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Species-specific,pan-European diameter increment models based on data of 2.3 million trees
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作者 Mart-Jan Schelhaas Geerten M Hengeveld +11 位作者 Nanny Heidema Esther Thurig Brigitte Rohner Giorgio Vacchiano Jordi Vayreda John Redmond Jaroslaw Socha Jonas Fridman Stein Tomter Heino Polley Susana Barreiro Gert-Jan Nabuurs 《Forest Ecosystems》 SCIE CSCD 2018年第3期277-295,共19页
Background: Over the last decades, many forest simulators have been developed for the forests of individual European countries. The underlying growth models are usually based on national datasets of varying size, obta... Background: Over the last decades, many forest simulators have been developed for the forests of individual European countries. The underlying growth models are usually based on national datasets of varying size, obtained from National Forest Inventories or from long-term research plots. Many of these models include country-and location-specific predictors, such as site quality indices that may aggregate climate, soil properties and topography effects. Consequently, it is not sensible to compare such models among countries, and it is often impossible to apply models outside the region or country they were developed for. However, there is a clear need for more generically applicable but still locally accurate and climate sensitive simulators at the European scale, which requires the development of models that are applicable across the European continent. The purpose of this study is to develop tree diameter increment models that are applicable at the European scale, but still locally accurate. We compiled and used a dataset of diameter increment observations of over 2.3 million trees from 10 National Forest Inventories in Europe and a set of 99 potential explanatory variables covering forest structure, weather, climate, soil and nutrient deposition.Results: Diameter increment models are presented for 20 species/species groups. Selection of explanatory variables was done using a combination of forward and backward selection methods. The explained variance ranged from10% to 53% depending on the species. Variables related to forest structure(basal area of the stand and relative size of the tree) contributed most to the explained variance, but environmental variables were important to account for spatial patterns. The type of environmental variables included differed greatly among species.Conclusions: The presented diameter increment models are the first of their kind that are applicable at the European scale. This is an important step towards the development of a new generation of forest development simulators that can be applied at the European scale, but that are sensitive to variations in growing conditions and applicable to a wider range of management systems than before. This allows European scale but detailed analyses concerning topics like CO2 sequestration, wood mobilisation, long term impact of management, etc. 展开更多
关键词 European forests Diameter increment model Climate change Growth modelling National forest inventory
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Pore water pressure increment model for saturated Nanjing fine sand subject to cyclic loading 被引量:7
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作者 Wang Binghui Chen Guoxing Jin Dandan 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2010年第4期569-576,共8页
