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Hole Cleaning Prediction in Foam Drilling Using Artificial Neural Network and Multiple Linear Regression 被引量:4
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作者 Reza Rooki Faramarz Doulati Ardejani Ali Moradzadeh 《Geomaterials》 2014年第1期47-53,共7页
Foam drilling is increasingly used to develop low pressure reservoirs or highly depleted mature reservoirs because of minimizing the formation damage and potential hazardous drilling problems. Prediction of the cuttin... Foam drilling is increasingly used to develop low pressure reservoirs or highly depleted mature reservoirs because of minimizing the formation damage and potential hazardous drilling problems. Prediction of the cuttings concentration in the wellbore annulus as a function of operational drilling parameters such as wellbore geometry, pumping rate, drilling fluid rheology and density and maximum drilling rate is very important for optimizing these parameters. This paper describes a simple and more reliable artificial neural network (ANN) method and multiple linear regression (MLR) to predict cuttings concentration during foam drilling operation. This model is applicable for various borehole conditions using some critical parameters associated with foam velocity, foam quality, hole geometry, subsurface condition (pressure and temperature) and pipe rotation. The average absolute percent relative error (AAPE) between the experimental cuttings concentration and ANN model is less than 6%, and using MLR, AAPE is less than 9%. A comparison of the ANN and mechanistic model was done. The AAPE values for all datasets in this study were 3.2%, 8.5% and 10.3% for ANN model, MLR model and mechanistic model respectively. The results show high ability of ANN in prediction with respect to statistical methods. 展开更多
关键词 Foam DRILLING hole CLEANING Artificial NEURAL network Multiple LINEAR Regression
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Outcomes of 4 surgical adjuvants used for internal limiting membrane peeling in macular hole surgery: a systematic review and network Meta-analysis 被引量:4
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作者 Xia-Wei Wang Yan Long +1 位作者 Yang-Shun Gu Dong-Yu Guo 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2020年第3期481-487,共7页
AIM:To compare the outcomes of four adjuvants used for internal limiting membrane(ILM)peeling in macular hole surgery,including indocyanine green(ICG),brilliant blue G(BBG),triamcinolone(TA)and trypan blue(TB),through... AIM:To compare the outcomes of four adjuvants used for internal limiting membrane(ILM)peeling in macular hole surgery,including indocyanine green(ICG),brilliant blue G(BBG),triamcinolone(TA)and trypan blue(TB),through systematic review and random-effects Bayesian network Meta-analysis.METHODS:PubMed,Cochrane library databases and Web of Science were searched until August 2018 for clinical trials comparing the above four adjuvants.ORs for postoperative best corrected visual acuity(BCVA)improvement and primary macular hole closure rates were compared between the different adjuvants.RESULTS:Twenty-seven eligible articles were included.For postoperative BCVA improvement,results of BBGassisted peeling were significantly more favorable than those of ICG(WMD 