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Observer-Based Robust Explicit Model Predictive Control for Path Following of Autonomous Electric Vehicles with Communication Delay
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作者 Jing Zhao Renbin Li +3 位作者 Mingze Lv Wenfeng Li Zhengchao Xie Pak Kin Wong 《Chinese Journal of Mechanical Engineering》 2025年第5期224-238,共15页
The existing research on the path following of the autonomous electric vehicle(AEV)mainly focuses on the path planning and the kinematic control.However,the dynamic control with the state observation and the communica... The existing research on the path following of the autonomous electric vehicle(AEV)mainly focuses on the path planning and the kinematic control.However,the dynamic control with the state observation and the communication delay is usually ignored,so the path following performance of the AEV cannot be ensured.This article studies the observer-based path following control strategy for the AEV with the communication delay via a robust explicit model predictive control approach.Firstly,a projected interval unscented Kalman filter is proposed to observe the vehicle sideslip angle and yaw rate.The observer considers the state constraints during the observation process,and the robustness of the observer is also considered.Secondly,an explicit model predictive control is designed to reduce the computational complexity.Thirdly,considering the efficiency of the information transmission,the influence of the communication delay is considered when designing the observer-based path following control strategy.Finally,the numerical simulation and the hardware-in-the-loop test are conducted to examine the effectiveness and practicability of the proposed strategy. 展开更多
关键词 Path following explicit model predictive control Communication delay Projected interval unscented Kalman filter
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Cascade explicit tube model predictive controller:application for a multi-robot system
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作者 Ehsan Soleimani Amirhossein Nikoofard Erfan Nejabat 《Control Theory and Technology》 2025年第2期237-252,共16页
In recent years,there has been a growing demand for more efficient and robust control strategies in cooperative multi-robot systems.This paper introduces the cascade explicit tube model predictive controller(CET-MPC),... In recent years,there has been a growing demand for more efficient and robust control strategies in cooperative multi-robot systems.This paper introduces the cascade explicit tube model predictive controller(CET-MPC),a control architecture designed specifically for distributed aerial robot systems.By integrating an explicit model predictive controller(MPC)with a tube MPC,our approach significantly reduces online computational demands while enhancing robustness against disturbances such as wind and measurement noise,as well as uncertainties in inertia parameters.Further,we incorporate a cascade controller to minimize steady-state errors and improve system performance dynamically.The results of this assessment provide valuable insights into the effectiveness and reliability of the CET-MPC approach under realistic operating conditions.The simulation results of flight scenarios for multi-agent quadrotors demonstrate the controller’s stability and accurate tracking of the desired path.By addressing the complexities of quadrotors’six degrees of freedom,this controller serves as a versatile solution applicable to a wide range of multi-robot systems with varying degrees of freedom,demonstrating its adaptability and scalability beyond the quadrotor domain. 展开更多
