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Three-dimensional finite-time optimal cooperative guidance with integrated information fusion observer
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作者 Yiao Zhan Linwei Wang Di Zhou 《Defence Technology(防务技术)》 2025年第4期12-28,共17页
Intercepting high-maneuverability hypersonic targets in near-space environments poses significant challenges due to their extreme speeds and evasive capabilities.To address these challenges,this study presents an inte... Intercepting high-maneuverability hypersonic targets in near-space environments poses significant challenges due to their extreme speeds and evasive capabilities.To address these challenges,this study presents an integrated approach that combines a Three-Dimensional Finite-Time Optimal Cooperative Guidance Law(FTOC)with an Information Fusion Anti-saturation Predefined-time Observer(IFAPO).The proposed FTOC guidance law employs a nonlinear,non-quadratic finite-time optimal control strategy designed for rapid convergence within the limited timeframes of near-space interceptions,avoiding the need for remaining flight time estimation or linear decoupling inherent in traditional methods.To complement the guidance strategy,the IFAPO leverages multi-source information fusion theory and incorporates anti-saturation mechanisms to enhance target maneuver estimation.This method ensures accurate and real-time prediction of target acceleration while maintaining predefined convergence performance,even under complex interception conditions.By integrating the FTOC guidance law and IFAPO,the approach optimizes cooperative missile positioning,improves interception success rates,and minimizes fuel consumption,addressing practical constraints in military applications.Simulation results and comparative analyses confirm the effectiveness of the integrated approach,demonstrating its capability to achieve cooperative interception of highly maneuvering targets with enhanced efficiency and reduced economic costs,aligning with realistic combat scenarios. 展开更多
关键词 Anti-saturation predefined-time observer Nonlinear finite-time optimal control Three-dimensional guidance information fusion
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Target intention prediction of air combat based on Mog-GRU-D network under incomplete information
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作者 CHEN Jun SUN Xiang +1 位作者 XUE Zhe ZHANG Xinyu 《Journal of Systems Engineering and Electronics》 2025年第4期972-984,共13页
High complexity and uncertainty of air combat pose significant challenges to target intention prediction.Current interpolation methods for data pre-processing and wrangling have limitations in capturing interrelations... High complexity and uncertainty of air combat pose significant challenges to target intention prediction.Current interpolation methods for data pre-processing and wrangling have limitations in capturing interrelationships among intricate variable patterns.Accordingly,this study proposes a Mogrifier gate recurrent unit-D(Mog-GRU-D)model to address the com-bat target intention prediction issue under the incomplete infor-mation condition.The proposed model directly processes miss-ing data while reducing the independence between inputs and output states.A total of 1200 samples from twelve continuous moments are captured through the combat simulation system,each of which consists of seven dimensional features.To bench-mark the experiment,a missing valued dataset has been gener-ated by randomly removing 20%of the original data.Extensive experiments demonstrate that the proposed model obtains the state-of-the-art performance with an accuracy of 73.25%when dealing with incomplete information.This study provides possi-ble interpretations for the principle of target interactive mecha-nism,highlighting the model’s effectiveness in potential air war-fare implementation. 展开更多
关键词 intention prediction incomplete information gate recurrent unit(GRU) Mogrifier interaction mechanism.