0.08,95%credible interval 0.01-0.16)and TA ranked highest.No significant differences were found between any other two groups in postoperative BCVA improvement.For postoperative primary macular hole closure rates,BBG ranked highest.However,no significant differences were shown between any two groups.CONCLUSION:TA and BBG are the optimum adjuvants for achieving postoperative BCVA improvement macular hole surgery with adjuvant-assisted ILM peeling.Among all adjuvants,the use of BBG is associated with the highest postoperative macular hole closure rate. 展开更多
关键词 internal LIMITING membrane SURGICAL ADJUVANTS best corrected visual ACUITY improvement primary MACULAR hole CLOSURE rate network Meta-analysis
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关系强度与结构洞耦合对组织内部知识流动的影响:研发人员类型的调节效应
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作者 王巍 刘彦娇 +1 位作者 欧阳曦 陈劲 《系统管理学报》 北大核心 2026年第1期160-176,共17页
组织内部知识流动是研发人员整合既有知识与创造新知识的基础。作为资源流动的渠道,研发合作网络中的关系嵌入与结构嵌入特征具体表现为关系强度与结构洞影响组织内部知识流动的效率与效果。然而,当前围绕关系强度与结构洞之间的耦合存... 组织内部知识流动是研发人员整合既有知识与创造新知识的基础。作为资源流动的渠道,研发合作网络中的关系嵌入与结构嵌入特征具体表现为关系强度与结构洞影响组织内部知识流动的效率与效果。然而,当前围绕关系强度与结构洞之间的耦合存在不一致的观点,并且较少探讨其对知识流动的影响,以及揭示研发人员类型的权变作用。鉴于此,本文基于美国医药专利数据,研究关系强度与结构洞耦合对组织内部知识流动的影响,并进一步分析研发人员类型的调节效应。研究结果表明:关系强度与结构洞耦合对内部知识搜寻产生正向影响,但对内部知识扩散则具有负向作用;相较于一般研发者,关系强度与结构洞耦合对关键研发者内部知识搜寻的正向作用更大,而对其内部知识扩散的负向作用更小。研究结论验证了网络属性与个体属性的交互作用,为管理者准确把握网络嵌入性的耦合机制、优化组织内部知识流动提出了针对性建议。 展开更多
关键词 知识流动 关系强度 结构洞 网络耦合 研发人员类型
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中国新能源汽车产业创新网络结构洞格局及空间模式
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作者 姜海宁 王会宜 +1 位作者 马海涛 段健 《地理学报》 北大核心 2026年第2期424-438,共15页
新能源汽车产业是全球汽车产业转型升级的重要方向,其创新网络结构洞深刻影响着技术扩散效率与产业竞争力。本文在构建“网络—空间”双维分析框架的基础上,结合IncoPat全球专利数据库,分析了1985—2021年中国新能源汽车产业创新网络结... 新能源汽车产业是全球汽车产业转型升级的重要方向,其创新网络结构洞深刻影响着技术扩散效率与产业竞争力。本文在构建“网络—空间”双维分析框架的基础上,结合IncoPat全球专利数据库,分析了1985—2021年中国新能源汽车产业创新网络结构洞格局及空间模式。研究发现:①中国新能源汽车产业创新网络结构洞数量不断增加,且以国有企业、民营企业和科研机构为主体,主要分布于中国东南半壁,其中国有企业分布最广,民营企业呈现明显的城市群指向,科研机构行政指向更显著,而外资企业区位选择偏好集中且稳定。②结构洞创新网络趋于松散,小世界性逐渐减弱,跨领域信息或资源控制力下降;创新联系从以低等级结构洞内部主导逐渐向高等级结构洞内部联系转变。③国有企业、民营企业和外资企业结构洞的创新合作呈显著的内部化趋势,而科研机构结构洞则始终呈现以外源驱动为主的协同创新范式。④从空间模式看,国有企业、民营企业、科研机构和外资企业分别呈现层级结构模式、组团结构模式、放射结构模式和扁平结构模式。本文可以为中国新能源汽车产业创新资源的优化配置与协同创新提供研究参考。 展开更多
关键词 结构洞 创新网络 空间模式 新能源汽车产业 中国
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Neural Network Approach for Estimating the Hole Damage in Drilling Process of Reactive Powder Concrete (RPC)
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作者 Annamaria Gisario Alberto Boschetto Francesco Veniali 《材料科学与工程(中英文版)》 2011年第3期304-313,共10页
关键词 神经网络模型 活性粉末混凝土 损伤程度 RPC 网络方法 工艺孔 钻井 估计
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A Proposal for Mitigating Multiple Black-Hole Attack in Wireless Mesh Networks
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作者 Om Shree Francis J. Ogwu 《Wireless Sensor Network》 2013年第4期76-83,共8页