Three groups of dynamic triaxial tests were performed for saturated Nanjing fine sand subjected to uniform cyclic loading. The tested curves of the excess pore water pressure (EPWP) ratio variation with the ratio of... Three groups of dynamic triaxial tests were performed for saturated Nanjing fine sand subjected to uniform cyclic loading. The tested curves of the excess pore water pressure (EPWP) ratio variation with the ratio of the number of cycles are provided. The concept of the EPWP increment ratio is introduced and two new concepts of the effective dynamic shear stress ratio and the log decrement of effective stress are defined. It is found that the development of the EPWP increment ratio can be divided into three stages: descending, stable and ascending. Furthermore, at the stable and ascending stages, a satisfactory linear relationship is obtained between the accumulative EPWP increment ratio and natural logarithm of the effective dynamic shear stress ratio. Accordingly, the EPWP increment ratio at the number of cycles N has been deduced that is proportional to the log decrement of effective stress at the cycle number N-l, but is independent of the cyclic stress amplitude. Based on the analysis, a new EPWP increment model for saturated Nanjing fine sand is developed from tested data fitting, which provides a better prediction of the curves of EPWP generation, the number of cycles required for initial liquefaction and the liquefaction resistance. 展开更多
关键词 cyclic loading Nanjing fine sand EPWP model EPWP increment ratio effective dynamic shear stress ratio logarithmic decrement of effective stress
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“Products-Knowledge” Two-Dimensional Increment Model of Fashion Industry Value Chain Based on Industry Analysis
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作者 刘畅 黄震宇 《Journal of Donghua University(English Edition)》 EI CAS 2016年第4期660-664,共5页
Fashion industry has a complex characteristic for it spans the first, second, and third industries. In addition, the characteristic of creative industry has high value-added for its knowledge outputting, which makes t... Fashion industry has a complex characteristic for it spans the first, second, and third industries. In addition, the characteristic of creative industry has high value-added for its knowledge outputting, which makes the traditional value-added analysis based on supply chain not easy and good enough to interpret its industry value-added features. From the perspective of "products-knowledge" two-dimensional analysis,a fashion industry value chain increment model is built,by simulating the process of "product flow" and "information flow" value-added. The fashion industry value chain increment model provides an effective way for the enterprise strategy formulation and production strategy adjustment. 展开更多
关键词 fashion formulation adjustment creative return ledge increment enough manufacture itself
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An incremental contact model for line contact of elastic rough surfaces
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作者 Sihe Wang Weike Yuan +1 位作者 Xuanming Liang Gangfeng Wang 《Acta Mechanica Sinica》 2025年第4期97-106,共10页
In this paper,an incremental contact model is developed for the elastic self-affine fractal rough surfaces under plane strain condition.The contact between a rough surface and a rigid plane is simplified by the accumu... In this paper,an incremental contact model is developed for the elastic self-affine fractal rough surfaces under plane strain condition.The contact between a rough surface and a rigid plane is simplified by the accumulation of identical line contacts with half-width given by the truncated area divided by the contact patch number at varying heights.Based on the contact stiffness of two-dimensional flat punch,the total stiffness of rough surface is estimated,and then the normal load is calculated by an incremental method.For various rough surfaces,the approximately linear load-area relationships predicted by the proposed model agree well with the results of finite element simulations.It is found that the real average contact pressure depends significantly on profile properties. 展开更多