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A guidance and control design with reduced information for a dual-spin stabilized projectile 被引量:2
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作者 Yu Wang Jiyan Yu +1 位作者 Xiaoming Wang Jia Fangxiu 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第3期494-505,共12页
In this paper,an integrated guidance and control method based on an adaptive path-following controller is proposed to control a spin-stabilized projectile with only translational motion information under the constrain... In this paper,an integrated guidance and control method based on an adaptive path-following controller is proposed to control a spin-stabilized projectile with only translational motion information under the constraint of an actuator,uncertainties in aerodynamic parameters and measurements,and control system complexity.Owing to the fairly high rotation speed,the dynamic model of this missile is strongly nonlinear,uncertain and coupled in pitch,yaw and roll channels.A theoretical equivalent resultant force and uncertainty compensation method are comprehensively used to realize decoupling of pitch and yaw.In response to the strong nonlinear and time-varying characteristics of the dynamic system,the quasi-linear model whose parameters are obtained by interpolation of points selected as the segmentation points in the trajectory envelope,is used for calculation in each step.To cope with the system uncertainty caused by model approximation,parameter uncertainty and ballistic interference,an extended state estimator is used to compensate the output feedback according to the test ballistic angle.In order to improve the tracking efficiency and ensure the tracking error convergence with only translational motion information,the virtual guide point,whose derivative is deduced according to the Lyapunov principle,is calculated in real time according to the projection relationship between the real-time position and the reference trajectory,and a virtual line-of-sight angle and the backstepping method are used for the design of the guidance and control system.In order to avoid the influence of control input saturation on the guidance and control performance due to the actuator limitation and improve the robustness of the system,an anti-saturation compensator is designed according to the two-step method.The feasibility and effectiveness of the path-following controller is verified through closed-loop flight simulations with measurement,control,and condition uncertainties.The results indicate that the designed controller can converge to the reference path and evidently decrease the distance between the impact point and target under different uncertainties. 展开更多
关键词 Spin-stabilized projectile Reduced information Path-following control Extended state observer Coupled nonlinear system Input saturation
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Heterogeneous information fusion recognition method based on belief rule structure 被引量:1
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作者 WANG Haibin GUAN Xin +1 位作者 YI Xiao SUN Guidong 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第4期955-964,共10页
