shaped characteristics can be observed from the DTS responses in the multi-cluster fracturing process,with locations corresponding to the hydraulic fractures.The V-shape depth is shallower for a higher injection rate and longer fracturing and shut-in time.Also,the V-shape is wider for a higher fracture-surface leakoff coefficient,longer fracturing time and smaller fracture width.Additionally,the cooling effect near the wellbore continues to spread into the reservoir during the shut-in period,causing the DTS temperature to decrease instead of rise.Real-time monitoring and interpretation of DTS temperature data can help understand the fracture propagation during fracturing operation,so that immediate measures can be taken to improve the fracturing performance. 展开更多
关键词 shale oil horizontal well multi-stage multi-cluster fracturing distributed temperature sensing thermo-fluid coupling model fracture parameters real-time monitoring
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Evaluating the scope of human leukocyte antigen polymorphisms influencing hepatitis B virus-related liver cancer and cirrhosis through multi-clustering analysis
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作者 Shi Li Yue Xi +3 位作者 Xue-Ying Dong Wen-Bin Yuan Jing-Feng Tang Ce-Fan Zhou 《World Journal of Gastroenterology》 2025年第7期156-159,共4页
Hepatitis B virus remains a major cause of cirrhosis and hepatocellular carcinoma,with genetic polymorphisms and mutations influencing immune responses and disease progression.Nguyen et al present novel findings on sp... Hepatitis B virus remains a major cause of cirrhosis and hepatocellular carcinoma,with genetic polymorphisms and mutations influencing immune responses and disease progression.Nguyen et al present novel findings on specific human leukocyte antigen(HLA)alleles,including rs2856718 of HLA-DQ and rs3077 and rs9277535 of HLA-DP,which may predispose individuals to cirrhosis and liver cancer,based on multi-clustering analysis.Here,we discuss the feasibility of this approach and identify key areas for further investigation,aiming to offer insights for advancing clinical practice and research in liver disease and related cancers. 展开更多
关键词 Hepatitis B virus Gene polymorphisms multi-clustering analysis Genetic markers Personalized medicine Clinical implications
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Polynomial Approach to Optimal One-wafer Cyclic Scheduling of Treelike Hybrid Multi-Cluster Tools via Petri Nets 被引量:8
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作者 Fajun Yang Naiqi Wu +1 位作者 Yan Qiao Rong Su 《IEEE/CAA Journal of Automatica Sinica》 EI CSCD 2018年第1期270-280,共11页
A treelike hybrid multi-cluster tool is composed of both single-arm and dual-arm cluster tools with a treelike topology. Scheduling such a tool is challenging. For a hybrid treelike multi-cluster tool whose bottleneck... A treelike hybrid multi-cluster tool is composed of both single-arm and dual-arm cluster tools with a treelike topology. Scheduling such a tool is challenging. For a hybrid treelike multi-cluster tool whose bottleneck individual tool is process-bound, this work aims at finding its optimal one-wafer cyclic schedule. It is modeled with Petri nets