The Network Layer in wireless mesh networks is responsible for routing packets making it a prime target for intruders and hackers. Black-hole attack is a type of denial-of-service attack which when carried out can dis... The Network Layer in wireless mesh networks is responsible for routing packets making it a prime target for intruders and hackers. Black-hole attack is a type of denial-of-service attack which when carried out can disrupt the services of this layer. This paper takes a look at some important detection and mitigation techniques and presents the drawbacks. After analysis of current mechanisms, the paper proposes RID-AODV, a security solution for multiple black-hole attack in wireless mesh networks. Based on the backbone of AODV, RID-AODV combines the ability of route skipping of IDSAODV and route failure correction using reverse route establishment of RAODV. The enhanced protocol RID-AODV, AODV, IDSAODV, and RAODV are implemented in a simulated environment using ns-2.35 simulator. The networks for each protocol are bombarded with up to ten black-hole nodes starting from zero. The results obtained are then analyzed and compared and a discussion is presented. 展开更多
关键词 Mobile AD-HOC network Wireless Mesh networks AD-HOC ON-DEMAND Distance Vector BLACK-hole RADOV IDSAODV RID-AODV
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基于ARM-LSTM-SAC算法的机械臂柔性轴孔装配策略研究
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作者 霍跃钦 李汝彬 +3 位作者 龚文宇 何博 王文学 刘永奎 《重型机械》 2026年第1期35-42,共8页
针对工业装配任务,尤其是不规则轴孔工件装配中,基于学习的前期样本质量低、训练过程不稳定等问题,提出一种融合引斥力模型(Attraction-Repulsion Model,ARM)引导机制和长短期记忆网络(Long Short Term Memory,LSTM)的柔性演员-评论家(S... 针对工业装配任务,尤其是不规则轴孔工件装配中,基于学习的前期样本质量低、训练过程不稳定等问题,提出一种融合引斥力模型(Attraction-Repulsion Model,ARM)引导机制和长短期记忆网络(Long Short Term Memory,LSTM)的柔性演员-评论家(Soft Actor-Critic,SAC)算法。首先,为解决训练初期探索效率低的问题,提出一种基于引斥力模型的策略引导机制,通过目标位置信息引导机械臂运动,加速收敛过程;其次,基于长短期记忆网络对算法的策略网络和价值网络进行改进,有效利用历史信息,增强策略学习能力,提高算法的收敛速度和稳定性。仿真结果表明,所提出的算法在行星减速器中心轴装配任务中取得显著的效果,装配成功率高达99.4%,与普通SAC算法相比,平均最大接触力和力矩分别降低了68.8%和79.2%。在物理环境中装配成功率达95%以上,最大接触力和力矩分别小于10 N和1.5 N·m,验证了算法的有效性。 展开更多
关键词 深度强化学习 轴孔装配 SAC算法 引斥力模型 LSTM网络
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Structure of Chinese City Network as Driven by Technological Knowledge Flows 被引量:36
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作者 MA Haitao FANG Chuanglin +1 位作者 PANG Bo WANG Shaojian 《Chinese Geographical Science》 SCIE CSCD 2015年第4期498-510,共13页
Based on patent cooperation data,this study used a range of city network analysis approaches in order to explore the structure of the Chinese city network which is driven by technological knowledge flows.The results r... Based on patent cooperation data,this study used a range of city network analysis approaches in order to explore the structure of the Chinese city network which is driven by technological knowledge flows.The results revealed the spatial structure,composition structure,hierarchical structure,group structure,and control structure of Chinese city network,as well as its dynamic factors.The major findings are:1) the spatial pattern presents a diamond structure,in which Wuhan is the central city;2) although the invention patent knowledge network is the main part of the broader inter-city innovative cooperation network,it is weaker than the utility model patent;3) as the senior level cities,Beijing,Shanghai and the cities in the Zhujiang(Pearl) River Delta Region show a strong capability of both spreading and controlling technological knowledge;4) whilst a national technology alliance has preliminarily formed,regional alliances have not been adequately established;5) even though the cooperation level amongst weak connection cities is not high,such cities still play an important role in the network as a result of their location within ′structural holes′ in the network;and 6) the major driving forces facilitating inter-city technological cooperation are geographical proximity,hierarchical proximity and technological proximity. 展开更多