To solve the problem that the existing situation awareness research focuses on multi-sensor data fusion,but the expert knowledge is not fully utilized,a heterogeneous informa-tion fusion recognition method based on be... To solve the problem that the existing situation awareness research focuses on multi-sensor data fusion,but the expert knowledge is not fully utilized,a heterogeneous informa-tion fusion recognition method based on belief rule structure is proposed.By defining the continuous probabilistic hesitation fuzzy linguistic term sets(CPHFLTS)and establishing CPHFLTS distance measure,the belief rule base of the relationship between feature space and category space is constructed through information integration,and the evidence reasoning of the input samples is carried out.The experimental results show that the proposed method can make full use of sensor data and expert knowledge for recognition.Compared with the other methods,the proposed method has a higher correct recognition rate under different noise levels. 展开更多
关键词 belief rule heterogeneous information intention recognition hesitation fuzzy linguistic
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Belief exponential divergence for D-S evidence theory and its application in multi-source information fusion 被引量:2
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作者 DUAN Xiaobo FAN Qiucen +1 位作者 BI Wenhao ZHANG An 《Journal of Systems Engineering and Electronics》 CSCD 2024年第6期1454-1468,共15页
Dempster-Shafer evidence theory is broadly employed in the research of multi-source information fusion.Nevertheless,when fusing highly conflicting evidence it may pro-duce counterintuitive outcomes.To address this iss... Dempster-Shafer evidence theory is broadly employed in the research of multi-source information fusion.Nevertheless,when fusing highly conflicting evidence it may pro-duce counterintuitive outcomes.To address this issue,a fusion approach based on a newly defined belief exponential diver-gence and Deng entropy is proposed.First,a belief exponential divergence is proposed as the conflict measurement between evidences.Then,the credibility of each evidence is calculated.Afterwards,the Deng entropy is used to calculate information volume to determine the uncertainty of evidence.Then,the weight of evidence is calculated by integrating the credibility and uncertainty of each evidence.Ultimately,initial evidences are amended and fused using Dempster’s rule of combination.The effectiveness of this approach in addressing the fusion of three typical conflict paradoxes is demonstrated by arithmetic exam-ples.Additionally,the proposed approach is applied to aerial tar-get recognition and iris dataset-based classification to validate its efficacy.Results indicate that the proposed approach can enhance the accuracy of target recognition and effectively address the issue of fusing conflicting evidences. 展开更多
关键词 Dempster-Shafer(D-S)evidence theory multi-source information fusion conflict measurement belief expo-nential divergence(BED) target recognition