关键词 explicit model predictive control(MPC) Tube MPC Cascade controller QUADROTOR Multi-agent system Distributed formation control
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An Accurate and Computationally Efficient Explicit Friction Factor Model 被引量:2
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作者 Uchechukwu Herbert Offor Sunday Boladale Alabi 《Advances in Chemical Engineering and Science》 2016年第3期237-245,共9页
The implicit Colebrook equation has been the standard for estimating pipe friction factor in a fully developed turbulent regime. Several alternative explicit models to the Colebrook equation have been proposed. To dat... The implicit Colebrook equation has been the standard for estimating pipe friction factor in a fully developed turbulent regime. Several alternative explicit models to the Colebrook equation have been proposed. To date, most of the accurate explicit models have been those with three logarithmic functions, but they require more computational time than the Colebrook equation. In this study, a new explicit non-linear regression model which has only two logarithmic functions is developed. The new model, when compared with the existing extremely accurate models, gives rise to the least average and maximum relative errors of 0.0025% and 0.0664%, respectively. Moreover, it requires far less computational time than the Colebrook equation. It is therefore concluded that the new explicit model provides a good trade-off between accuracy and relative computational efficiency for pipe friction factor estimation in the fully developed turbulent flow regime. 展开更多
关键词 Colebrook Equation explicit models Computational Time Friction Factor COMPLEXITY
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Accuracy assessments and uncertainty analysis of spatially explicit modeling for land use/cover change and urbanization:A case in Beijing metropolitan area 被引量:10
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作者 ZHANG Jie ZHOU YinKang +4 位作者 LI RenQiang ZHOU ZhaoJun ZHANG LiQuan SHI QingDong PAN XiaoLing 《Science China Earth Sciences》 SCIE EI CAS 2010年第2期173-180,共8页
Spatially explicit modeling plays a vital role in land use/cover change and urbanization research as well as resources management;however,current models lack proper validation and fail to incorporate uncertainty into ... Spatially explicit modeling plays a vital role in land use/cover change and urbanization research as well as resources management;however,current models lack proper validation and fail to incorporate uncertainty into the formulation of model predictions.Consequently,policy makers and the general public may develop opinions based on potentially misleading research,which fails to allow for truly informed decisions.Here we use an uncertainty strategy of spatially explicit modeling combined with the series statistic of Kappa index for location and quantity to estimate the uncertainty of future predications and to determine model accuracy.We take the Beijing metropolitan area as an example to demonstrate the uncertainty in extrapolations of predictive land use change and urban sprawl with spatially explicit modeling at multiple resolutions.The sensitivity of scale effects is also discussed.The results show that an improvement in specification of location is more helpful in increasing accuracy as compared to an improvement in the specification of quantity at fine spatial resolutions.However,the spatial scale has great effects on modeling accuracy and correct due to chance tends to increase as resolution becomes coarser.The results allow us to understand the uncertainty when using spatially explicit models for land-use change or urbanization estimates. 展开更多
