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解耦知识蒸馏在文档级关系抽取中的应用
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作者 刘乐 肖蓉 杨肖 《计算机科学》 北大核心 2025年第8期277-287,共11页
文档级关系抽取是自然语言处理领域中的一个重要研究方向,旨在从无结构或半结构的自然语言文档中提取实体之间的语义关系。提出了结合使用解耦知识蒸馏方法和交叉多头注意力机制来解决文档级关系抽取任务。首先,交叉多头注意机制不仅能... 文档级关系抽取是自然语言处理领域中的一个重要研究方向,旨在从无结构或半结构的自然语言文档中提取实体之间的语义关系。提出了结合使用解耦知识蒸馏方法和交叉多头注意力机制来解决文档级关系抽取任务。首先,交叉多头注意机制不仅能够并行关注不同注意力头中的元素,使模型在不同粒度和层级上进行信息的交流和整合,而且允许模型在计算头实体与尾实体之间的注意力时,同时考虑它们与关系之间的相关性,从而提升模型对复杂关系的理解能力,增强模型对实体特征表示的学习。此外,为了进一步优化模型性能,还引入了解耦知识蒸馏方法去适应远程监督数据。该方法将原始KL散度损失中的目标类别知识蒸馏损失TCKDL和非目标类别知识蒸馏损失NCKDL解耦为了两个可以通过超参数调整其权重重要性的独立部分,提高了知识蒸馏过程的灵活性和有效性,特别是在处理DocRED远程监督数据中的噪声时,能够更精准地进行知识迁移和学习。实验结果表明,所提模型在DocRED数据集上能够更有效地提取实体对之间的关系。 展开更多
关键词 自然语言处理 文档级关系抽取 docred 交叉多头注意力 解耦知识蒸馏 远程监督数据 KL散度
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Optimal coordination of directional over current relays using evolutionary programming
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作者 M.Geethanjali S.Mary Raja Slochanal 《智能系统学报》 2009年第6期549-560,共12页
Co-ordination of directional over current relays(DOCR) requires the selection and setting of relays so as to sequentially isolate only that portion of the power system where an abnormality has occurred.The problem of ... Co-ordination of directional over current relays(DOCR) requires the selection and setting of relays so as to sequentially isolate only that portion of the power system where an abnormality has occurred.The problem of coordinating protective relays in electrical power systems consists of selecting suitable settings such that their fundamental protective function is met,given operational requirements of sensitivity,selectivity,reliability and speed.Directional over current relays are best suited for protection of an interconnected sub-station transmission system.One of the major problems associated with this type of protection is the difficulty in coordinating relays.To insure proper coordination,all the main/back up relay pairs must be determined.This paper presents an effective algorithm to determine the minimum number of break points and main/back up relay pairs using relative sequence matrix(RSM).A novel optimization technique based on evolutionary programming was developed using these main/back up relay pairs for directional over current relay coordination in multi-loop networks.Since the problem has multi-optimum points,conventional mathematics based optimization techniques may sometimes fail.Hence evolutionary programming(EP) was used,as it is a stochastic multi-point search optimization algorithm capable of escaping from the local optimum problem,giving a better chance of reaching a global optimum.The method developed was tested on an existing 6 bus,7 line system and better results were obtained than with conventional methods. 展开更多
关键词 人工智能 DOCR 计算智能 RSM
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Fault current Characterization Based on Fuzzy Algorithm for DOCR Application
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作者 Luly Susilo J. C. Gu S. K. Huang 《Energy and Power Engineering》 2013年第4期932-936,共5页
Penetration of distribution generation (DG) into power system might disturb the existing fault diagnosis system. The detection of fault, fault classification, and random changes of direction of fault current cannot al... Penetration of distribution generation (DG) into power system might disturb the existing fault diagnosis system. The detection of fault, fault classification, and random changes of direction of fault current cannot always be monitored and determined via on-line by conventional fault diagnosis system due to DG penetration. In this paper, a fault current characterization which based on fuzzy logic algorithm (FLA) is proposed. Fault detection, fault classification, and fault current direction are extracted after processing the measurement result of three-phase line current. The ability of fault current characterization based on FLA is reflected in directional overcurrent relay (DOCR) model. The proposed DOCR model has been validated in microgrid test system simulation in Matlab environment. The simulation result showed accurate result for different fault location and type. The proposed DOCR model can operate as common protection device (PD) unit as well as unit to improve the effectiveness of existing fault diagnosis system when DG is present. 展开更多
关键词 FAULT CURRENT CHARACTERIZATION FUZZY LOGIC Algorithm DOCR DISTRIBUTED Generation
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Premiere 6.5新增功能接触(下)
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作者 张黎 《电视字幕.特技与动画》 2003年第3期43-48,共6页
关键词 PREMIERE6.5 Docr切换 虚拟素材 特技效果 抠像效果 手写效果 视频素材 影视节目制作
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Optimal Coordination of Directional Overcurrent Relays in Meshed Active Distribution Network Using Imperialistic Competition Algorithm 被引量:2
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作者 Pegah Alaee Turaj Amraee 《Journal of Modern Power Systems and Clean Energy》 SCIE EI CSCD 2021年第2期416-422,共7页
The optimal setting of directional overcurrent relays(DOCRs)ensures the fault detection and clearing in the minimum possible operation time.Directional protective relaying is carried out to coordinate relay settings i... The optimal setting of directional overcurrent relays(DOCRs)ensures the fault detection and clearing in the minimum possible operation time.Directional protective relaying is carried out to coordinate relay settings in a meshed network in the presence of distributed generation.The main goal of DOCR coordination is to find the optimal time dial setting(TDS)and pickup multiplier setting(PMS)to reach the minimum total operation time of all primary relays in the presence of coordination constraints.Due to the complexity of mixed integer non-linear programming(MINLP)problem,imperialistic competition algorithm(ICA)as a powerful evolutionary algorithm is used to solve the coordination problem of DOCRs.The proposed DOCR coordination formulation is implemented in three different test cases.The results are compared with the standard branch-and-bound algorithm and other meta-heuristic optimization algorithms,which demonstrates the effectiveness of the proposed algorithm. 展开更多
关键词 Directional overcurrent relay(DOCR) COORDINATION imperialistic competition algorithm(ICA) standard branch-and-bound algorithm
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