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A framework of force of information influence and application for C4KISR system
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作者 MAO Shaojie DIAO Lianwang +6 位作者 SUN Yu WANG Heng YI Kan XU Xin MAO Xiaobin ZHANG Kecheng SHENG Long 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第2期430-443,共14页
The subversive nature of information war lies not only in the information itself, but also in the circulation and application of information. It has always been a challenge to quantitatively analyze the function and e... The subversive nature of information war lies not only in the information itself, but also in the circulation and application of information. It has always been a challenge to quantitatively analyze the function and effect of information flow through command, control, communications, computer, kill, intelligence,surveillance, reconnaissance (C4KISR) system. In this work, we propose a framework of force of information influence and the methods for calculating the force of information influence between C4KISR nodes of sensing, intelligence processing,decision making and fire attack. Specifically, the basic concept of force of information influence between nodes in C4KISR system is formally proposed and its mathematical definition is provided. Then, based on the information entropy theory, the model of force of information influence between C4KISR system nodes is constructed. Finally, the simulation experiments have been performed under an air defense and attack scenario. The experimental results show that, with the proposed force of information influence framework, we can effectively evaluate the contribution of information circulation through different C4KISR system nodes to the corresponding tasks. Our framework of force of information influence can also serve as an effective tool for the design and dynamic reconfiguration of C4KISR system architecture. 展开更多
关键词 information warfare command control communications computer KILL intelligence surveillance reconnaissance(C4KISR)system information circulation force of information influence information entropy
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Properties of Self-recoverable Mechanoluminescence Phosphor Ca_(5)Ga_(6)O_(14)∶Eu^(3+) and Its Information Encryption Application
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作者 ZHANG Ting WANG Zhijun +3 位作者 WANG Dawei ZHAO Jinxin YANG Zhiping LI Panlai 《发光学报》 EI CAS CSCD 北大核心 2024年第9期1445-1455,共11页
A novel self-recoverable mechanoluminescent phosphor Ca_(5)Ga_(6)O_(14)∶Eu^(3+) was developed by the high-tem-perature solid-state reaction method,and its luminescence properties were investigated.Ca_(5)Ga_(6)O_(14)... A novel self-recoverable mechanoluminescent phosphor Ca_(5)Ga_(6)O_(14)∶Eu^(3+) was developed by the high-tem-perature solid-state reaction method,and its luminescence properties were investigated.Ca_(5)Ga_(6)O_(14)∶Eu^(3+)can produce red mechanoluminescence,and importantly,it shows good repeatability.The mechanoluminescence of Ca_(5)Ga_(6)O_(14)∶Eu^(3+) results from the piezoelectric field generated inside the material under