关键词 spatially explicit modeling URBANIZATION ACCURACY assessment UNCERTAINTY analysis scale effect BEIJING METROPOLITAN area
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Explicit Correlation Model of Multi-source Constraints for Re-design Parts with Complex Curved Surface 被引量:2
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作者 JIA Zhenyuan WANG Fuji +1 位作者 WANG Yongqing GUO Dongming 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2014年第2期385-391,共7页
In precision machining of complex curved surface parts with high performance, geometry accuracy is not the only constraint, but the performance should also be met. Performance of this kind of parts is closely related ... In precision machining of complex curved surface parts with high performance, geometry accuracy is not the only constraint, but the performance should also be met. Performance of this kind of parts is closely related to the geometrical and physical parameters, so the final actual size and shape are affected by multiple source constraints, such as geometry, physics, and performance. These parts are rather difficult to be manufactured and new manufacturing method according to performance requirement is urgently needed. Based on performance and manufacturing requirements for complex curved surface parts, a new classification method is proposed, which divided the complex curved surface parts into two categories: surface re-design complex curved surface parts with multi-source constraints(PRCS) and surface unique complex curved surface parts with pure geometric constraints(PUCS). A correlation model is constructed between the performance and multi-source constraints for PRCS, which reveals the correlation between the performance and multi-source constraints. A re-design method is also developed. Through solving the correlation model of the typical paws performance-associated surface, the mapping relation between the performance-associated surface and the related removal amount is obtained. The explicit correlation model and the method for the corresponding related removal amount of the performance-associated surface are built based on the classification of surface re-design complex curved surface parts with multi-source constraints. Research results have been used in the actual processing of the typical parts such as radome, common bottom components, nozzle, et al., which shows improved efficiency and accuracy of the precision machining for the surface re-design parts with complex curved surface. 展开更多
关键词 multi-source constraints surface re-design performance associated surface explicit correlation model
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Explicit Algebraic Stress Model for Three-Dimensional Turbulent Buoyant Flows Derived Using Tensor Representation
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作者 Ronald M. C. So 《Journal of Applied Mathematics and Physics》 2022年第4期1167-1181,共15页