such that a onewafer cyclic schedule is parameterized as its robots' waiting time.Based on the model, this work proves the existence of its onewafer cyclic schedule that features with the ease of industrial implementation. Then, computationally efficient algorithms are proposed to find the minimal cycle time and optimal onewafer cyclic schedule. Multi-cluster tool examples are given to illustrate the proposed approach. The use of the found schedules enables industrial multi-cluster tools to operate with their highest productivity. 展开更多
关键词 multi-cluster tool Petri nets SCHEDULING semiconductor manufacturing
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Fracture propagation law of temporary plugging and diversion fracturing in shale reservoirs under completion experiments of horizontal well with multi-cluster sand jetting perforation 被引量:4
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作者 ZOU Yushi LI Yanchao +3 位作者 YANG Can ZHANG Shicheng MA Xinfang ZOU Longqing 《Petroleum Exploration and Development》 SCIE 2024年第3期715-726,共12页
This study conducted temporary plugging and diversion fracturing(TPDF)experiments using a true triaxial fracturing simulation system within a laboratory setting that replicated a lab-based horizontal well completion w... This study conducted temporary plugging and diversion fracturing(TPDF)experiments using a true triaxial fracturing simulation system within a laboratory setting that replicated a lab-based horizontal well completion with multi-cluster sand jetting perforation.The effects of temporary plugging agent(TPA)particle size,TPA concentration,single-cluster perforation number and cluster number on plugging pressure,multi-fracture diversion pattern and distribution of TPAs were investigated.A combination of TPAs with small particle sizes within the fracture and large particle sizes within the segment is conducive to increasing the plugging pressure and promoting the diversion of multi-fractures.The addition of fibers can quickly achieve ultra-high pressure,but it may lead to longitudinal fractures extending along the wellbore.The temporary plugging peak pressure increases with an increase in the concentration of the TPA,reaching a peak at a certain concentration,and further increases do not significantly improve the temporary plugging peak pressure.The breaking pressure and temporary plugging peak pressure show a decreasing trend with an increase in single-cluster perforation number.A lower number of single-cluster perforations is beneficial for increasing the breaking pressure and temporary plugging peak pressure,and it has a more significant control on the propagation of multi-cluster fractures.A lower number of clusters is not conducive to increasing the total number and complexity of artificial fractures,while a higher number of clusters makes it difficult to achieve effective plugging.The TPAs within the fracture is mainly concentrated in the complex fracture areas,especially at the intersections of fractures.Meanwhile,the TPAs within the segment are primarily distributed near the perforation cluster apertures which initiated complex fractures. 展开更多