stress,rather than the charge carriers stored in the traps,which can be confirmed by the multiple cycles of mechanoluminescence tests and heat treatment tests.The mechanoluminescence color can be turned from red to green by co-doping varied concentrations of Tb^(3+),which may be meaningful for encrypted letter writing.The encryption scheme for secure communication was devised by harnessing mechanoluminescence patterns in diverse shapes and ASCII codes,which shows good encryption performance.The results suggest that the mechanoluminescence phosphor Ca_(5)Ga_(6)O_(14)∶Eu^(3+),Tb^(3+)may be applied to the optical information encryption. 展开更多
关键词 PHOSPHOR MECHANOLUMINESCENCE self-recoverable information encryption
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Review on uncertainty analysis and information fusion diagnosis of aircraft control system
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作者 ZHOU Keyi LU Ningyun +1 位作者 JIANG Bin MENG Xianfeng 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第5期1245-1263,共19页
In the aircraft control system,sensor networks are used to sample the attitude and environmental data.As a result of the external and internal factors(e.g.,environmental and task complexity,inaccurate sensing and comp... In the aircraft control system,sensor networks are used to sample the attitude and environmental data.As a result of the external and internal factors(e.g.,environmental and task complexity,inaccurate sensing and complex structure),the aircraft control system contains several uncertainties,such as imprecision,incompleteness,redundancy and randomness.The information fusion technology is usually used to solve the uncertainty issue,thus improving the sampled data reliability,which can further effectively increase the performance of the fault diagnosis decision-making in the aircraft control system.In this work,we first analyze the uncertainties in the aircraft control system,and also compare different uncertainty quantitative methods.Since the information fusion can eliminate the effects of the uncertainties,it is widely used in the fault diagnosis.Thus,this paper summarizes the recent work in this aera.Furthermore,we analyze the application of information fusion methods in the fault diagnosis of the aircraft control system.Finally,this work identifies existing problems in the use of information fusion for diagnosis and outlines future trends. 展开更多
关键词 aircraft control system sensor networks information fusion fault diagnosis UNCERTAINTY
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Witnessing quantum phase transition in a non-Hermitian trapped ion system via quantum Fisher information
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作者 LIN Yu-Hao YAN Kai +2 位作者 TAN Jia CAO Zhao-Liang HAO Xiang 《中国光学(中英文)》 EI CAS CSCD 北大核心 2024年第6期1467-1475,共9页
