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基于静态与动态学习需求感知的知识点推荐方法 被引量:3
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作者 周洋涛 李青山 +3 位作者 褚华 李佳楠 高明彪 卫彪彪 《软件学报》 EI CSCD 北大核心 2024年第9期4425-4447,共23页
随着互联网信息技术的高速发展,线上学习资源的爆炸式增长引起了“信息过载”与“学习迷航”问题.在缺乏专家指导的场景中,用户难以明确自己的学习需求并从海量的学习资源中选择合适的内容进行学习.教育领域推荐方法能够基于用户的历史... 随着互联网信息技术的高速发展,线上学习资源的爆炸式增长引起了“信息过载”与“学习迷航”问题.在缺乏专家指导的场景中,用户难以明确自己的学习需求并从海量的学习资源中选择合适的内容进行学习.教育领域推荐方法能够基于用户的历史学习行为提供学习资源的个性化推荐,因此该方法近年来受到大量研究人员的广泛关注.然而,现有的教育领域推荐方法在学习需求感知时忽略了对知识点之间复杂关系的建模,同时缺乏考虑用户学习需求的动态性变化,导致推荐的学习资源不够精准.针对上述问题,提出一种基于静态与动态学习需求感知的知识点推荐方法,通过静态感知与动态感知相结合的方式建模复杂知识关联下的用户学习行为.对于静态学习需求感知,设计一种基于知识点先修后继元路径引导的注意力图卷积网络,通过建模知识点之间先修后继关系的复杂约束,能够消除其他非学习需求因素的干扰,从而精准地捕获用户在细粒度知识点层面上的静态学习需求;对于动态学习需求感知,所提方法以课程为单元聚合知识点嵌入以表征用户在不同时刻的知识水平,然后采用循环神经网络建模编码用户的知识水平序列,能够有效地挖掘用户知识水平变化中蕴含的动态学习需求;最后,对获得的静态与动态学习需求进行融合,在同一框架下建模静态与动态学习需求之间的兼容性,促进这两种学习需求相互补充,以实现细粒度的个性化知识点推荐.实验表明,在两个公开数据集上,所提方法能够有效地感知用户的学习需求并提供个性化的知识点推荐,在多种评估指标上优于主流的推荐方法. 展开更多
关键词 知识点推荐 知识感知 动态性建模 学习需求融合
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基于长短期记忆的流媒体QoE预测模型 被引量:1
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作者 孙鹏 白光伟 +1 位作者 沈航 顾一鸣 《计算机工程与设计》 北大核心 2020年第6期1501-1508,共8页
现阶段关于连续性QoE预测模型研究存在着实时性差和精确度不高的问题。针对这些问题,提出L-QoE模型,一种使用长短期记忆(LSTM)网络的基于递归神经网络的QoE预测模型,用于捕获时变QoE中涉及的非线性和复杂时间依赖性。基于公开可用的连续... 现阶段关于连续性QoE预测模型研究存在着实时性差和精确度不高的问题。针对这些问题,提出L-QoE模型,一种使用长短期记忆(LSTM)网络的基于递归神经网络的QoE预测模型,用于捕获时变QoE中涉及的非线性和复杂时间依赖性。基于公开可用的连续QoE数据库的评估,实验结果表明,L-QoE模型能够有效模拟QoE动态性,得出更精确的预测结果。将所提模型与最近提出的QoE预测模型进行比较,通过对比得出该模型在数据库中突出的性能。 展开更多
关键词 重载 比特率波动 LSTM神经网络 主观体验质量(QoE) 时间序列预测 非马尔可夫动态性建模
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Adaptive robust motion trajectory tracking control of pneumatic cylinders 被引量:4
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作者 孟德远 陶国良 朱笑丛 《Journal of Central South University》 SCIE EI CAS 2013年第12期3445-3460,共16页
High-accuracy motion trajectory tracking control of a pneumatic cylinder driven by a proportional directional control valve was considered. A mathematical model of the system was developed firstly. Due to the time-var... High-accuracy motion trajectory tracking control of a pneumatic cylinder driven by a proportional directional control valve was considered. A mathematical model of the system was developed firstly. Due to the time-varying friction force in the cylinder, unmodeled dynamics, and unknown disturbances, there exist large extent of parametric uncertainties and rather severe uncertain nonlinearities in the pneumatic system. To deal with these uncertainties effectively, an adaptive robust controller was constructed in this work. The proposed controller employs on-line recursive least squares estimation(RLSE) to reduce the extent of parametric uncertainties, and utilizes the sliding mode control method to attenuate the effects of parameter estimation errors, unmodeled dynamics and disturbances. Therefore, a prescribed motion tracking transient performance and final tracking accuracy can be guaranteed. Since the system model uncertainties are unmatched, the recursive backstepping design technology was applied. In order to solve the conflicts between the sliding mode control design and the adaptive control design, the projection mapping was used to condition the RLSE algorithm so that the parameter estimates are kept within a known bounded convex set. Extensive experimental results were presented to illustrate the excellent achievable performance of the proposed controller and performance robustness to the load variation and sudden disturbance. 展开更多
关键词 servo-pneumatic system tracking control sliding mode control adaptive control parameter estimation
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Modeling and simulation of dynamic performance of horizontal steam-launch system
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作者 金家善 严志腾 胡继敏 《Journal of Central South University》 SCIE EI CAS 2013年第12期3604-3611,共8页
Based on theory of variable-mass system thermodynamics, the dynamic mathematic models of each component of the horizontal steam-launch system were established, and by the numerical simulation of the system launching p... Based on theory of variable-mass system thermodynamics, the dynamic mathematic models of each component of the horizontal steam-launch system were established, and by the numerical simulation of the system launching process, the thermodynamics and kinetics characteristics of the system with three valves of different flow characteristics were got. The simulation results show that the values of the peak-to-average ratios of dimensionless acceleration with the equal percentage valve, the linear valve and the quick opening valve are 1.355, 1.614 and 1.722, respectively, and the final values of the dimensionless velocities are 0.843, 0.957 and 1.0, respectively. In conclusion, the value of the dimensionless velocity with the equal percentage valve doesn't reach the set value of 0.90 when the dimensionless displacement is 0.82, while the system with the linear valve can meet the launching requirement, as well as the fluctuation range of dimensionless acceleration is less than that of the quick opening valve. Therefore, the system with the linear valve has the best performance among the three kinds of valves. 展开更多
关键词 horizontal steam-launch system thermodynamics and kinetics characteristics modeling and simulation
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