关键词 technological knowledge flows patent cooperation city networks network structure structure holes cohesive subgroup
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Effects of Network Closure on Cooperative Innovation: Evidence from Dongying's Petroleum Equipment Industry in China 被引量:2
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作者 MA Shuang ZENG Gang 《Chinese Geographical Science》 SCIE CSCD 2019年第3期517-527,共11页
There are two opposing viewpoints on which kind of network configuration provides a more competitive advantage, namely,network closure or structural holes, with the latter occupying the dominant position in the litera... There are two opposing viewpoints on which kind of network configuration provides a more competitive advantage, namely,network closure or structural holes, with the latter occupying the dominant position in the literature. Using social network analysis and negative binomial regression methods, we graph the co-patent network of Dongying's petroleum equipment industry in China and explore its impact on enterprise innovation. The analysis is based on 17 face-to-face interviews, 31 enterprise questionnaires, and 354 co-patent records from the China State Intellectual Property Office identifying cooperative innovation for the years 1988–2013. We find that this network is closed, controlled by state-owned enterprises, and its closure has positive effects on enterprise innovation performance. This may be related to China's unique industrial development history, state system and policies, regional culture and circumstances, and enterprise characteristics. Therefore, for some industries in specific regions, the advantages usually attributed to structural holes and open innovation may not necessarily apply. 展开更多
关键词 network CLOSURE structural holeS ENTERPRISE INNOVATION PETROLEUM equipment industry Dongying
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结构洞理论视角下的复杂工程支配网络综合项目排序方法 被引量:3
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作者 张可 刘思敏 +1 位作者 张政 马敏 《系统管理学报》 北大核心 2025年第2期389-399,共11页
复杂工程包含的项目众多,对项目的重要性进行综合排序,是工程实际决策亟须解决的问题。然而,现有方法忽略了项目之间的联系且分析视角单一,导致排序结果区分度不高。为此,基于复杂工程支配网络,提出结构洞理论视角下的综合项目排序方法... 复杂工程包含的项目众多,对项目的重要性进行综合排序,是工程实际决策亟须解决的问题。然而,现有方法忽略了项目之间的联系且分析视角单一,导致排序结果区分度不高。为此,基于复杂工程支配网络,提出结构洞理论视角下的综合项目排序方法。首先,引入结构洞理论,构建项目影响广泛性的度量模型。其次,利用k-shell算法对项目中心度进行重要性评价及层级划分,构建项目的全局重要度评价模型。在此基础上,融合结构洞理论与k-shell算法,提出项目重要性综合排序方法。最后,将该方法应用于算例网络和实际工程,并与其他方法进行了对比分析。结果显示,提出的项目排序方法具有更高的区分度,能够适应项目评价的多维度要求,为复杂工程的决策提供了参考。 展开更多
关键词 工程支配网络 结构洞理论 k-shell算法 项目排序
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A Void Avoidance Scheme for Grid-Based Multipath Routing in Underwater Wireless Sensor Networks
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作者 Thoraya Al- Subhi Bassel Arafeh +2 位作者 Nasser Alzeidi Khalid Day Abderezak Touzene 《Wireless Sensor Network》 2018年第7期131-156,共26页