关键词 shale temporary plugging and diversion fracturing multi-cluster sand jetting perforation distribution of temporary plugging agent fracture propagation law
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Optimal Integrated Schedule of Entire Process of Dual-blade Multi-cluster Tools From Start-up to Close-down 被引量:8
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作者 Qinghua Zhu Yan Qiao Naiqi Wu 《IEEE/CAA Journal of Automatica Sinica》 EI CSCD 2019年第2期553-565,共13页
Multi-cluster tools are widely used in majority of wafer fabrication processes in semiconductor industry. Smaller lot production, thinner circuit width in wafers, larger wafer size, and maintenance have resulted in a ... Multi-cluster tools are widely used in majority of wafer fabrication processes in semiconductor industry. Smaller lot production, thinner circuit width in wafers, larger wafer size, and maintenance have resulted in a large quantity of their start-up and close-down transient periods. Yet, most of existing efforts have been concentrated on scheduling their steady states.Different from such efforts, this work schedules their transient and steady-state periods subject to wafer residency constraints. It gives the schedulability conditions for the steady-state scheduling of dual-blade robotic multi-cluster tools and a corresponding algorithm for finding an optimal schedule. Based on the robot synchronization conditions, a linear program is proposed to figure out an optimal schedule for a start-up period, which ensures a tool to enter the desired optimal steady state. Another linear program is proposed to find an optimal schedule for a closedown period that evolves from the steady state period. Finally,industrial cases are presented to illustrate how the provided method outperforms the existing approach in terms of system throughput improvement. 展开更多
关键词 multi-cluster tools ROBOTS scheduling transient periods semiconductor manufacturing systems
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Fractures interaction and propagation mechanism of multi-cluster fracturing on laminated shale oil reservoir 被引量:1
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作者 Jia-Xin Lv Bing Hou 《Petroleum Science》 SCIE EI CAS CSCD 2024年第4期2600-2613,共14页
The continental shale reservoirs of Jurassic Lianggaoshan Formation in Sichuan Basin contain thin lamina,which is characterized by strong plasticity and developed longitudinal shell limestone interlayer.To improve the... The continental shale reservoirs of Jurassic Lianggaoshan Formation in Sichuan Basin contain thin lamina,which is characterized by strong plasticity and developed longitudinal shell limestone interlayer.To improve the production efficiency of reservoirs by multi-cluster fracturing,it is necessary to consider the unbalanced propagation of hydraulic fractures and the penetration effect of fractures.This paper constructed a numerical model of multi-fracture propagation and penetration based on the finite element coupling cohesive zone method;considering the construction cluster spacing,pump rate,lamina strength and other parameters studied the influencing factors of multi-cluster fracture interaction propagation;combined with AE energy data and fracture mode reconstruction method,quantitatively characterized the