关键词 Elastic line contact Rough surfaces Contact area incremental contact model
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An Incremental Model Transfer Method for Complex Process Fault Diagnosis 被引量:7
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作者 Xiaogang Wang Xiyu Liu Yu Li 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2019年第5期1268-1280,共13页
Fault diagnosis is an important measure to ensure the safety of production, and all kinds of fault diagnosis methods are of importance in actual production process. However, the complexity and uncertainty of productio... Fault diagnosis is an important measure to ensure the safety of production, and all kinds of fault diagnosis methods are of importance in actual production process. However, the complexity and uncertainty of production process often lead to the changes of data distribution and the emergence of new fault classes, and the number of the new fault classes is unpredictable. The reconstruction of the fault diagnosis model and the identification of new fault classes have become core issues under the circumstances. This paper presents a fault diagnosis method based on model transfer learning and the main contributions of the paper are as follows: 1) An incremental model transfer fault diagnosis method is proposed to reconstruct the new process diagnosis model. 2) Breaking the limit of existing method that the new process can only have one more class of faults than the old process, this method can identify M faults more in the new process with the thought of incremental learning. 3) The method offers a solution to a series of problems caused by the increase of fault classes. Experiments based on Tennessee-Eastman process and ore grinding classification process demonstrate the effectiveness and the feasibility of the method. 展开更多
关键词 COMPLEX process FAULT DIAGNOSIS incrementAL LEARNING model TRANSFER
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Sandbox Modeling of the Fault-increment Pattern in Extensional Basins 被引量:6
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作者 Geng Changbo Tong Hengmao +1 位作者 He Yudan Wei Chunguang 《Petroleum Science》 SCIE CAS CSCD 2007年第2期29-34,共6页
Three series of sandbox modeling experiments were performed to study the fault-increment pattern in extensional basins. Experimental results showed that the tectonic action mode of boundaries and the shape of major bo... Three series of sandbox modeling experiments were performed to study the fault-increment pattern in extensional basins. Experimental results showed that the tectonic action mode of boundaries and the shape of major boundary faults control the formation and evolution of faults in extensional basins. In the process of extensional deformation, the increase in the number and length of faults was episodic, and every 'episode' experienced three periods, strain-accumulation period, quick fault-increment period and strain-adjustment period. The more complex the shape of the boundary fault, the higher the strain increment each 'episode' experienced. Different extensional modes resulted in different fault-increment patterns. The horizontal detachment extensional mode has the 'linear' style of fault-increment pattern, while the extensional mode controlled by a listric fault has the 'stepwise' style of fault-increment pattern, and the extensional mode controlled by a ramp-flat boundary fault has the 'stepwise-linear' style of fault-increment pattern. These fault-increment patterns given above could provide a theoretical method of fault interpretation and fracture prediction in extensional basins. 展开更多