This work proposes a geographic routing protocol for UWSNs based on the construction of a 3D virtual grid structure, called Void-Avoidance Grid-based Multipath Position-based Routing (VA-GMPR). It consists of two main... This work proposes a geographic routing protocol for UWSNs based on the construction of a 3D virtual grid structure, called Void-Avoidance Grid-based Multipath Position-based Routing (VA-GMPR). It consists of two main components, the multipath routing scheme and the grid-based void avoidance (GVA) mechanism for handling routing holes. The multipath routing scheme adopts node-disjoint routes from the source to the sink in order to enhance network reliability and load balancing. While the GVA mechanism handles the problem of holes in 3D virtual grid structure based on three techniques: Hole bypass, path diversion, and path backtracking. The performance evaluation of the VA-GMPR protocol was compared to a recently proposed grid-based routing protocol for UWSNs, called Energy-efficient Multipath Geographic Grid-based Routing (EMGGR). The results showed that the VA-GMPR protocol outperformed the EMGGR protocol in terms of packet delivery ratio, and end-to end-delay. However, the results also showed that the VA-GMPR protocol exhibited higher energy consumption compared to EMGGR. 展开更多
关键词 GEOGRAPHIC ROUTING 3D Virtual Grid Structure Grid-Based ROUTING UNDERWATER Wireless Sensor networks (UWSNs) hole Problem
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Getting the Balance Right in Intercultural Groups: A Dynamic Social Network Perspective
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作者 Bart Rienties Novie Johan 《Social Networking》 2014年第3期173-185,共13页
Problem: A common assumption is that students prefer to select their friends for group-work. The prime goal of this study was to understand the impact of two group selection methods on how students from diverse cultur... Problem: A common assumption is that students prefer to select their friends for group-work. The prime goal of this study was to understand the impact of two group selection methods on how students from diverse cultural backgrounds build learning and work relations. Method: Social Network Analysis in a pre-post test manner in a quasi-experimental design of 81 vs. 70 third-year students. Solution: In this study, we “disrupted” this group selection process after Day 1 by balancing students from different parts of the social network together. In one condition the students were “balanced” into groups by staff to encourage structural hole formation, and in the other condition students were allowed to self-select their group members to encourage network closure. Results: Students in the self-selected condition primarily selected their friends from a similar cultural background. In both conditions the learning networks after 11 weeks were primarily predicted by the group allocation and initial friendships. However, students in the balanced condition developed more cross-cultural learning links. These results indicate that teachers can actively intervene in the cross-cultural dynamics in- and outside the classroom. 展开更多
关键词 Social network Analysis CROSS-CULTURAL Learning QUASI-EXPERIMENTAL Study Structural hole vs network CLOSURE
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共同分析师网络与企业创新 被引量:2
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作者 杜勇 刘婷婷 《中南财经政法大学学报》 北大核心 2025年第3期3-15,共13页