comprehensive impact of the strength of thin interlayer rock interfaces on the initiation and propagation of fractures that penetrate layers,and accurately predicted the propagation pattern of hydraulic fractures through laminated shale oil reservoirs.Simulation results revealed that in the process of multi-cluster fracturing,the proportion of shear damage is low,and mainly occurs in bedding fractures activated by outer fractures.Reducing the cluster spacing enhances the fracture system's penetration ability,though it lowers the activation efficiency of lamina.The high plasticity of the limestone interlayer may impact the vertical propagation distance of the main fracture.Improving the interface strength is beneficial to the reconstruction of the fracture height,but the interface communication effect is limited.Reasonable selection of layers with moderate lamina strength for fracturing stimulation,increasing the pump rate during fracturing and setting the cluster spacing reasonably are beneficial to improve the effect of reservoir stimulation. 展开更多
关键词 Laminated shale multi-cluster fracturing CROSS-LAYER Cohesive zone model Acoustic emission technique
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Multi-clustering study on the association between human leukocyte antigen-DP-DQ and hepatitis B virus-related hepatocellular carcinoma and cirrhosis in Viet Nam 被引量:1
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作者 Thuy Thu Nguyen Tu Cam Ho +2 位作者 Huong Thi Thu Bui Van-Khanh Tran Tue Trong Nguyen 《World Journal of Gastroenterology》 SCIE CAS 2024年第46期4880-4903,共24页
BACKGROUND Human leukocyte antigen(HLA)class II molecules are cell surface receptor proteins found on antigen-presenting cells.Polymorphisms and mutations in the HLA gene can affect the immune system and the progressi... BACKGROUND Human leukocyte antigen(HLA)class II molecules are cell surface receptor proteins found on antigen-presenting cells.Polymorphisms and mutations in the HLA gene can affect the immune system and the progression of hepatitis B.AIM To study the relation between rs2856718 of HLA-DQ,rs3077,and rs9277535 of HLA-DP,hepatitis B virus(HBV)-related cirrhosis,and hepatocellular carcinoma(HCC).METHODS In this case-control study,the genotypes of these single nucleotide polymorphisms(SNPs)were screened in 315 healthy controls,471 chronic hepatitis B patients,250 patients with HBV-related liver cirrhosis,and 251 patients with HCC using TaqMan real-time PCR.We conducted Hardy-Weinberg equilibrium and linkage disequilibrium tests on the genotype distributions of rs2856718,rs3077,and rs9277535 before hierarchical clustering analysis to build the complex interaction between the markers in each patient group.RESULTS The physical distance separating these SNPs was 29816 kB with the disequilibrium(D’)values ranging from 0.07 to 0.34.The close linkage between rs3077 and rs9277535 was attributed to a distance of 21 kB.The D’value decreased from moderate in the healthy control group(D’=0.50,P<0.05)to weak in the hepatic disease group(D’<0.3,P<0.05).In a combination of the three variants rs2856718,rs3077,and rs9277535,the A allele decreased hepatic disease risk[A-A-A haplotype,risk ratio(RR)=0.44(0.14;1.37),P<0.05].The G allele had the opposite effect[G-A/G-G haplotype,RR=1.12(1.02;1.23),P<0.05].In liver cancer cases,the A-A-A/G haplotype increased the risk of HCC by 1.58(P<0.05).CONCLUSION Rs9277535 affects liver fibrosis progression due to HBV infection,while rs3077 is associated with a risk of HBVrelated HCC.The link between rs2856718,rs3077,and rs9277535 and disease risk was determined using a multiclustering analysis. 展开更多