关键词 Extensional basin sandbox modeling fault-increment pattern boundary fault
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INCREMENTAL MICRO-MECHANICAL MODEL OF PLAIN WOVEN FABRIC
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作者 ZhangYitong HaoYongjiang LiCuiyu 《Acta Mechanica Solida Sinica》 SCIE EI 2004年第2期131-139,共9页
Warp yarns and weft yarns of plain woven fabric are the principal axes of mate- rial of fabric. They are orthogonal in their original con?guration, but are obliquely crisscross in deformed con?guration in general. I... Warp yarns and weft yarns of plain woven fabric are the principal axes of mate- rial of fabric. They are orthogonal in their original con?guration, but are obliquely crisscross in deformed con?guration in general. In this paper the expressions of incremental components of strain tensor are derived, the non-linear model of woven fabric is linearized physically and its geometric non-linearity survives. The convenience of determining the total deformation is shown by the choice of the coordinate system of the principal axes of the material, with the convergence of the incremental methods illustrated by examples. This incremental model furnishes a basis for numerical simulations of fabric draping and wrinkling based on the micro-mechanical model of fabric. 展开更多
关键词 micro-weaving structure MICRO-MECHANICS incremental constitutive model prin- cipal axes of material woven fabric incremental methods
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A Modular Incremental Model for English Full Parsing
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作者 孟遥 Li +4 位作者 Sheng Zhao Tiejun Zhang Jing 《High Technology Letters》 EI CAS 2003年第2期57-60,共4页
In this paper, we present a modular incremental statistical model for English full parsing. Unlike other full parsing approaches in which the analysis of the sentence is a uniform process, our model separates the full... In this paper, we present a modular incremental statistical model for English full parsing. Unlike other full parsing approaches in which the analysis of the sentence is a uniform process, our model separates the full parsing into shallow parsing and sentence skeleton parsing. In shallow parsing, we finish POS tagging, Base NP identification, prepositional phrase attachment and subordinate clause identification. In skeleton parsing, we use a layered feature-oriented statistical method. Modularity possesses the advantage of solving different problems in parsing with corresponding mechanisms. Feature-oriented rule is able to express the complex lingual phenomena at the key point if needed. Evaluated on Penn Treebank corpus, we obtained 89.2% precision and 89.8% recall. 展开更多
关键词 incremental statistical model shallow parsing skeleton parsing feature-oriented rule
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Incremental 4D-VAR assimilation scheme based on Lorenz model 被引量:1
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作者 WANG Xidong XU Dongfeng XU Xiaohua 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2008年第z1期93-100,共8页