Quantum Fisher information is used to witness the quantum phase transition in a non-Hermitian trapped ion system with balanced gain and loss,from the viewpoint of quantum parameter estimation.We formulate a general no... Quantum Fisher information is used to witness the quantum phase transition in a non-Hermitian trapped ion system with balanced gain and loss,from the viewpoint of quantum parameter estimation.We formulate a general non-unitary dynamic of any two-level non-Hermitian system in the form of state vector.The sudden change in the dynamics of quantum Fisher information occurs at an exceptional point characterizing quantum criticality.The dynamical behaviors of quantum Fisher information are classified into two different ways which depends on whether the system is located in symmetry unbroken or broken phase regimes.In the phase regime where parity and time reversal symmetry are unbroken,the oscillatory evolution of quantum Fisher information is presented,achieving better quantum measurement precision.In the broken phase regime,quantum Fisher information undergoes the monotonically decreasing behavior.The maximum value of quantum estimation precision is obtained at the exceptional point.It is found that the two distinct kinds of behaviors can be verified by quantum entropy and coherence.Utilizing quantum Fisher information to witness phase transition in the non-Hermitian system is emphasized.The results may have potential applications to non-Hermitian quantum information technology. 展开更多
关键词 PT symmetry non-Hermitian system quantum Fisher information quantum criticality ion trap
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BIM技术赋能在役桥梁安全与高效运维 被引量:2
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作者 张丽萍 王广 +2 位作者 王力 陈云峰 李子奇 《中国安全生产科学技术》 北大核心 2025年第1期101-108,共8页
为了保证运维阶段桥梁结构安全,提升桥梁运维工作的效率,开展公路混凝土梁式桥运维阶段建筑信息模型(building information modeling,BIM)技术应用研究。在对公路桥梁现行编码体系进行扩展的基础上,提出1种参数化快速建模方法,以快速完... 为了保证运维阶段桥梁结构安全,提升桥梁运维工作的效率,开展公路混凝土梁式桥运维阶段建筑信息模型(building information modeling,BIM)技术应用研究。在对公路桥梁现行编码体系进行扩展的基础上,提出1种参数化快速建模方法,以快速完成桥梁构件族的创建与整体模型的集成。借助Autodesk Revit软件应用程序编程接口(application programming interface,API),采用C#语言,开发公路混凝土梁式桥智慧运维状态评估系统,以实际工程应用进行验证分析。研究结果表明:全面统一的桥梁信息编码体系,能够提高桥梁信息统计与检索效率;提出的快速建模方法能够显著减少建模工作量,建模时间较传统建模方法可减少60%,并保证模型的准确性与规范性;运维状态评估系统能够实现养护数据的充分利用与桥梁评定工作的自动化,通过对桥梁运维信息的有效组织,实现服役性能的长期追踪,从而确保运营期桥梁结构状态安全稳定。研究结果可为公路混凝土梁式桥运维管理提供技术支撑,提升桥梁运维的数字化水平。 展开更多
关键词 桥梁工程 运维状态评估系统 Building information Modeling 公路混凝土梁式桥
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高校图书馆资源服务一体化指南针报告 被引量:13
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作者 陈建龙 王新才 +4 位作者 邵燕 刘丹 胡希琴 吴爱芝 张璐 《大学图书馆学报》 北大核心 2025年第1期38-48,共11页
报告采用问卷调查法对全国第二轮“双一流”建设高校图书馆的资源服务一体发展情况开展调研,总结当前全国高校图书馆资源服务一体化建设的发展现状与先进经验,分析研判未来发展的主要趋势,为一体推进高校图书馆的资源和服务工作提供方... 报告采用问卷调查法对全国第二轮“双一流”建设高校图书馆的资源服务一体发展情况开展调研,总结当前全国高校图书馆资源服务一体化建设的发展现状与先进经验,分析研判未来发展的主要趋势,为一体推进高校图书馆的资源和服务工作提供方向指引。主要趋势包括:(1)资源服务一体化是高校图书馆现代化的重要组成部分,成为图书馆的战略规划和管理、事业发展和治理的重要思想方法和工作方法;(2)以服务为指针一体推进资源建设,形成多源融合、供求平衡的信息资源体系;(3)以资源为基础一体推进服务创新,形成智慧涌现、难题共解的信息服务体系;(4)统筹馆员、用户、技术、文化等相关方面,增强业务的整体性、事业的有机体和生态的共同体特征;(5)全面深化改革,守正创新,增强高校图书馆支撑和服务学校“双一流”建设的综合效能。 展开更多
关键词 高校图书馆 信息资源 信息服务 信息文化 一体化 高质量发展 现代化
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改进Informed RRT^(*)算法移动机器人路径规划 被引量:1
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作者 鲁宇明 周羽逵 +2 位作者 郭鑫 池吕庭 戴骏 《计算机工程与应用》 北大核心 2025年第8期283-293,共11页