关键词 Human leukocyte antigen multi-clustering study Hepatitis B virus Hepatocellular carcinoma CIRRHOSIS
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Scheduling a Single-Arm Multi-Cluster Tool With a Condition-Based Cleaning Operation
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作者 Qinghua Zhu Hongpeng Li +1 位作者 Cong Wang Yan Hou 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2023年第10期1965-1983,共19页
As wafer circuit widths shrink less than 10 nm,stringent quality control is imposed on the wafer fabrication processes. Therefore, wafer residency time constraints and chamber cleaning operations are widely required i... As wafer circuit widths shrink less than 10 nm,stringent quality control is imposed on the wafer fabrication processes. Therefore, wafer residency time constraints and chamber cleaning operations are widely required in chemical vapor deposition, coating processes, etc. They increase scheduling complexity in cluster tools. In this paper, we focus on scheduling single-arm multi-cluster tools with chamber cleaning operations subject to wafer residency time constraints. When a chamber is being cleaned, it can be viewed as processing a virtual wafer. In this way, chamber cleaning operations can be performed while wafer residency time constraints for real wafers are not violated. Based on such a method, we present the necessary and sufficient conditions to analytically check whether a single-arm multi-cluster tool can be scheduled with a chamber cleaning operation and wafer residency time constraints. An algorithm is proposed to adjust the cycle time for a cleaning operation that lasts a long cleaning time.Meanwhile, algorithms for a feasible schedule are also derived.And an algorithm is presented for operating a multi-cluster tool back to a steady state after the cleaning. Illustrative examples are given to show the application and effectiveness of the proposed method. 展开更多
关键词 Chamber cleaning multi-cluster tools SCHEDULING semiconductor manufacturing
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Simulation Method and Feature Analysis of Shutdown Pressure Evolution During Multi-Cluster Fracturing Stimulation
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作者 Huaiyin He Longqing Zou +5 位作者 Yanchao Li Yixuan Wang Junxiang Li Huan Wen Bei Chang Lijun Liu 《Energy Engineering》 EI 2024年第1期111-123,共13页