Four-dimensional variational(4D-VAR) data assimilation method is a perfect data assimilation solution in theory, but the computational issue is quite difficult in operational implementation.The incremental 4D-VAR assi... Four-dimensional variational(4D-VAR) data assimilation method is a perfect data assimilation solution in theory, but the computational issue is quite difficult in operational implementation.The incremental 4D-VAR assimilation scheme is set up in order to reduce the computational cost. It is shown that the accuracy of the observations, the length of the assimilation window and the choice of the first guess have an important influence on the assimilation outcome through the contrast experiment. Compared with the standard 4D-VAR assimilation scheme, the incremental 4D-VAR assimilation scheme shows its advantage in the computation speed through an assimilation experiment. 展开更多
关键词 4D-VAR assimilation incremental 4D-VAR assimilation Lorenz model
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Individual Tree Diameter Increment Model for Chinese Fir Plantation Based on Two-Level Linear Mixed Effects Models 被引量:1
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作者 Li Chunming 《Chinese Forestry Science and Technology》 2012年第3期60-61,共2页
Based on a multilevel linear mixed model approach,an individual diameter increment model was developed for fir plantation trees growing in Jiangxi Province.The data set used in this study came from long-term permanent... Based on a multilevel linear mixed model approach,an individual diameter increment model was developed for fir plantation trees growing in Jiangxi Province.The data set used in this study came from long-term permanent research plots.The database consists of total of 82 counties,365 plots, 5 416 trees and 16 248 observations.The paper chose mixed effects models instead of regression analysis approach because it allows for proper treatment of error terms and correlation in a repeated measures analysis framework.The model was defined as a mixed linear model with parameter random effect of plot,area or plot and area simultaneous.In addition the heteroscedasticity and correlation was taken into account.Mixed model calibration of diameter increment was carried out with the independent data using a different sample of complementary observations.The result showed that the total stand basal area,the diameter of target trees,the ratio of basal area of larger trees to target tree diameter,and altitude were found to be significant predictors.Both the fitting model and the calibrated model mean a substantial improvement compared with the classical approach widely used in forest management.After taking into account reasonable variance function of heteroscedasticity and correlation,the model shows better of goodness of fit than only taking into account parameter random effects.This type of modeling methodology shows flexible,precise and accurate. 展开更多
关键词 individual DIAMETER increment HETEROSCEDASTICITY correlation structure linear mixed model FIR
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冻融环境下岩堆体细宏观损伤演化模型研究
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作者 陈志敏 张政 +3 位作者 易明炀 孙勇 李开哲 张溢博 《岩土力学》 北大核心 2026年第1期198-208,共11页
冻融损伤是寒区工程研究的关键问题。岩堆体是一种特殊岩土混合体,为更好地了解寒区岩堆体的力学性质和冻融侵蚀引起的细观损伤,开展了不同冻融条件及不同含水率作用下岩堆体的三轴压缩试验。提出孔隙损伤增量模型,利用颗粒(孔隙)及裂... 冻融损伤是寒区工程研究的关键问题。岩堆体是一种特殊岩土混合体,为更好地了解寒区岩堆体的力学性质和冻融侵蚀引起的细观损伤,开展了不同冻融条件及不同含水率作用下岩堆体的三轴压缩试验。提出孔隙损伤增量模型,利用颗粒(孔隙)及裂隙图像识别与分析系统(particles(pores)and cracks anlysis system,简称PCAS)深入研究冻融过程中孔隙结构的变化趋势。以孔隙度分形维数为核心,建立冻融-损伤模型系统地分析冻融循环次数对岩堆体损伤的关系。结合材料的细观与宏观参数变化趋势,验证模型合理性及全面揭示岩堆体在冻融作用下的损伤模型。结果表明:(1)在冻融循环过程中细观损伤对宏观强度的影响显著,孔隙损伤增量增加导致应力峰值下降,两者呈负相关;(2)岩堆体的峰值应力随着冻融循环次数的增加而降低,且降低幅度在冻融循环次数为4次前逐渐增大,随后幅度逐渐减小;(3)利用孔隙度分形维数建立的孔隙增量模型,从细观层面有效地验证了岩堆体的冻融损伤是随着冻融损伤次数的增加而增加,该模型的参数数据与实测数据高度一致,且相比传统模型计算更简便。 展开更多
关键词 岩堆体 细宏观 孔隙损伤增量模型 分形维数 冻融损伤
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表贴式永磁同步电机增量式模型预测电流控制研究