An explicit algebraic stress model (EASM) has been formulated for two-dimensional turbulent buoyant flows using a five-term tensor representation in a prior study. The derivation was based on partitioning the buoyant ... An explicit algebraic stress model (EASM) has been formulated for two-dimensional turbulent buoyant flows using a five-term tensor representation in a prior study. The derivation was based on partitioning the buoyant flux tensor into a two-dimensional and a three-dimensional component. The five-term basis was formed with the two-dimensional component of the buoyant flux tensor. As such, the derived EASM is limited to two-dimensional flows only. In this paper, a more general approach using a seven-term representation without partitioning the buoyant flux tensor is used to derive an EASM valid for two- and three-dimensional turbulent buoyant flows. Consequently, the basis tensors are formed with the fully three-dimensional buoyant flux tensor. The derived EASM has the two-dimensional flow as a special case. The matrices and the representation coefficients are further simplified using a four-term representation. When this four-term representation model is applied to calculate two-dimensional homogeneous buoyant flows, the results are essentially identical with those obtained previously using the two-dimensional component of the buoyant flux tensor. Therefore, the present approach leads to a more general EASM formulation that is equally valid for two- and three-dimensional turbulent buoyant flows. 展开更多
关键词 explicit Algebraic Stress model Buoyant Flows Tensor Representation
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Explicit solutions to some nonlinear physical models by a two-step ansatz
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作者 胡建兰 《Chinese Physics B》 SCIE EI CAS CSCD 2008年第8期2774-2782,共9页
Explicit solutions are derived for some nonlinear physical model equations by using a delicate way of two-step ansatz method.
关键词 explicit solution nonlinear physical model two-step ansatz method
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Evaluation of Forecast Performance of an Economical Explicit Time Integration Scheme in a Limited Area Model over Indian Region
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作者 A. Bandyopadhyay (1) S. S. Singh (1) 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 1994年第1期101-110,共10页
An economical explicit scheme of time integration is implemented in a regional model over Indian region to achieve computational economy. The model is also integrated by explicit Leap-Frog Scheme. The performance of e... An economical explicit scheme of time integration is implemented in a regional model over Indian region to achieve computational economy. The model is also integrated by explicit Leap-Frog Scheme. The performance of economical explicit scheme is evaluated by comparing the forecast results with those produced by leap-frog scheme. The results show that the economical explicit scheme produces more or less similar forecasts as compared to those produced with leap-frog scheme. However, application of the economical explicit scheme saves substantial amount of computer time. The scheme is found nearly four times economical as compared to explicit leap-frog scheme. 展开更多
关键词 Economical-explicit SEMI-IMPLICIT Split-explicit Leap-frog Monsoon depression Numerical model
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Kinematic source model for simulation of near-fault ground motion field using explicit finite element method
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作者 张晓志 胡进军 +1 位作者 谢礼立 王海云 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2006年第1期19-28,共10页
