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多指标集成学习的模拟手控交会对接人误识别
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作者 袁成炜 张力 +1 位作者 方小勇 刘建桥 《计算机仿真》 2024年第7期94-99,151,共7页
为了识别载人航天任务中手控交会对接人误行为,以《坎巴拉太空计划》为仿真模型构建实验环境,基于机器学习算法构建了一种人误行为分析与识别的方法。通过模拟采集手控交会对接任务过程中操作员的6项生理指标,对各项指标进行机器学习建... 为了识别载人航天任务中手控交会对接人误行为,以《坎巴拉太空计划》为仿真模型构建实验环境,基于机器学习算法构建了一种人误行为分析与识别的方法。通过模拟采集手控交会对接任务过程中操作员的6项生理指标,对各项指标进行机器学习建模分析,筛选出更适用于识别的指标及其最适合的学习器,并将各学习器通过Stacking集成算法进行集成。模型的仿真结果表明,测试集预测精度达到96.36%,验证了上述方法的有效性,为手控交会对接中的人误行为识别分析提供有效的补充与参考。 展开更多
关键词 集成学习 交会对接 机器学习 人因失误 模式识别
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电磁MEMS微镜贴片封装残余应力测试与特性研究 被引量:2
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作者 刘春程 方肖勇 +2 位作者 李修远 吴佳豪 张文明 《仪表技术与传感器》 CSCD 北大核心 2023年第6期18-25,共8页
针对在MEMS微镜贴片封装过程中引入残余应力的问题,文中基于层合梁理论,研究了MEMS微镜芯片贴片热变形的影响因素及其变化规律;此外,基于欧拉-伯努利梁模型和有限元分析,建立了轴向应力与微镜Piston模态的谐振频率间的解析关系;实验验... 针对在MEMS微镜贴片封装过程中引入残余应力的问题,文中基于层合梁理论,研究了MEMS微镜芯片贴片热变形的影响因素及其变化规律;此外,基于欧拉-伯努利梁模型和有限元分析,建立了轴向应力与微镜Piston模态的谐振频率间的解析关系;实验验证了不同封装参数影响下微镜样品的Piston模态频率偏移程度,评估了影响样品中残余应力水平的因素及其变化趋势,结果与理论分析、有限元仿真一致,为MEMS微镜贴片封装优化设计提供了技术支撑。 展开更多
关键词 MEMS微镜 贴片封装 热应力 电磁驱动 频率偏移
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Enhanced Photovoltaic Properties of Gradient Doping Solar Cells 被引量:1
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作者 ZHANG Chun-Lei DU Hui-Jing +2 位作者 ZHU Jian-Zhuo XU Tian-Fu fang xiao-yong 《Chinese Physics Letters》 SCIE CAS CSCD 2012年第12期196-199,共4页
An optimum design of a-Si:H(n)/a-Si:H(i)/c-Si(p)heterojunction solar cell is realized with 24.27%conversion efficiency by gradient doping of the a-Si:H(n)layer.The photovoltaic properties are simulated by the AFORS-HE... An optimum design of a-Si:H(n)/a-Si:H(i)/c-Si(p)heterojunction solar cell is realized with 24.27%conversion efficiency by gradient doping of the a-Si:H(n)layer.The photovoltaic properties are simulated by the AFORS-HET software.Besides the additional electric field caused by the gradient doping,the enhanced and widen spectral response also improves the solar cell performance compared with the uniform-doping mode.The simulation shows that the gradient doping is efficient to improve the photovoltaic performance of the solar cells.The study is valuable for the solar cell design with excellent performances. 展开更多
关键词 DOPING SOLAR performance
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Polarization Mechanism of Oxygen Vacancy and Its Influence on Dielectric Properties in ZnO 被引量:1
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作者 WANG Li-Na fang xiao-yong +4 位作者 HOU Zhi-Ling LI Ya-Lin WANG Kun YUAN Jie CAO Mao-Sheng 《Chinese Physics Letters》 SCIE CAS CSCD 2011年第2期179-182,共4页
We report on the mechanism of the dielectric properties of oxygen vacancy in ZnO,using ab initio numerical simulations of oxygen vacancy on the band structure and dielectric properties,to develop photoelectric materia... We report on the mechanism of the dielectric properties of oxygen vacancy in ZnO,using ab initio numerical simulations of oxygen vacancy on the band structure and dielectric properties,to develop photoelectric material applications.It is revealed that the appearance of oxygen vacancies leads to wider energy band gap,obvious blue shift and increase in the peak of dielectric function as compared to the intrinsic ZnO simulation.We explain these unusual phenomena and analyze the dielectric changes with the mechanism of polarization in the semiconductors.It is shown that the main mechanism of influencing dielectric properties is the electron displacement polarization.The result may be helpful for development of photoelectric materials. 展开更多
关键词 MATERIALS DIELECTRIC VACANCY
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High-Temperature Permittivity and Data-Mining of Silicon Dioxide at GHz Band
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作者 YUAN Jie WEN Bo +5 位作者 HOU Zhi-Ling LU Ming-Ming CAO Wen-Qiang BA Chuan fang xiao-yong CAO Mao-Sheng 《Chinese Physics Letters》 SCIE CAS CSCD 2012年第2期200-203,共4页
The high-temperature permittivity of quartz fibre-reinforced silicon dioxide (SiO2/SiO2 ) nano-composites is studied on the basis of the multi-scale theoretical model.We obtain the permittivity of the SiO2/SiO2 at hig... The high-temperature permittivity of quartz fibre-reinforced silicon dioxide (SiO2/SiO2 ) nano-composites is studied on the basis of the multi-scale theoretical model.We obtain the permittivity of the SiO2/SiO2 at high temperature,which is dependent on the temperature by data-mining.The result shows that the permittivity and loss tangent obtained by data-mining are well consistent with the measured ones.The high-temperature permittivity can be well predicted for SiO2/SiO2 by the as-proposed model and the data-mining method. 展开更多
关键词 METHOD PERMITTIVITY SIO2/SI
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Different Roles of a Boron Substitute for Carbon and Silicon in β-SiC
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作者 ZHOU Yan WANG Kun +3 位作者 fang xiao-yong HOU Zhi-Ling JIN Hai-Bo CAO Mao-Sheng 《Chinese Physics Letters》 SCIE CAS CSCD 2012年第7期214-217,共4页
The first-principles numerical simulation is employed-to calculate the effect of replacement of carbon and silicon with boron on the electronic structure and optical properties of β-SiC.Mulliken analysis shows that t... The first-principles numerical simulation is employed-to calculate the effect of replacement of carbon and silicon with boron on the electronic structure and optical properties of β-SiC.Mulliken analysis shows that the B impurity bond lengths shrink in the case of Bsi,while they expand with reference to Bc.In addition,Bsi contains C-C,Si-Si and B-Si bonds.The calculated results show that the two systems of Bc and Bsi apply different dispersion.Bc is in accordance with the Lorentz dispersion theory while Bsi follows the Drude dispersion theory.Theoretic analysis and quantitative calculation are used for conductivity spectra in the infrared region. 展开更多
关键词 DISPERSION analysis BORON
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