本文以2007—2022年中国沪深A股上市公司为研究样本,考察共同分析师网络对企业创新投入和创新产出的影响。研究发现,共同分析师网络发挥的资金渠道作用促进了企业的创新投入,表现为降低股权融资成本和提高商业信用融资;同时,共同分析师... 本文以2007—2022年中国沪深A股上市公司为研究样本,考察共同分析师网络对企业创新投入和创新产出的影响。研究发现,共同分析师网络发挥的资金渠道作用促进了企业的创新投入,表现为降低股权融资成本和提高商业信用融资;同时,共同分析师网络发挥的技术渠道作用促进了企业的创新产出,表现为对联结企业专利的引用以及创新效率的提升。异质性分析发现,吸收能力越强的企业,共同分析师网络中心度和结构洞对企业创新的影响越大;相较于高技术企业,非高技术企业的创新活动更容易被共同分析师网络中心度影响。本文既从社会网络的视角拓展了证券分析师对企业创新影响的研究范畴,又为发掘共同分析师网络推动企业创新发展的新路径提供了理论依据。 展开更多
关键词 共同分析师网络 社会网络 创新投入 创新产出 网络中心度 结构洞
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基于“结构洞”理论的市域产教联合体建设:问题及优化路径 被引量:1
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作者 孙翠香 王彦斌 《中国职业技术教育》 北大核心 2025年第19期44-53,共10页
市域产教联合体作为多制度逻辑共存的复杂网络,其运行中显现出连接机制弱化、资源结构滞后与制度嵌套不足的结构性张力。“结构洞”作为结构性失配的显性表现,凸显了结构连接未能转化为制度协同、资源聚集未能形成路径闭环、规则设计未... 市域产教联合体作为多制度逻辑共存的复杂网络,其运行中显现出连接机制弱化、资源结构滞后与制度嵌套不足的结构性张力。“结构洞”作为结构性失配的显性表现,凸显了结构连接未能转化为制度协同、资源聚集未能形成路径闭环、规则设计未能生成执行秩序的系统性问题。在此基础上,通过结构识别逻辑明确桥接位置功能,通过资源协同机制实现要素流动结构重构,通过制度适配工具推动规则整合路径形成,为市域产教联合体系统治理能力的演化提供结构响应基础与制度承接空间。 展开更多
关键词 市域产教联合体 结构洞 社会网络 职业教育
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基于改进SSA-BPNN的煤层气直井井底流压预测研究
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作者 余洋 董银涛 +3 位作者 李云波 包宇 张立侠 孙浩 《油气藏评价与开发》 北大核心 2025年第2期250-256,共7页
煤层气资源广泛应用直井开发,采用控压控水的排采制度,井底流压是排采方案设计与设备选型的重要参数,因此,煤层气直井井底流压预测具有重要的意义。为了便捷、准确地预测煤层气直井井底流压,指导煤层气井的控压排采,引入机器学习领域中... 煤层气资源广泛应用直井开发,采用控压控水的排采制度,井底流压是排采方案设计与设备选型的重要参数,因此,煤层气直井井底流压预测具有重要的意义。为了便捷、准确地预测煤层气直井井底流压,指导煤层气井的控压排采,引入机器学习领域中的反向传播神经网络(BPNN)模型,同时对麻雀搜索算法(SSA)进行改进,耦合构建基于改进麻雀搜索算法-反向传播神经网络(SSA-BPNN)的煤层气直井井底流压预测模型。选取了生产现场常规测量的5个影响井底流压的参数作为井底流压预测模型的输入参数,相对应的井底流压数值作为井底流压预测模型的输出参数。将600组实测数据划分为训练集、验证集与测试集,完成了煤层气直井井底流压预测模型的建立与校验工作。BPNN模型与改进SSA-BPNN模型的验证集平均绝对百分比误差分别为3.10%与0.53%,可以看出利用改进SSA与BPNN的耦合建模,能够解决BPNN易陷于局部最优的问题,提高了煤层气直井井底流压的预测精度。同时将改进SSA-BPNN模型与遗传算法-支持向量回归机(GA-SVR)模型和物理模型解析方法进行对比,结果显示:3种不同模型的平均绝对百分比误差分别为1.318%、4.971%、18.156%,改进SSA-BPNN模型的误差最低,且在井底流压较低时,改进SSA-BPNN模型的预测精度显著提高,展现出较高的准确性与良好的适用性。改进SSA-BPNN模型仅需5个输入参数,减少了输入与计算参数的复杂度,且无须考虑井筒内流体分布情况,可覆盖排采各阶段,在不同压力区间都有较高准确性。 展开更多
关键词 煤层气 麻雀搜索算法 神经网络 井底流压 预测模型
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A Distributed Trust Based Secure Communication Framework for Wireless Sensor Network
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作者 Geetha V. K. Chandrasekaran 《Wireless Sensor Network》 2014年第9期173-183,共11页
The wireless sensor network is an emerging technology, which is used to sense and monitor the environment. As the nodes are deployed in an open environment, the security is one of the essential factors. The cryptograp... The wireless sensor network is an emerging technology, which is used to sense and monitor the environment. As the nodes are deployed in an open environment, the security is one of the essential factors. The cryptography techniques can ensure confidentiality, integrity and authentication. However, wireless sensor network also needs to deal with inside and outside attackers. To deal with outside attackers, attacks by compromised or malicious nodes, trust management system is suggested by many researchers in the area of wireless sensor network. Trust management system can be implemented in various applications for security management such as secure data aggregation, secure cluster head selection, trusted routing, access control, etc. Many researchers provide different kind of solutions for these secure applications