Informed RRT^(*)算法对初始解不敏感,规划出的路径太接近障碍物,导致路径不平滑。提出一种改进的Informed RRT^(*)路径规划算法,该算法改进了约束采样空间和引导策略。在采样初期,将采样区域限制在一个圆形区域,加快初始解收敛,在算法... Informed RRT^(*)算法对初始解不敏感,规划出的路径太接近障碍物,导致路径不平滑。提出一种改进的Informed RRT^(*)路径规划算法,该算法改进了约束采样空间和引导策略。在采样初期,将采样区域限制在一个圆形区域,加快初始解收敛,在算法规划的过程中引入人工势场中引力场和斥力场的思想,使机器人与障碍物保持安全距离,并向目标位置行进。对Informed RRT^(*)算法和基于目标偏置的Informed RRT^(*)算法(Goal-bias-Informed RRT^(*))以及改进后的Informed RRT^(*)算法进行比较实验,实验结果验证了改进后Informed RRT^(*)算法的有效性和优越性及稳定性。该算法较Informed RRT^(*)算法和Goal-bias-Informed RRT^(*)效率更高、更容易得到初始解、更安全、更平滑、更稳定。 展开更多
关键词 移动机器人 路径规划 随机采样 Informed RRT^(*)算法 目标偏置 约束采样空间
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基于融合劣化指标和VMD-Informer的水电机组劣化趋势预测
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作者 宋阿妮 陈亦真 +2 位作者 詹云峰 李超顺 付波 《中国农村水利水电》 北大核心 2025年第5期90-96,共7页
水电机组长期运行在恶劣环境下,异常振动更加频繁,逐渐出现疲劳、磨损,导致机组性能劣化。为保障机组的安全稳定运行,需要准确直观地反映水电机组运行并预测机组未来劣化状况,为机组状态检修提供重要依据。提出了一种基于融合劣化指标和... 水电机组长期运行在恶劣环境下,异常振动更加频繁,逐渐出现疲劳、磨损,导致机组性能劣化。为保障机组的安全稳定运行,需要准确直观地反映水电机组运行并预测机组未来劣化状况,为机组状态检修提供重要依据。提出了一种基于融合劣化指标和VMD-Informer的机组劣化趋势预测方法。首先构建KAN健康模型拟合工况参数与振摆值之间的映射关系,然后通过对比模型输出值与实测振摆值在不同指标下的差异得到多个劣化序列,运用遗传算法对多个劣化序列进行寻优获取融合劣化指标,兼顾多个指标的优势,更为准确地反映机组劣化趋势。之后用变分模态分解(VMD)将融合劣化序列分解为多个分量,最后利用Informer预测模型对分解后的各个分量进行多步预测并重构得到最终的预测结果,从而实现对机组运行状况的准确评估和预测。实例分析表明,所提方法能够生成可靠的劣化趋势,同时在预测上能学习劣化趋势序列的长期趋势和局部特征,预测精度更高。 展开更多
关键词 水电机组 劣化评估 退化预测 Kolmogorov-Arnold Network 遗传算法 INFORMER
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山区双车道公路借道超车轨迹预测模型
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作者 覃文文 彭栋梁 +4 位作者 戢晓峰 徐迎豪 李冰 李武 曾浩 《交通运输系统工程与信息》 北大核心 2025年第3期96-106,共11页
为提高山区双车道公路的车辆轨迹预测精度,本文设计一种考虑借道超车影响的车辆轨迹预测模型。首先,基于无人机视频轨迹数据,根据航向角将借道超车过程划分为跟驰、借道、超车和返回这4种状态;其次,构建包含借道超车状态、车辆运动特征... 为提高山区双车道公路的车辆轨迹预测精度,本文设计一种考虑借道超车影响的车辆轨迹预测模型。首先,基于无人机视频轨迹数据,根据航向角将借道超车过程划分为跟驰、借道、超车和返回这4种状态;其次,构建包含借道超车状态、车辆运动特征、空间位置属性和交通状态的多元特征数据集,通过梯度提升决策树算法拟合借道超车状态与车辆运动特征、空间位置和交通状态之间的复杂关系,采用SHAP(SHapley Additive exPlanations)方法识别影响借道超车状态变化的关键因素;然后,将借道超车状态、影响借道超车状态的关键因素和历史轨迹数据集,以滑动时间窗口形式输入至Informer模型,预测山区双车道公路的借道超车轨迹;最后,与未考虑借道超车影响的传统超车轨迹预测模型进行对比,验证本文模型的有效性。结果表明:车头时距、主体车辆横向速度和横向偏移是影响借道超车状态变化的关键因素;所构建的模型在山区双车道借道超车场景下,具有良好的适用性和预测精度;与未考虑借道超车影响的轨迹预测模型相比,本文模型的均方误差和平均绝对误差均值分别降低53.05%和38.11%,决定系数均值提升23.58%。 展开更多
关键词 交通工程 超车轨迹预测 Informer时间序列模型 借道超车 山区双车道
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基于RF-Informer模型的月径流遥相关预报
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作者 李继清 谢宇韬 +1 位作者 徐学军 吴亮 《水资源保护》 北大核心 2025年第3期39-45,共7页
为延长中长期径流预报的预见期,提高预报精度,从物理成因上考虑径流的影响因素,在前期降水径流的基础上增加遥相关因子,通过随机森林(RF)模型进行因子选择,引入长时间序列预报中表现良好的Informer模型,构建了月径流预报的RF-Informer模... 为延长中长期径流预报的预见期,提高预报精度,从物理成因上考虑径流的影响因素,在前期降水径流的基础上增加遥相关因子,通过随机森林(RF)模型进行因子选择,引入长时间序列预报中表现良好的Informer模型,构建了月径流预报的RF-Informer模型,并利用该模型对雅砻江流域两河口、锦西、二滩3个水库的入库月径流进行了预报。结果表明:将遥相关因子引入流域月径流预报可以延长预见期,提高预报精度;相较于线性相关法,基于RF模型选择预报因子可以挖掘因子间非线性关系,提升预报效果;与RF-LSTM、RF-SVM、RF-BP神经网络模型相比,RF-Informer模型的误差最小,预报精度最高。 展开更多
关键词 月径流预报 遥相关因子 随机森林模型 Informer模型 雅砻江流域
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基于Informer模型的航班延误预测
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作者 杨新湦 游超 朱承元 《科学技术与工程》 北大核心 2025年第19期8282-8288,共7页