Multistage multi-cluster hydraulic fracturing has enabled the economic exploitation of shale reservoirs,but the interpretation of hydraulic fracture parameters is challenging.The pressure signals after pump shutdown a... Multistage multi-cluster hydraulic fracturing has enabled the economic exploitation of shale reservoirs,but the interpretation of hydraulic fracture parameters is challenging.The pressure signals after pump shutdown are influenced by hydraulic fractures,which can reflect the geometric features of hydraulic fracture.The shutdown pressure can be used to interpret the hydraulic fracture parameters in a real-time and cost-effective manner.In this paper,a mathematical model for shutdown pressure evolution is developed considering the effects of wellbore friction,perforation friction and fluid loss in fractures.An efficient numerical simulation method is established by using the method of characteristics.Based on this method,the impacts of fracture half-length,fracture height,opened cluster and perforation number,and filtration coefficient on the evolution of shutdown pressure are analyzed.The results indicate that a larger fracture half-length may hasten the decay of shutdown pressure,while a larger fracture height can slow down the decay of shutdown pressure.A smaller number of opened clusters and perforations can significantly increase the perforation friction and decrease the overall level of shutdown pressure.A larger filtration coefficient may accelerate the fluid filtration in the fracture and hasten the drop of the shutdown pressure.The simulation method of shutdown pressure,as well as the analysis results,has important implications for the interpretation of hydraulic fracture parameters. 展开更多
关键词 Multistage multi-cluster hydraulic fracturing pump shutdown pressure feature analysis numerical simulation
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Multi-Cluster Flocking Behavior Analysis for a Delayed Cucker-Smale Model with Short-Range Communication Weight 被引量:1
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作者 QIAO Zhengyang LIU Yicheng WANG Xiao 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2022年第1期137-158,共22页
This paper analyzes the multi-cluster flocking behavior of a Cucker-Smale model involving delays and a short-range communication weight.In each sub-flocking group,the velocity between agents is alignment and the posit... This paper analyzes the multi-cluster flocking behavior of a Cucker-Smale model involving delays and a short-range communication weight.In each sub-flocking group,the velocity between agents is alignment and the position locates at a limited domain;but in different sub-flocking groups,the position between agents is unbounded.By constructing dissipative differential inequalities of subensembles together with Lyapunov functional methods,the authors provide the sufficient condition for the multi-cluster flocking emerging.The sufficient condition includes the estimation of the range of coupling strength and the upper bound of time delay.As a result,the authors show that the coupling strength among agents and initial threshold value determine the multi-cluster flocking behavior of the delayed Cucker-Smale model. 展开更多
关键词 Cucker-Smale model Lyapunov functional multi-cluster flocking short-range communication weight time-delay systems
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对比学习引导的双通道自适应融合网络多视图聚类方法
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作者 周丽娟 刘子源 +1 位作者 许鑫航 张志鸿 《小型微型计算机系统》 北大核心 2026年第1期229-239,共11页