This paper briefly reviews the characteristics and major processes of the explicit finite element method in modeling the near-fault ground motion field. The emphasis is on the finite element-related problems in the fi... This paper briefly reviews the characteristics and major processes of the explicit finite element method in modeling the near-fault ground motion field. The emphasis is on the finite element-related problems in the finite fault source modeling. A modified kinematic source model is presented, in which vibration with some high frequency components is introduced into the traditional slip time function to ensure that the source and ground motion include sufficient high frequency components. The model presented is verified through a simple modeling example. It is shown that the predicted near-fault ground motion field exhibits similar characteristics to those observed in strong motion records, such as the hanging wall effect, vertical effect, fling step effect and velocity pulse effect, etc. 展开更多
关键词 strong ground motion field explicit finite element numerical simulation kinematic source model
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A critical evaluation of deep-learning based phylogenetic inference programs using simulated datasets
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作者 Yixiao Zhu Yonglin Li +2 位作者 Chuhao Li Xing-Xing Shen Xiaofan Zhou 《Journal of Genetics and Genomics》 2025年第5期714-717,共4页
Inferring phylogenetic trees from molecular sequences is a cornerstone of evolutionary biology.Many standard phylogenetic methods(such as maximum-likelihood[ML])rely on explicit models of sequence evolution and thus o... Inferring phylogenetic trees from molecular sequences is a cornerstone of evolutionary biology.Many standard phylogenetic methods(such as maximum-likelihood[ML])rely on explicit models of sequence evolution and thus often suffer from model misspecification or inadequacy.The on-rising deep learning(DL)techniques offer a powerful alternative.Deep learning employs multi-layered artificial neural networks to progressively transform input data into more abstract and complex representations.DL methods can autonomously uncover meaningful patterns from data,thereby bypassing potential biases introduced by predefined features(Franklin,2005;Murphy,2012).Recent efforts have aimed to apply deep neural networks(DNNs)to phylogenetics,with a growing number of applications in tree reconstruction(Suvorov et al.,2020;Zou et al.,2020;Nesterenko et al.,2022;Smith and Hahn,2023;Wang et al.,2023),substitution model selection(Abadi et al.,2020;Burgstaller-Muehlbacher et al.,2023),and diversification rate inference(Voznica et al.,2022;Lajaaiti et al.,2023;Lambert et al.,2023).In phylogenetic tree reconstruction,PhyDL(Zou et al.,2020)and Tree_learning(Suvorov et al.,2020)are two notable DNN-based programs designed to infer unrooted quartet trees directly from alignments of four amino acid(AA)and DNA sequences,respectively. 展开更多
关键词 phylogenetic inference explicit models sequence evolution deep learning deep learning dl techniques molecular sequences simulated datasets phylogenetic methods such evolutionary biologymany
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三维地质建模技术的最新进展和发展趋势 被引量:7
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作者 陈麒玉 荀磊 +3 位作者 崔哲思 周瑞鸿 陈大颉 刘刚 《地质科技通报》 北大核心 2025年第3期373-387,共15页
三维地质建模是一种综合运用计算机技术、空间信息理论、科学可视化、数理统计等前沿技术方法,对地质现象及过程进行三维数字化描述、表征和重建的技术。其目的是为地球科学家及地质工作者提供一个集科学研究、辅助设计和决策支持为一... 三维地质建模是一种综合运用计算机技术、空间信息理论、科学可视化、数理统计等前沿技术方法,对地质现象及过程进行三维数字化描述、表征和重建的技术。其目的是为地球科学家及地质工作者提供一个集科学研究、辅助设计和决策支持为一体的可视化平台,以便更加深入地理解和利用隐藏在地质现象和过程背后的本质涵义和规律。基于野外地质数据构建研究区域的三维地质模型已经成为涉及基础地质调查、自然资源勘查开发、地质灾害预测评价等地质研究及调查工作的必备任务。深入探讨了三维地质建模的研究对象、数据源、空间数据模型,以及3个不同视角理解的三维地质建模方法,全面总结了三维地质建模技术的最新进展。提供了三维地质建模技术在矿产预测、地质灾害预警、城市地下空间规划、油气藏储层表征等领域的实践案例。最后结合当前研究现状给出了三维地质建模及相关技术的未来发展趋势。 展开更多
关键词 三维地质建模 空间数据模型 数据驱动与模型驱动 显式建模与隐式建模 地质统计模拟 智能地质建模
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基于自适应八叉树的深度学习地质建模并行显式化采样方法