为能更加精准预测不同时段的航班延误态势,选用美国亚特兰大机场2023年全年的运行数据与相关气象数据进行实验,提出基于相关系分析(correlation analysis,CA),主成分分析(principal components analysis,PCA)和Informer模型的CA-PCA-Inf... 为能更加精准预测不同时段的航班延误态势,选用美国亚特兰大机场2023年全年的运行数据与相关气象数据进行实验,提出基于相关系分析(correlation analysis,CA),主成分分析(principal components analysis,PCA)和Informer模型的CA-PCA-Informer航班延误预测模型,采用MAE(mean absolute error)和RMSE(root mean square error)作为模型的评价指标进行预测误差分析。结果表明,CA-PCA-Informer模型比简单的组合模型预测效果更好,与CA-PCA-LSTM和CA-PCA-GRU模型相比模型误差最低,MAE和RMSE分别降低了20.2%~20.7%和12.7%~14.1%;CA-PCA-Informer模型对预测步长为1 h时预测更为精准,该模型可以为决策者提供更加准确的航班延误态势以保证航班的高效运行。 展开更多
关键词 民航交通运输 航班延误预测 Informer模型 主成分分析 神经网络
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融合改进Informer与迁移学习的风电功率预测
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作者 郭利进 孙淼 衡安阳 《太阳能学报》 北大核心 2025年第7期371-377,共7页
为克服风电功率序列的不稳定性导致预测精度低以及一些风电场历史数据有限的问题,提出一种特征交互Informer与迁移学习(FIITL)的风电功率预测模型。首先提出特征交互(FI)机制用双通道输入进一步提取信息,并将迁移学习(TL)引入到预测模型... 为克服风电功率序列的不稳定性导致预测精度低以及一些风电场历史数据有限的问题,提出一种特征交互Informer与迁移学习(FIITL)的风电功率预测模型。首先提出特征交互(FI)机制用双通道输入进一步提取信息,并将迁移学习(TL)引入到预测模型中,提出循环微调迁移学习,将模型从源监测站迁移到目标站,实现在有限历史数据情况下预测性能的提升。最后,通过与传统Informer模型及其他基线预测方法比较,FIITL模型展现了在有限数据情况下的性能优势。 展开更多
关键词 迁移学习 风电功率 预测 INFORMER 特征交互
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智能情报技术:内涵、边界与体系 被引量:1
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作者 姚长青 程齐凯 +1 位作者 王莉军 刘家伟 《情报学报》 北大核心 2025年第1期1-9,共9页
情报工作正经历着从传统模式向智能化模式的深刻转型。从早期的智能检索到当前的大模型驱动的智能情报理解,情报技术已逐步从“智能+情报”和“智能for情报”等演化为“智能即情报”和“情报即智能”的新模式。本文详细探讨了智能情报... 情报工作正经历着从传统模式向智能化模式的深刻转型。从早期的智能检索到当前的大模型驱动的智能情报理解,情报技术已逐步从“智能+情报”和“智能for情报”等演化为“智能即情报”和“情报即智能”的新模式。本文详细探讨了智能情报技术的概念、技术边界及其体系建构,提出了面向数智时代的智能情报技术体系架构,涵盖了全源科技情报协同感知与融合技术、智能情报认知理解技术、智能情报监测预警技术、竞争情报智能分析技术和科技情报驱动的智能循证决策技术。该体系全面覆盖情报工作的各个流程,旨在通过体系建构助力提升情报工作和情报研究的智能化水平,服务科技情报事业的智能化转型,支撑我国高水平科技自立自强。本文不仅对智能情报技术的发展具有重要的理论价值,也为实际应用提供了明确的技术路径和实施框架。 展开更多
关键词 智能情报技术 技术体系 人工智能 情报技术
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环境信息依法披露的功能定位与优化路径 被引量:5
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作者 秦天宝 《政治与法律》 北大核心 2025年第2期115-129,共15页
环境信息依法披露是生态环境治理体系的基础性内容。环境信息依法披露制度遵循从外源到内生、从边缘到核心、从个别到体系的演化逻辑,呈现出本土化改造不彻底、法律系统不兼容以及制度衔接不顺畅等问题,其核心在于环境信息依法披露的功... 环境信息依法披露是生态环境治理体系的基础性内容。环境信息依法披露制度遵循从外源到内生、从边缘到核心、从个别到体系的演化逻辑,呈现出本土化改造不彻底、法律系统不兼容以及制度衔接不顺畅等问题,其核心在于环境信息依法披露的功能定位不清晰。环境信息依法披露的功能定位应当是生态环境治理体系中的连接政府监管和企业自治的“桥梁”,是多元共治主体的连接点,是现代生态环境治理体系中的衔接性制度设计。自愿披露为主、强制披露为辅的披露模式难以实现对环境公共利益的保护以及对环境风险的预防与控制,而强制披露为主、自愿披露为辅的披露模式是健全生态环境治理体系和消弭环境信息不对称的现实需要。环境信息成本、比例原则以及规制模式转型的约束为环境信息依法披露强制性与自愿性划清边界。 展开更多
关键词 环境信息 信息披露 功能定位 环境规制
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算法推荐、信息茧房与“附近的消失” 被引量:5
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作者 郭亚军 李天祥 +1 位作者 冯思倩 刘坤锋 《图书情报知识》 北大核心 2025年第2期156-166,共11页
[目的/意义]数智时代算法推荐技术过度发展与应用加剧信息茧房并引发“附近的消失”,对此现象的研究与破解可以为规范算法技术、优化用户信息行为以及改善社会环境提供参考与借鉴。[研究设计/方法]研究采用“作茧”“破茧”“成蝶”递... [目的/意义]数智时代算法推荐技术过度发展与应用加剧信息茧房并引发“附近的消失”,对此现象的研究与破解可以为规范算法技术、优化用户信息行为以及改善社会环境提供参考与借鉴。[研究设计/方法]研究采用“作茧”“破茧”“成蝶”递进式结构展开论述,针对“算法推荐—信息茧房—附近的消失”危害反应过程中用户主体遭遇的阶段性困境进行探讨,并提出针对性策略以破除信息茧房和重现“附近”。[结论/发现]“作茧”过程中用户主体面临“角色退化的网络空间困境—思维固化的观念认知困境—情感淡化的现实生活困境”;“破茧”应聚焦于算法社会中用户的主体性地位,从算法认知层、算法技能层与算法规范层提升其算法素养;“成蝶”应综合自我觉醒、虚实共生和技术向善三条路径实现开拓性变革,重现“附近”。[创新/价值]从信息资源管理学科视角,探究算法推荐、信息茧房与“附近的消失”这一社会现象之间的关联,并寻求问题解决路径,为社会良性运行与协调发展贡献学科智慧与解决方案。 展开更多
关键词 信息行为 算法推荐 信息茧房 附近的消失
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