近年来,图卷积网络在多视图聚类中表现突出,但其侧重节点间结构信息建模,而属性信息仅通过简单的线性变换进行更新,限制了模型对节点属性信息的学习能力.为此,本文提出了对比学习引导的双通道自适应融合网络多视图聚类方法.首先,结合自... 近年来,图卷积网络在多视图聚类中表现突出,但其侧重节点间结构信息建模,而属性信息仅通过简单的线性变换进行更新,限制了模型对节点属性信息的学习能力.为此,本文提出了对比学习引导的双通道自适应融合网络多视图聚类方法.首先,结合自编码器与图自编码器构建双通道网络,分别编码节点属性和结构信息,并设计通道自适应融合模块,利用注意力机制自适应融合不同通道网络在同一神经网络层中学习的属性与结构信息,以及不同神经网络层间的嵌入表示,以获得每个视图的嵌入表示.在此基础上,进一步利用注意力机制对多个视图的嵌入表示进行加权融合获得全局嵌入表示.最后,通过跨视图对比损失与自监督聚类损失迭代优化全局嵌入表示,强化视图间一致性信息学习,并生成了面向聚类任务的高质量嵌入表示.在3个公开数据集和3个来自郑州商品交易所的期货数据集上进行的实验表明,该方法在聚类任务中表现优异. 展开更多
关键词 多视图聚类 自编码器 图自编码器 双通道网络
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基于多视图多样性学习的联合谱嵌入聚类算法
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作者 李顺勇 郑孟蛟 +1 位作者 李嘉茗 赵兴旺 《计算机科学》 北大核心 2026年第1期104-114,共11页
现有的大多数多视图聚类算法仅依赖于视图间的低阶相似性信息,未能有效地捕捉数据中的高阶结构特性,且对多视图数据的多样性特征关注不足,导致聚类结果的准确性和鲁棒性受限。针对以上问题,提出了一种基于多视图多样性学习的联合谱嵌入... 现有的大多数多视图聚类算法仅依赖于视图间的低阶相似性信息,未能有效地捕捉数据中的高阶结构特性,且对多视图数据的多样性特征关注不足,导致聚类结果的准确性和鲁棒性受限。针对以上问题,提出了一种基于多视图多样性学习的联合谱嵌入聚类算法——JSEC。首先通过视图多样性学习,保留数据间的多样特征,从而有效去除了视图中的噪声;然后提出了一种挖掘视图高阶信息的方法,使得视图的多样性特征尽可能靠近混合相似图,从而实现不同视图信息的高效整合,实现视图间的多样性和补充性融合;最后在谱嵌入模块将视图的多样性特征矩阵融合为联合谱嵌入矩阵,通过谱聚类实现图聚类。另外,设计了一种交替迭代的方法,用于优化目标函数。在与目前最新的多视图聚类算法的对比中,JSEC算法在5个中小规模的真实数据集的3个指标上均展现出优越的性能,同时在2个大规模数据集上也有优异的表现,相比次优算法,ARI指标在不同规模数据集上分别有1.27%和2.57%的提升,从而在理论和实验上验证了所提算法的稳健性。 展开更多
关键词 多视图聚类 多样性学习 高阶信息 谱嵌入 权重学习
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基于闭环聚类和多目标优化的风电短期功率预测方法
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作者 郭琦 闫军 +5 位作者 郝乾鹏 韩东 杨志豪 闫馨月 张海鹏 李然 《上海交通大学学报》 北大核心 2026年第2期246-255,共10页
在区域风电短期功率组合预测领域,常用深度学习预测模型虽然能够充分学习各单一模型的预测特征,但样本数据规模较小时,深度学习模型容易对训练数据分布产生依赖,从而产生过拟合现象;此外,虽然聚类方法被用来提升区域级预测的精度,但现... 在区域风电短期功率组合预测领域,常用深度学习预测模型虽然能够充分学习各单一模型的预测特征,但样本数据规模较小时,深度学习模型容易对训练数据分布产生依赖,从而产生过拟合现象;此外,虽然聚类方法被用来提升区域级预测的精度,但现有方法的聚类目标通常为不同类中风电场的差异最小化,而未考虑与预测目标的一致性.为解决以上问题,提出一种基于闭环聚类和多目标优化的风电短期功率预测方法.首先,通过闭环聚类算法将风电场分为多类;对于每类中的风电场数据,运用Bootstrap方法从原始数据集中随机有放回地抽取N组训练子集;然后,利用N组子集数据分别训练卷积神经网络模型;最后,采用多目标优化算法对N个卷积神经网络的预测结果进行集成.基于中国内蒙古地区的实际风电场数据开展算例验证,所提方法在均方根误差方面相比长短期记忆网络模型降低33.81%,相比基于卷积神经网络的组合预测模型降低24.08%,相比基于K-means聚类方法的预测降低14.05%. 展开更多
关键词 新能源预测 聚类 多目标优化 深度学习
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基于样本互补锚点图的缺失多视图聚类算法
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作者 刘小兰 徐宇鸿 《华南理工大学学报(自然科学版)》 北大核心 2026年第2期16-24,共9页
随着多视图数据在现实场景中得到广泛应用,如何处理缺失视图下的聚类问题已成为机器学习领域的重要挑战。传统锚点图聚类算法依赖完整实例构建锚点图,这导致其在高缺失率下因锚点不足难以表征数据结构,在低缺失率时又无法发挥锚点的优... 随着多视图数据在现实场景中得到广泛应用,如何处理缺失视图下的聚类问题已成为机器学习领域的重要挑战。传统锚点图聚类算法依赖完整实例构建锚点图,这导致其在高缺失率下因锚点不足难以表征数据结构,在低缺失率时又无法发挥锚点的优势。针对传统锚点图聚类算法中存在的锚点选择受限、权重分配僵化和计算复杂度高的问题,该文提出了一种基于样本互补锚点图的缺失多视图聚类算法(IMVC-SAC)。该算法首先设计跨视图锚点互补机制,通过在共有样本与视图特有样本中自适应选取锚点,以解决高缺失率下数据结构表征不足的问题;然后建立缺失模式感知的权重模型,依据样本的缺失模式与程度调整视图对相似矩阵的贡献度;最后利用双随机非负矩阵可分解特性,将谱聚类的时间复杂度从样本规模的立方阶复杂度优化至线性阶复杂度。在5个公开数据集上的实验结果表明,该算法的聚类性能优于目前主流算法,尤其在高缺失率下仍能保持较好的聚类效果,验证了其鲁棒性与有效性。 展开更多
关键词 缺失多视图聚类 锚点图 样本互补 相似矩阵融合 谱聚类
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多源遥感多特征耦合的长株潭城镇化土地提取方法
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作者 夏清 朱黄腾 +4 位作者 郑琼 朱丽红 李建华 邢晓杰 朱珺 《自然资源遥感》 北大核心 2026年第1期65-74,共10页
大尺度和高精度的城镇化土地信息提取是城镇化资源管理和可持续发展的重要基础,现有城镇化土地信息提取尚未耦合能表征城镇化土地特点的多种遥感数据源,导致信息提取准确性难以保证。该文面向我国中部地区湖南省长株潭城市群,以Sentine... 大尺度和高精度的城镇化土地信息提取是城镇化资源管理和可持续发展的重要基础,现有城镇化土地信息提取尚未耦合能表征城镇化土地特点的多种遥感数据源,导致信息提取准确性难以保证。该文面向我国中部地区湖南省长株潭城市群,以Sentinel-2影像为主要数据源,耦合其他多源遥感数据(包括地表温度、夜间灯光、人口密度和GDP)提出一种多特征耦合随机森林的城镇化土地信息提取方法,并对长株潭城镇化土地的空间格局展开分析。结果表明:①该文方法提取出的长株潭城镇化土地总面积为2060.175 km^(2),其中长沙市、株洲市和湘潭市的城镇化土地面积分别为1228.026 km^(2),385.174 km^(2)和446.975 km^(2),主要分布在长株潭3个市区中心以及经济发达的乡镇集中点,长沙市发挥了省会以点带面的引领作用;②该文方法提取的城镇化土地总体分类精度为90.00%,Kappa系数为0.87,与单源遥感影像提取方法相比,总体分类精度提高了3.81百分点;③该研究结果与现有城镇化土地数据集(包括SinoLC-1,GlobeLand30和China Land Cover Dataset)对比发现,原本漏分、错分的城镇化土地能够被有效地提取出来。该研究可快速、准确、大尺度地提取城镇化土地信息,为长株潭城市群土地利用的管理、优化及可持续发展提供重要的基础数据支撑。 展开更多
