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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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Sensitivity of a Kilometer-Scale Variable-Resolution Global Nonhydrostatic Model to Microphysics Schemes in Simulating a Mesoscale Convective System
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作者 Yihui ZHOU Rucong YU +2 位作者 Yi ZHANG Jian LI Haoming CHEN 《Advances in Atmospheric Sciences》 2025年第7期1333-1348,共16页
Accurately simulating mesoscale convective systems(MCSs)is essential for predicting global precipitation patterns and extreme weather events.Despite the ability of advanced models to reproduce MCS climate statistics,c... Accurately simulating mesoscale convective systems(MCSs)is essential for predicting global precipitation patterns and extreme weather events.Despite the ability of advanced models to reproduce MCS climate statistics,capturing extreme storm cases over complex terrain remains challenging.This study utilizes the Global–Regional Integrated Forecast System(GRIST)with variable resolution to simulate an eastward-propagating MCS event.The impact of three microphysics schemes,including two single-moment schemes(WSM6,Lin)and one double-moment scheme(Morrison),on the model sensitivity of MCS precipitation simulations is investigated.The results demonstrate that while all the schemes capture the spatial distribution and temporal variation of MCS precipitation,the Morrison scheme alleviates overestimated precipitation compared to the Lin and WSM6 schemes.The ascending motion gradually becomes weaker in the Morrison scheme during the MCS movement process.Compared to the runs with convection parameterization,the explicit-convection setup at 3.5-km resolution reduces disparities in atmospheric dynamics due to microphysics sensitivity in terms of vertical motions and horizontal kinetic energy at the high-wavenumber regimes.The explicit-convection setup more accurately captures the propagation of both main and secondary precipitation centers during the MCS development,diminishing the differences in both precipitation intensity and propagation features between the Morrison and two single-moment schemes.These findings underscore the importance of microphysics schemes for global nonhydrostatic modeling at the kilometer scale.The role of explicit convection for reducing model uncertainty is also outlined. 展开更多
关键词 variable-resolution modeling global nonhydrostatic model microphysics scheme mesoscale convective system explicit convection
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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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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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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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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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Modified artificial neural network model with an explicit expression to describe flow behavior and processing maps of Ti2AlNb-based superalloy
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作者 Yan-qi Fu Qing Zhao +1 位作者 Man-qian Lv Zhen-shan Cui 《Journal of Iron and Steel Research International》 SCIE EI CSCD 2021年第11期1451-1462,共12页
The elevated-temperature deformation behavior of Ti2AlNb superalloy was observed by isothermal compression experiments in a wide range of temperatures(950–1200°C)and strain rates(0.001–10 s^(-1)).The flow behav... The elevated-temperature deformation behavior of Ti2AlNb superalloy was observed by isothermal compression experiments in a wide range of temperatures(950–1200°C)and strain rates(0.001–10 s^(-1)).The flow behavior is nonlinear,strongly coupled,and multivariable.The constitutive models,namely the double multivariate nonlinear regression model,artificial neural network model,and modified artificial neural network model with an explicit expression,were applied to describe the Ti2AlNb superalloy plastic deformation behavior.The comparative predictability of those constitutive models was further evaluated by considering the correlation coefficient and average absolute relative error.The