based on trust management. However, to incorporate, all such applications on a single sensor node in the network, it is essential to design and develop a trust management system, which considers various aspects and applications of wireless sensor network. As a result, in this paper, we would like to propose a parameter and trust factor based secure communication framework and design a trust management system for wireless sensor networks. Our main contribution is to identify various parameters and trust factors which influences on trust in wireless sensor network and developing a framework for a trust management system based on various parameters and trust factors. The working of the proposed model is shown by simulation experiments conducted in MATLAB for the application of secure communication, data aggregation and intrusion detection in wireless sensor networks. 展开更多
关键词 Wireless Sensor network TRUST Management System BLACK hole SINKhole DOS TRUST Factors
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基于矩阵画像和Louvain社区发现算法的关键核心技术识别研究
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作者 万校基 赖静 +2 位作者 牟莹禧 朱志国 张丽萍 《情报学报》 北大核心 2025年第7期903-914,共12页
针对现有关键核心技术识别方法较少考虑时间因素和较难解读识别结果等问题,本文提出一种基于矩阵画像(matrix profile,MP)和Louvain社区发现算法的关键核心技术识别方法。该方法基于IPC(international patent classification)小类权重... 针对现有关键核心技术识别方法较少考虑时间因素和较难解读识别结果等问题,本文提出一种基于矩阵画像(matrix profile,MP)和Louvain社区发现算法的关键核心技术识别方法。该方法基于IPC(international patent classification)小类权重和词频分析法识别目标领域热点技术主题,结合高频IPC小类时间序列和MP算法构建技术关联网络,借助Louvain算法和社会网络分析法识别目标领域初始关键核心技术主题。基于特征筛选关键核心技术主题,并通过对技术关联子网络、原始专利数据、相关政策文件和期刊文献的深层次解读来识别目标领域关键核心技术。通过对incoPat专利数据库中2014—2023年物流领域的授权专利进行数据处理和挖掘发现,本文方法能有效识别物流领域关键核心技术,不仅有助于推动行业技术突破和创新,亦可提升国家在全球产业链和价值链中的地位。 展开更多
关键词 关键核心技术 矩阵画像 社区发现算法 技术关联网络 结构洞
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基于双深度Q网络的车联网安全位置路由 被引量:2
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作者 米洪 郑莹 《无线电通信技术》 北大核心 2025年第1期96-105,共10页
作为智能交通系统中的支撑技术,车联网(Internet of Vehicle,IoV)已受到广泛关注。由于IoV网络拓扑结构的动态变化以及灰洞攻击,构建稳定的安全位置路由是一项挑战工作。为此,提出基于双深度Q网络的安全位置路由(Double DQN-based Secur... 作为智能交通系统中的支撑技术,车联网(Internet of Vehicle,IoV)已受到广泛关注。由于IoV网络拓扑结构的动态变化以及灰洞攻击,构建稳定的安全位置路由是一项挑战工作。为此,提出基于双深度Q网络的安全位置路由(Double DQN-based Secure Location Routing,DSLR)。DSLR通过防御灰洞攻击提升消息传递率(Message Delivery Ratio,MDR),并降低消息的传输时延。构建以丢包率和链路连通时间为约束条件的优化问题,利用双深度Q网络算法求解。为了提升DSLR的收敛性,基于连通时间、丢包率和传输时延构建奖励函数,引导智能体选择满足要求的转发节点。采用动态的探索因子机制,平衡探索与利用间的关系,进而加速算法的收敛。仿真结果表明,相比于同类算法,提出的DSLR提升了MDR,减少了传输时延。 展开更多
关键词 车联网 位置路由 灰洞攻击 双深度Q网络 动态的探索因子
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创新情境中知识内容对结构洞填充的影响——中间人角色视角
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作者 孙笑明 马少华 +2 位作者 邓娅娟 王雅兰 熊旺 《管理工程学报》 北大核心 2025年第6期74-88,共15页
中间人因占据结构洞而拥有诸多竞争优势。经动态演化后,结构洞往往以两类方式被填充,即包含中间人的结构洞填充和不含中间人的结构洞填充。然而,鲜有研究关注结构洞为什么以及在何种条件下会以这两种方式被填充。基于此,本文以41家大型... 中间人因占据结构洞而拥有诸多竞争优势。经动态演化后,结构洞往往以两类方式被填充,即包含中间人的结构洞填充和不含中间人的结构洞填充。然而,鲜有研究关注结构洞为什么以及在何种条件下会以这两种方式被填充。基于此,本文以41家大型知识密集型企业1996—2008年申请的专利数据为样本,运用Heckman两阶段模型和mlogit模型,从中间人角色的视角分析了网络知识内容和结构洞填充之间的关系,并基于样本中专利截至2020年的引证信息讨论了不同填充方式下创新产出的影响力。结果表明:相对于协调型结构洞,顾问型结构洞、联络型结构洞和组合型结构洞更容易发生包含中间人的结构洞填充;但代理型结构洞不含中间人的结构洞填充的假设未得到支持。此外,非参数检验结果表明,不同填充方式下,创新产出的影响力不存在显著差异。因此,本文不仅有助于理解结构洞的作用及演化机制,还有助于理解知识内容与网络结构动态演化之间的关系,为组织和创新管理者整合网络资源提供参考。 展开更多
关键词 结构洞 中间人角色 网络演化 网络内容 知识内容
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