关键词 长株潭城市群 多源遥感影像 多特征 城镇化 随机森林
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创新集群理论视角下市域产教联合体建设的理论透析、困境归因和系统跃升
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作者 蔡安成 许世杰 《教育与职业》 北大核心 2026年第4期45-53,共9页
创新集群理论以多主体网络协同、集聚效应叠加、多链耦合共生为核心要义,为市域产教联合体建设突破发展瓶颈提供了系统性分析框架。通过透析创新集群与市域产教联合体建设的适配逻辑,剖析当前市域产教联合体建设面临的主体网络协同不足... 创新集群理论以多主体网络协同、集聚效应叠加、多链耦合共生为核心要义,为市域产教联合体建设突破发展瓶颈提供了系统性分析框架。通过透析创新集群与市域产教联合体建设的适配逻辑,剖析当前市域产教联合体建设面临的主体网络协同不足、知识溢出效应未充分转化、运行载体功能虚化、创新动力不足等困境,构建基于创新集群理论的市域产教联合体系统框架,并从网络结构重建、利益机制重构、实体运作重塑、创新动力重聚四个维度,提出有针对性的系统跃升路径,以促进市域产教联合体实现从“形式聚合”到“实质耦合”的高质量发展。 展开更多
关键词 创新集群 联合体 协同创新 多链耦合 路径优化
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毛细管-岩心-储层多尺度体积压裂簇间距确定方法——以鄂尔多斯盆地三叠系延长组7段页岩油为例
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作者 樊建明 常睿 +11 位作者 何右安 汪周华 张鑫桐 王博 成良丙 徐凯 吴阿蒙 刘煌 涂汉敏 郭平 王烁石 胡义升 《石油勘探与开发》 北大核心 2026年第1期164-176,共13页
提出“微观毛细管驱替-大尺度岩心渗吸-宏观储层核磁共振测井”多尺度确定页岩油体积压裂合理簇间距的方法,系统开展不同管径/长度毛细管渗流实验、大尺度岩心逆向/动态渗吸实验,结合实际单井核磁共振测井结果提出簇间距分级优化准则,... 提出“微观毛细管驱替-大尺度岩心渗吸-宏观储层核磁共振测井”多尺度确定页岩油体积压裂合理簇间距的方法,系统开展不同管径/长度毛细管渗流实验、大尺度岩心逆向/动态渗吸实验,结合实际单井核磁共振测井结果提出簇间距分级优化准则,并在鄂尔多斯盆地三叠系延长组7段页岩油开展现场试验。研究表明:长7段储层孔径8μm以下孔隙中原油存在临界启动压差,孔径2~8μm孔隙在压差27 MPa下原油动用距离为0.7~4.6 m;大尺度岩心渗吸实验表明逆向渗吸作用距离仅10 cm,动态渗吸可扩展至30 cm;核磁共振测井原位检验压裂后裂缝周围基质动用半径为0~4 m,与毛细管渗流、大尺度岩心渗吸实验结果吻合。长7段储层主要孔径分布范围(2~8μm)转换后对应的渗透率区间为(0.1~0.4)×10^(-3)μm^(2),据此提出簇间距分级优化准则:渗透率小于0.20×10^(-3)μm^(2)的储层缩小簇间距至4.2 m以下;渗透率为(0.2~0.4)×10^(-3)μm^(2)的储层簇间距设计为4.2~9.2 m。现场试验平台缩小簇间距为4.0~6.0 m,与未开展试验的同类平台相比初期百米油层日产油提升约36.6%。 展开更多
关键词 体积压裂 簇间距优化 动用范围 多尺度评价 鄂尔多斯盆地 长7段 页岩油
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海上油田限流压裂多簇裂缝扩展规律实验研究
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作者 许杰 王允海 +2 位作者 张彬奇 赵康佳 徐延涛 《西南石油大学学报(自然科学版)》 北大核心 2026年第1期12-22,共11页
多级限流压裂技术是提高渤中251油田低渗储层产能的最有效方法之一,然而当储层特征与限流压裂工艺参数共同影响时,多簇裂缝的扩展机理尚不清楚。为此,基于大尺寸真三轴压裂模拟实验平台,开展目标层位相似物性人工岩石的多簇裂缝扩展规... 多级限流压裂技术是提高渤中251油田低渗储层产能的最有效方法之一,然而当储层特征与限流压裂工艺参数共同影响时,多簇裂缝的扩展机理尚不清楚。为此,基于大尺寸真三轴压裂模拟实验平台,开展目标层位相似物性人工岩石的多簇裂缝扩展规律实验研究,分析了射孔簇间距、簇数量、水平应力差等因素对多簇裂缝扩展形态的影响规律。结果表明,簇间距增加对岩石起裂压力影响小,但会减弱裂缝间干扰,促使多簇裂缝均匀扩展;射孔簇数的增加会减弱岩石塑性变形对裂缝扩展的阻力,增大裂缝扩展规模;水平应力差小于6 MPa时,多簇裂缝呈现横向缝与纵向缝交错扩展的形态;压裂液排量与黏度升高可增加裂缝内净压力,多簇裂缝形态更复杂。研究成果为低渗储层限流压裂工艺参数优化提供了参考。 展开更多
关键词 限流压裂 真三轴模拟 多簇裂缝 低渗透储层 海上油田
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基于小波去噪超图深度聚类网络的多传感器故障识别方法
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作者 王刚 俞云龙 卢明凤 《计算机集成制造系统》 北大核心 2026年第2期686-705,共20页
针对实际工业场景中标签数据不足,以及多传感器数据间的复杂高阶异质关系所带来的挑战,提出一种基于小波去噪超图深度聚类网络的多传感器故障识别方法。首先,该方法利用K近邻算法为每个由多传感器数据构成的样本构建超图,以建模传感器... 针对实际工业场景中标签数据不足,以及多传感器数据间的复杂高阶异质关系所带来的挑战,提出一种基于小波去噪超图深度聚类网络的多传感器故障识别方法。首先,该方法利用K近邻算法为每个由多传感器数据构成的样本构建超图,以建模传感器间的高阶异质关系;然后,设计基于离散超图小波框架的小波去噪超图卷积编码器,以提取并融合多尺度下的高频细节分量和低频近似分量;最后,通过联合优化聚类损失与重构损失,迭代更新深度故障特征与故障簇的中心表示,实现深度故障模式聚类。为验证该方法的有效性,在两个公开数据集上进行了充分的实验。实验结果表明,相较于基准方法,所提方法在无监督故障识别任务上表现出显著优越性,且具有良好的抗噪性能。 展开更多
关键词 深度聚类 小波去噪超图卷积编码器 多传感器故障识别 无监督学习
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