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作者 杨长义 尹崧宇 +3 位作者 李俊昆 谭钧泽 曹智浩 郭甲腾 《地理与地理信息科学》 北大核心 2025年第6期1-6,共6页
在深度学习地质建模技术的显式化过程中,传统规则栅格采样方式面临巨大的计算与存储压力,且常出现模型边界的锯齿效应,难以兼顾效率与可视化精度。为此,该文提出一种基于自适应八叉树的深度学习地质建模并行显式化采样方法。首先,基于... 在深度学习地质建模技术的显式化过程中,传统规则栅格采样方式面临巨大的计算与存储压力,且常出现模型边界的锯齿效应,难以兼顾效率与可视化精度。为此,该文提出一种基于自适应八叉树的深度学习地质建模并行显式化采样方法。首先,基于钻孔数据训练深度学习网络,利用训练好的深度学习网络学习地下岩性的空间分布规律;其次,基于自适应八叉树的数据结构,在识别到岩性界面区域时自动对相应节点进行细化分裂,从而在关键部位采用高分辨率采样、在均质区域采用粗分辨率采样以减少不必要的三角面数;最后,通过多进程并行计算框架提高该方法对大规模数据的处理效率。实验结果表明,相比基于规则栅格的常规显式化方法,该方法在保证建模精度的前提下,模型面数减少60%以上,且模型边界光顺性明显提升,在有效缓解渲染性能压力的同时,能提高模型可视化的精细度。 展开更多
关键词 三维地质建模 自适应八叉树 栅格显式化 深度学习 钻孔数据
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线性加速度显式积分格式的海岸两相介质场地地震反应分析
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作者 陈学良 张波 李铁飞 《烟台大学学报(自然科学与工程版)》 2025年第2期125-133,共9页
为了建立覆水海岸两相介质地震反应分析的全显式有限元法,以饱和两相介质土力学模型为基础,对近场波动问题的时域显式数值算法进行研究。首先,采用伽辽金加权余量法对一维压缩波波动的动力方程实现空间离散;然后,分别应用中心差分和Newm... 为了建立覆水海岸两相介质地震反应分析的全显式有限元法,以饱和两相介质土力学模型为基础,对近场波动问题的时域显式数值算法进行研究。首先,采用伽辽金加权余量法对一维压缩波波动的动力方程实现空间离散;然后,分别应用中心差分和Newmark线性加速度法求解位移和速度,而加速度是由速度积分法求得,进而得到该动力方程自起步的时域逐步积分公式;最后,引入透射人工边界,得到饱和两相介质近场波动问题求解的全显式时域有限元法。基于时域递推公式的积分逼近算子矩阵,研究了该算法的稳定性条件。将该算法的数值解与相应的解析解进行比较,验证了算法的正确性和有效性。最后,将此方法应用于覆水海岸两相介质场地土层的地震反应分析中,研究了海水对其地震响应的影响。该方法具有计算量小、效率高、精度高的优势,可为结构动力方程和波动方程的求解提供借鉴。 展开更多
关键词 饱和两相介质 土力学模型 显式有限元 透射人工边界 线性加速度法
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复杂脉状矿体精细化三维建模方法探讨 被引量:1
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作者 李宏达 吴志春 +6 位作者 柏瑞 董冲 马粉玲 李华亮 贾飞 李斌 祝一丹 《地质科技通报》 北大核心 2025年第4期379-390,共12页
利用三维建模技术模拟地质体的三维形态,能够有效揭示地质体的空间分布特征。与隐式建模方法相比较,显式建模方法在小尺度的地质结构特征上刻画更加精准,然而对于形态复杂脉状矿体等地质体的大比例尺精细化三维建模,还存在建模速度慢、... 利用三维建模技术模拟地质体的三维形态,能够有效揭示地质体的空间分布特征。与隐式建模方法相比较,显式建模方法在小尺度的地质结构特征上刻画更加精准,然而对于形态复杂脉状矿体等地质体的大比例尺精细化三维建模,还存在建模速度慢、难度大、精度偏低等问题亟待解决。针对部分复杂脉状矿体,综合运用加密约束点、构建矿体劈分线、分段式建模、矿体缝合等技术,系统开展了分枝分岔复合矿体、存在无矿天窗矿体、含夹石矿体、断层切穿矿体4种复杂脉状矿体的显式三维建模方法研究,实现了复杂脉状矿体的高精度快速三维建模,对稀有、贵金属等复杂脉状矿体的精细化三维建模、矿产资源量估算、矿产资源开发利用方案制定等具有重要意义。 展开更多
关键词 三维地质建模 复杂脉状矿体 精细化三维建模 显式建模方法
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金融显性集权、隐性分权与经济低碳转型
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作者 王东 贾亚男 罗红云 《生态经济》 北大核心 2025年第7期22-29,共8页
论文运用全国30个省份2007—2022年的相关数据,测度了地区金融显性集权和金融隐性分权程度,采用空间杜宾模型和面板门槛模型,探讨了金融显性集权和隐性分权对低碳转型的影响效应及传导机制。研究结果表明:金融显性集权对碳排放强度和人... 论文运用全国30个省份2007—2022年的相关数据,测度了地区金融显性集权和金融隐性分权程度,采用空间杜宾模型和面板门槛模型,探讨了金融显性集权和隐性分权对低碳转型的影响效应及传导机制。研究结果表明:金融显性集权对碳排放强度和人均碳排放量具有显著的负向直接效应、空间溢出效应和总效应,金融显性集权有利于降低本地区和邻近地区碳排放水平,进而推进区域经济低碳发展;金融隐性分权对碳排放强度和人均碳排放量具有显著的正向直接效应、空间溢出效应和总效应,金融隐性分权增加了本地区和邻近地区碳排放水平,金融隐性分权不利于推进区域经济低碳发展。机制分析表明:金融隐性分权加剧资本扭曲程度和弱化企业绿色技术创新而增加碳排放,金融显性集权通过弱化资本扭曲和强化企业绿色技术创新进而推进地区绿色低碳转型;财政压力具有门槛效应,当地方财政压力高于门槛值时,金融显性集权对碳排放强度具有显著抑制作用,金融隐性分权对人均碳排放量产生显著的促进作用。 展开更多
关键词 金融显性集权 金融隐性分权 低碳转型 空间杜宾模型
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自注意力增强的动态个性化多行为推荐模型
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作者 杨栩 曹琼 +1 位作者 黄贤英 陈毓哲 《计算机工程与设计》 北大核心 2025年第4期1134-1140,共7页
为解决实例级建模中无法有效捕获用户个性化偏好和时序信息以及没有考虑用户对不同行为的差异性,提出一种融合时间元知识和注意力机制融合交互图的多行为推荐模型(MB-TMSCI)。在实例级多行为建模中纳入元学习范式,通过引入元知识个性化... 为解决实例级建模中无法有效捕获用户个性化偏好和时序信息以及没有考虑用户对不同行为的差异性,提出一种融合时间元知识和注意力机制融合交互图的多行为推荐模型(MB-TMSCI)。在实例级多行为建模中纳入元学习范式,通过引入元知识个性化表示用户和物品嵌入;通过对交互时间编码考虑动态特征;利用多头注意力机制融合高阶图集且使用自注意力机制区分融合不同类型的高阶图集。在3个公开数据集上进行大量实验,验证了所提模型的推荐效果优于基准模型。 展开更多
关键词 多行为推荐 时间编码 元知识 高阶交互 注意力机制 图神经网络 显式建模
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基于数据驱动观测器的永磁同步电机显式模型预测直接速度控制 被引量:4
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作者 史婷娜 赵梦圆 夏长亮 《中国电机工程学报》 北大核心 2025年第4期1248-1259,I0003,共13页