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作者 李耀华 郭伟超 +2 位作者 马德军 胡梦飞 李富香 《微特电机》 2026年第2期68-75,共8页
对于表贴式永磁同步电机(surface permanent magnet synchronous motor,SPMSM),为提升模型预测电流控制(model predictive current control,MPCC)参数鲁棒性,建立SPMSM增量式MPCC模型。从控制性能、参数敏感性和实时性方面对基于传统模... 对于表贴式永磁同步电机(surface permanent magnet synchronous motor,SPMSM),为提升模型预测电流控制(model predictive current control,MPCC)参数鲁棒性,建立SPMSM增量式MPCC模型。从控制性能、参数敏感性和实时性方面对基于传统模型及基于增量式模型的MPCC进行对比研究,由结果可知基于传统模型与基于增量式模型的MPCC性能基本相当。电感参数变化下,两者均产生较大的预测误差,对增量式电流预测模型影响更大。电阻参数失配对传统模型产生较小影响,对增量式模型基本没有影响。增量式电流预测模型不依赖磁链参数,磁链参数变化对传统模型影响较大。增量式电流预测模型的算法实时性略差于传统模型。基于增量式模型的MPCC性能良好,消除磁链参数,增强电阻参数鲁棒性,但是降低电感参数鲁棒性,实时性能略有下降。 展开更多
关键词 永磁同步电机 增量式模型 模型预测电流控制 参数鲁棒性 实时性能
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基于高精度三维扫描的钢梁智能调位一体化控制技术研究及应用
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作者 王敏 黄涛 樊健生 《桥梁建设》 北大核心 2026年第1期155-161,共7页
为提高装配式钢桥节段钢梁顶推施工焊接前调位精度与效率,提出基于高精度三维扫描的钢梁智能调位一体化控制技术。该技术从减小钢梁调位误差的角度出发,基于三维扫描技术得到高精度点云数据,采用表面重建算法得到带制造误差的带力模型,... 为提高装配式钢桥节段钢梁顶推施工焊接前调位精度与效率,提出基于高精度三维扫描的钢梁智能调位一体化控制技术。该技术从减小钢梁调位误差的角度出发,基于三维扫描技术得到高精度点云数据,采用表面重建算法得到带制造误差的带力模型,模拟钢梁“预拼-调位-拼装”全过程挠度变化,计算得到由制造误差、环境温度变化、支撑条件改变等带来的调位误差,修正调位指令,以减小系统误差;提出以最优化法为核心的智能调位算法,建立梁面测点数据与梁底三向千斤顶调整量的微分运动关系,采用智能调位系统取代人工进行控制点坐标采集和调位控制操作,以减小调位过程中的人为操作误差。为验证该技术的可行性,依托某黄河特大桥进行实际应用。结果表明:采用该智能调位一体化控制技术,焊接面匹配精度为±1 mm,可在5 min内将调位误差控制在±2 mm,较传统方法,该技术不仅提高了施工效率及调位精度,同时提高了焊接平顺度。 展开更多
关键词 装配式钢桥 节段钢梁 顶推施工 三维扫描 带力模型 智能调位系统 钢梁调位
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基于模型预测控制的舰载机动态复合控制方法
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作者 段俊屹 刘凯 +2 位作者 安帅斌 王国庆 董哲 《航空学报》 北大核心 2026年第2期192-205,共14页
针对复杂环境干扰条件下多操纵面舰载机精确着舰控制问题,提出一种基于模型预测控制与预设性能增量动态逆的舰载机动态复合控制方法。首先,结合直接升力控制策略,采用预设性能思想建立等效误差模型,通过空间对等变换将航迹角和迎角跟踪... 针对复杂环境干扰条件下多操纵面舰载机精确着舰控制问题,提出一种基于模型预测控制与预设性能增量动态逆的舰载机动态复合控制方法。首先,结合直接升力控制策略,采用预设性能思想建立等效误差模型,通过空间对等变换将航迹角和迎角跟踪约束问题映射为转换误差有界性问题;其次,基于非线性增量动态逆设计了航迹角跟踪回路和迎角保持回路的控制律,结合等效误差模型设计的控制律中不显含模型状态反馈项,降低了控制律对精确模型的依赖性;随后,引入模型预测控制策略实现多操纵面直接升力/俯仰力矩复合分配,综合考虑控制性能、舵面约束与偏转动态特性,通过有限预测时域内的滚动优化实现控制指令的动态分配;最后,通过仿真验证了设计方法能够有效提高多操纵面舰载机着舰控制的鲁棒性和精度。 展开更多
关键词 综合直接升力控制 预设性能 增量动态逆控制 模型预测控制 动态分配
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基于大模型文档知识抽取的领域知识图谱增量构建
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作者 陈俊臻 王淑营 罗浩然 《计算机工程与应用》 北大核心 2026年第5期191-203,共13页
针对工业领域知识图谱构建中面临的标注样本稀缺、文档多源异构、语义结构复杂等挑战,提出一种基于大型预训练语言模型的领域知识图谱增量构建方法LLM-KG。该方法利用GPT-4模型自动生成高质量的标注样本,降低人工标注成本的同时提升训... 针对工业领域知识图谱构建中面临的标注样本稀缺、文档多源异构、语义结构复杂等挑战,提出一种基于大型预训练语言模型的领域知识图谱增量构建方法LLM-KG。该方法利用GPT-4模型自动生成高质量的标注样本,降低人工标注成本的同时提升训练数据的覆盖性与准确性;借助LoRA(low-rank adaptation)技术对轻量级语言模型进行领域微调,实现对领域文档中实体与关系的高精度抽取。为提升新增实体和关系的对齐质量,LLM-KG引入语义块划分机制,并结合向量数据库进行Top-k实体召回,最终由大语言模型对召回结果进行语义一致性判断与筛选,从而实现更加准确的实体融合与关系补全。在公开数据集DDI及风电装备数据集上进行了实验验证,结果表明,LLM-KG在准确率、召回率和F1值上均优于对比方法,展现出良好的领域适应性与增量构建能力。 展开更多
关键词 知识图谱(KG) 大模型微调 文档信息抽取 增量构建
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基于长城大模型驱动的石化行业知识图谱构建与智能检索技术研究
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作者 蒋楠 公绪超 +2 位作者 王振 段鸿杰 程思远 《钻采工艺》 北大核心 2026年第1期50-57,共8页
随着石油化工数字化转型深入推进,行业知识呈现出海量、多源、异构与持续演化的特征。知识图谱作为组织与利用行业知识的有效手段,在推动石油化工行业智能化进程中具有重要价值。然而,传统构建方法依赖专家人工,面临成本高、更新滞后等... 随着石油化工数字化转型深入推进,行业知识呈现出海量、多源、异构与持续演化的特征。知识图谱作为组织与利用行业知识的有效手段,在推动石油化工行业智能化进程中具有重要价值。然而,传统构建方法依赖专家人工,面临成本高、更新滞后等挑战。文章提出一种大模型驱动的油气知识图谱增量式构建框架,设计了包含知识感知、增量更新和质量控制的全链路方法。知识感知模块设计检索增强生成机制提升专业知识获取的准确性与时效性。增量更新模块基于语义识别的增量更新方法,实现知识体系的持续演进。质量控制模块设计多智能体协同验证机制,有效消解知识冲突,保障图谱质量一致性。该框架已成功应用于知识库管理、业务问答等关键场景,为油气典型业务场景提供了有效支撑。研究成果有望为构建新一代动态演进、可信可用的石油化工领域知识体系提供技术支撑,助力推动行业知识智能化升级。 展开更多
关键词 大语言模型 知识图谱 增量构建 多智能体 石油化工
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基于增量式全局优化的双三相PMSM模型预测电流控制
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作者 谢凝子 肖岚 +1 位作者 伍群芳 王勤 《电力电子技术》 2026年第2期129-136,共8页