comparative results show that the modified artificial network model can describe the flow stress of Ti2AlNb superalloy more accurately than the other developed constitutive models.The explicit expression obtained from the modified artificial neural network model can be directly used for finite element simulation.The modified artificial neural network model solves the problems that the double multivariate nonlinear regression model cannot describe the nonlinear,strongly coupled,and multivariable flow behavior of Ti2AlNb superalloy accurately,and the artificial neural network model cannot be embedded into the finite element software directly.However,the modified artificial neural network model is mainly dependent on the quantity of high-quality experimental data and characteristic variables,and the modified artificial neural network model has not physical meanings.Besides,the processing maps were applied to obtain the optimum processing parameters. 展开更多
关键词 Modified artificial neural network model Ti2AlNb superalloy Double multivariate nonlinear regression model explicit expression Processing map
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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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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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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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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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三维地质建模技术的最新进展和发展趋势 被引量:4
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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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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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智能汽车稳定性MPC实时性改进的显式解方法
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作者 焦恒超 舒然 +2 位作者 曾兆枫 唐小林 舒红宇 《机械工程学报》 北大核心 2025年第10期263-275,共13页
模型预测控制(Model predictive control,MPC)具有很多优点,但用于智能汽车横摆稳定性控制时,由于其动力学模型的多约束和非线性问题,致使MPC优化算法复杂,难以实现足够短的控制周期和步长。为此,提出一种智能汽车横摆稳定性MPC的在线... 模型预测控制(Model predictive control,MPC)具有很多优点,但用于智能汽车横摆稳定性控制时,由于其动力学模型的多约束和非线性问题,致使MPC优化算法复杂,难以实现足够短的控制周期和步长。为此,提出一种智能汽车横摆稳定性MPC的在线显式求解方法,使用泰勒展开将非线性模型预测控制(Nonlinear model predictive control,NMPC)转换为线性时变模型预测控制(Linear time-varying model predictive control,LTV-MPC)。再使用滚动调整的权重系数,将不等式约束优化转换为能直接显式求解的无约束优化,以避免多步迭代寻优、加快MPC求解速度。仿真试验结果表明,在保证相同控制效果前提下,所提出的显式解方法能使MPC的求解速度提高3~4倍,可显著提高智能汽车横摆稳定性MPC的实时性。 展开更多
关键词 车辆横摆稳定性 模型预测控制 实时性 惩罚函数 显式求解
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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:3
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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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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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儿童发展的“表征重述模型”(RR Model):是一种对皮亚杰理论的反叛吗? 被引量:3
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作者 熊哲宏 《华中师范大学学报(人文社会科学版)》 CSSCI 北大核心 2002年第4期100-105,共6页
本文在对卡米洛夫 -史密斯“表征重述模型”的基本假设、主要内容以及对儿童领域发展的解释作系统分析的基础上 ,着重把这一模型与皮亚杰的解释模型相比较。论文表明 ,表征重述模型实质上不过是用“信息加工”语言表达的皮亚杰理论的一... 本文在对卡米洛夫 -史密斯“表征重述模型”的基本假设、主要内容以及对儿童领域发展的解释作系统分析的基础上 ,着重把这一模型与皮亚杰的解释模型相比较。论文表明 ,表征重述模型实质上不过是用“信息加工”语言表达的皮亚杰理论的一种变体 ,说到底 。 展开更多
关键词 信息加工式语言 儿童发展 表征重述模型 皮亚杰理论 心理理论 内隐 外显 卡米洛夫
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一维饱和两相介质地震反应的显式积分格式
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作者 张波 陈学良 +1 位作者 董捷 李铁飞 《地震学报》 北大核心 2025年第4期556-568,共13页
以饱和两相介质土力学模型为基础,建立了一维P波和S波波动的动力方程组。针对该动力方程组,采用伽辽金加权余量法进行空间离散,之后采用中心差分法与纽马克(Newmark)线性加速度法(γ=1/2,β=1/6)相结合的时间步进法进行时间离散,得到了... 以饱和两相介质土力学模型为基础,建立了一维P波和S波波动的动力方程组。针对该动力方程组,采用伽辽金加权余量法进行空间离散,之后采用中心差分法与纽马克(Newmark)线性加速度法(γ=1/2,β=1/6)相结合的时间步进法进行时间离散,得到了求解有限元动力方程的全显式时域逐步积分公式。接着结合透射人工边界求解饱和两相介质近场波动问题,并用内源波动和外源散射两个数值算例对该算法的合理性进行了验证。其中:内源波动算例是将一维柱体在阶跃荷载和正弦荷载作用下的数值解与相应的解析解进行对比,二者计算结果基本一致;外源散射算例是用该数值算法求解饱和半空间的地震响应,计算结果符合弹性波动理论。这足以证明本文推导的显式有限元方法的正确性与有效性,也为求解结构动力方程及波动方程提供了一种有效方法。 展开更多
关键词 饱和两相介质 土力学模型 显式有限元方法 纽马克(Newmark)线性加速度法 多次透射人工边界
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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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