当参数失配时,永磁同步电机的显式模型预测(explicit model predictive,EMP)直接速度控制将出现明显的稳态静差。为此,现有方法通过配置扩张状态观测器(extended state observer,ESO)来实时观测和前馈补偿模型偏差,以实现无静差、高精... 当参数失配时,永磁同步电机的显式模型预测(explicit model predictive,EMP)直接速度控制将出现明显的稳态静差。为此,现有方法通过配置扩张状态观测器(extended state observer,ESO)来实时观测和前馈补偿模型偏差,以实现无静差、高精度的转速跟随控制。但实验和理论分析表明,由于ESO的带宽有限,对于变化扰动的补偿能力较弱,参数失配时系统的动态性能恶化。为同时改善参数失配时系统的稳态控制精度和动态性能,并提高鲁棒性,该文将无模型控制与EMP控制进行融合,通过构造超局部预测模型和数据驱动观测器,提出新的EMP直接速度控制策略。实验结果表明:所提方法凭借数据驱动观测器的高观测带宽,可以同时在动态和稳态阶段实现参数失配的优良补偿,兼顾动态与稳态性能。 展开更多
关键词 永磁同步电机 显式模型预测控制 直接速度控制 数据驱动 无模型控制
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Simulation modelling of potato virus Y spread in relation to initial inoculum and vector activity 被引量:4
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作者 Andrew GALIMBERTI Andrei ALYOKHIN +1 位作者 Hongchun QU Jason ROSE 《Journal of Integrative Agriculture》 SCIE CAS CSCD 2020年第2期376-388,共13页
Potato virus Y(PVY)is a non-persistent virus that is transmitted by many aphid species and causes significant damage to potato production.We constructed a spatially-explicit model simulating PVY spread in a potato fie... Potato virus Y(PVY)is a non-persistent virus that is transmitted by many aphid species and causes significant damage to potato production.We constructed a spatially-explicit model simulating PVY spread in a potato field and used it to investigate possible effects of transmission efficiency,initial inoculum levels,vector behavior,vector abundance,and timing of peak vector activity on PVY incidence at the end of a simulated growing season.Lower PVY incidence in planted seed resulted in lower virus infection at the end of the season.However,when populations of efficient PVY vectors were high,significant PVY spread occurred even when initial virus inoculum was low.Non-colonizing aphids were more important for PVY spread compared to colonizing aphids,particularly at high densities.An early-season peak in the numbers of noncolonizing aphids resulted in the highest number of infected plants in the end of the season,while mid-and late-season peaks caused relatively little virus spread.Our results highlight the importance of integrating different techniques to prevent the number of PVY-infected plants from exceeding economically acceptable levels instead of trying to control aphids within potato fields.Such management plans should be implemented very early in a growing season. 展开更多
关键词 potato virus Y spatially-explicit modelling APHIDS virus spread integrated pest management
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基于SEN框架的间歇过程生产调度与显式模型预测控制集成优化
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作者 王越 郭小晖 +1 位作者 金雨婷 金鑫 《辽宁石油化工大学学报》 2025年第4期80-88,共9页
采用同步法建立间歇过程生产调度和控制的集成框架模型。在调度部分,基于状态设备网络(SEN)和特定单元事件点连续建模法建立生产调度模型;调度和控制的集成模型属于混合整数动态优化问题,求解复杂且计算量大,为了解决在线计算负担重的问... 采用同步法建立间歇过程生产调度和控制的集成框架模型。在调度部分,基于状态设备网络(SEN)和特定单元事件点连续建模法建立生产调度模型;调度和控制的集成模型属于混合整数动态优化问题,求解复杂且计算量大,为了解决在线计算负担重的问题,采用显式模型预测控制(EMPC)进行离线求解;使用MPT工具箱解决EMPC动态问题;引入二进制变量,将求解得到的显式控制解转换为显式线性约束,并将其添加到调度模型中共同约束目标;通过算例分析,对优化结果与纯调度模型进行了对比分析,验证了集成模型的经济性。 展开更多
关键词 间歇过程生产调度 状态设备网络 集成模型 显式模型预测控制
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基于显式对手建模的一对一超视距空战策略认知
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作者 胡振震 陈少飞 +3 位作者 李鹏 陈佳星 张煜 陈璟 《航空学报》 北大核心 2025年第4期162-187,共26页
为解释和分析对手的空战策略,针对现有空战策略认知手段欠缺的问题,提出了一种面向一对一超视距(BVR)空战的显式对手建模(EOM)方法。将超视距空战问题视作不完美信息博弈,将时空连续的空战过程离散化,抽象出不同类型的空战行动,引入决... 为解释和分析对手的空战策略,针对现有空战策略认知手段欠缺的问题,提出了一种面向一对一超视距(BVR)空战的显式对手建模(EOM)方法。将超视距空战问题视作不完美信息博弈,将时空连续的空战过程离散化,抽象出不同类型的空战行动,引入决策点概念来聚合同分布信息集,定义关键决策变量来考察影响行动的关键因素,利用非参数化机器学习方法构建易于理解的对手策略模型,即决策点上行动概率分布随关键决策变量变化的模型。利用模拟超视距空战开展复盘分析表明,利用该方法构建策略模型相比现有方法能更全面地解释对手的行动和分析对手的弱点,可为策略优化和装备发展提供建议。 展开更多
关键词 显式对手建模(EOM) 一对一超视距(BVR)空战 博弈 策略模型 决策点
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