目前双三相永磁同步电机(PMSM)多矢量模型预测电流控制(MPCC)方法通常在选择最优矢量后进行占空比分配,导致合成电压矢量不一定是全局最优,而进行占空比分配后再选择最优矢量会导致计算负担大的问题。对此,本文提出了一种无差拍电压预... 目前双三相永磁同步电机(PMSM)多矢量模型预测电流控制(MPCC)方法通常在选择最优矢量后进行占空比分配,导致合成电压矢量不一定是全局最优,而进行占空比分配后再选择最优矢量会导致计算负担大的问题。对此,本文提出了一种无差拍电压预测下的全局优化多矢量控制方法,通过结合无差拍预测方法计算电压参考矢量并将占空比分配结果代入价值函数,从而提高预测精度并降低计算量。由于模型准确性影响模型预测精度,本文基于迭代思想利用相邻两个预测周期之差得到增量式预测方程,消除预测方程磁链项,提高了磁链鲁棒性。最后通过实验验证了所提方法与传统方法对比q轴电流脉动降低49.57%,d轴脉动降低7.7%,相电流总谐波畸变率(THD)降低49%,并且在磁链失配情况下q轴电流能准确跟踪给定值。 展开更多
关键词 双三相永磁同步电机 多矢量模型预测电流控制 无差拍 增量式
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基于新能源汽车锂电池SoH估计方法的综述
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作者 丁福坤 李小鹏 +2 位作者 陈媛媛 陈静 万芮宏 《蓄电池》 2026年第1期43-50,共8页
在新能源汽车行业快速扩张的背景下,对电池性能的精确评估及其有效管理显得至关重要。本文中,笔者综述了新能源汽车用锂电池的健康状态估计方法,探讨了影响健康状态的关键因素,包括充放电频次、温度、电流等,并分析了多种估计技术,如库... 在新能源汽车行业快速扩张的背景下,对电池性能的精确评估及其有效管理显得至关重要。本文中,笔者综述了新能源汽车用锂电池的健康状态估计方法,探讨了影响健康状态的关键因素,包括充放电频次、温度、电流等,并分析了多种估计技术,如库仑计数法、电压法、卡尔曼滤波器法、模型法、基于数据驱动的方法、增量容量分析法等。不仅介绍了这些方法的原理和优缺点,还讨论了它们在实际应用中的局限性和潜在的改进方向。特别强调了多参数融合估计、实时监测与预测、自适应模型更新等未来发展趋势,以及成本效益的重要性。最后,展望了健康状态估计技术的未来发展,预计其将更加智能化、精准化和实时化,为电池管理和优化提供强有力的技术支持。 展开更多
关键词 新能源汽车 锂电池 荷电状态 健康状态 库仑计数法 卡尔曼滤波器 模型 数据驱动 增量容量
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DUAL RANDOM MODEL OF INCREASING ANNUITY 被引量:6
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作者 He Wenjiong Zhang YiEconomic College & Science College, Zhejiang Univ.(Xixi Campus),Hangzhou 310028. 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2001年第4期430-438,共9页
The dual random models about the life insurance and social pension insurance have received considerable attention in the recent articles on actuarial theory and applications. This paper discusses a general kind of inc... The dual random models about the life insurance and social pension insurance have received considerable attention in the recent articles on actuarial theory and applications. This paper discusses a general kind of increasing annuity based on its force of interest accumulation function as a general random process. The dual random model of the present value of the benefits of the increasing annuity has been set, and their moments have been calculated under certain conditions. 展开更多
关键词 Increasing annuity random model independent increment process.
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Comparison of two reliability models for performance degradation analysis 被引量:1
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作者 WANG Zhi-hua ZANG Guang-kui +1 位作者 ZHANG Yong-bo FU Hui-min 《航空动力学报》 EI CAS CSCD 北大核心 2015年第7期1632-1637,共6页
In order to investigate the general reliability assessment methods based on performance degradation data,two commonly used stochastic process approaches,bilinear process method and random-effect model were studied.Ana... In order to investigate the general reliability assessment methods based on performance degradation data,two commonly used stochastic process approaches,bilinear process method and random-effect model were studied.Analyzing procedure and effectiveness of these two methodologies were studied and compared.Meanwhile,the two approaches were illustrated through practical applications.The residual plots and the 10th percentile curves of the two methods were presented to demonstrate the comparative results.The randomeffect model yielded more volatile residuals and a lower and unsafe 10th percentile curve.Consequently the bilinear process model can be concluded to derive more reasonable results due to its one-stage estimation property. 展开更多
关键词 degradation analysis reliability assessment stochastic process bilinear independent increment process random-effect model
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