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深度学习在阿尔茨海默病fMRI图像分类中的研究进展
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作者 林子粲 李烁 +3 位作者 许桓阁 钟蔚颖 王奕博 王之琼 《阿尔茨海默病及相关病杂志》 2023年第1期69-72,共4页
阿尔茨海默病(Alzheimer's disease, AD)是一种多见于85岁以上老人的神经系统变性疾病,其特征多表现为失语,记忆障碍等。功能性磁共振成像(functional magnetic resonance imaging,fMRI)是医生诊断AD的重要工具。目前,深度学习已在... 阿尔茨海默病(Alzheimer's disease, AD)是一种多见于85岁以上老人的神经系统变性疾病,其特征多表现为失语,记忆障碍等。功能性磁共振成像(functional magnetic resonance imaging,fMRI)是医生诊断AD的重要工具。目前,深度学习已在声音,图像,文字等数据领域取得突破性的进展,其在AD的fMRI图像分类中的应用也成为了研究热点。本文首先回顾了深度学习的概念;然后介绍了基于深度学习的AD的fMRI图像分类中的几种方法,包括卷积神经网络方法,循环神经网络方法,图神经网络方法;最后对未来的发展进行展望,为后续研究提供参考。 展开更多
关键词 阿尔茨海默病 分类 深度学习 fMRI图像
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Energetic electron detection packages on board Chinese navigation satellites in MEO 被引量:1
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作者 YuGuang Ye Hong Zou +12 位作者 Qiu-Gang Zong HongFei Chen JiQing Zou WeiHong Shi XiangQian Yu weiying zhong YongFu Wang YiXin Hao ZhiYang Liu XiangHong Jia Bo Wang XiaoPing Yang XiaoYun Hao 《Earth and Planetary Physics》 CSCD 2021年第2期158-179,共22页
Energetic electron measurements and spacecraft charging are of great significance for theoretical research in space physics and space weather applications.In this paper,the energetic electron detection package(EEDP)de... Energetic electron measurements and spacecraft charging are of great significance for theoretical research in space physics and space weather applications.In this paper,the energetic electron detection package(EEDP)deployed on three Chinese navigation satellites in medium Earth orbit(MEO)is reviewed.The instrument was developed by the space science payload team led by Peking University.The EEDP includes a pinhole medium-energy electron spectrometer(MES),a high-energy electron detector(HED)based onΔE-E telescope technology,and a deep dielectric charging monitor(DDCM).The MES measures the energy spectra of 50−600 keV electrons from nine directions with a 180°×30°field of view(FOV).The HED measures the energy spectrum of 0.5−3.0 MeV electrons from one direction with a 30°cone-angle FOV.The ground test and calibration results indicate that these three sensors exhibit excellent performance.Preliminary observations show that the electron spectra measured by the MES and HED are in good agreement with the results from the magnetic electron-ion spectrometer(MagEIS)of the Van Allen Probes spacecraft,with an average relative deviation of 27.3%for the energy spectra.The charging currents and voltages measured by the DDCM during storms are consistent with the highenergy electron observations of the HED,demonstrating the effectiveness of the DDCM.The observations of the EEDP on board the three MEO satellites can provide important support for theoretical research on the radiation belts and the applications related to space weather. 展开更多
关键词 radiation belts energetic electron detection Pin-hole technology Chinese navigation satellites MEO internal charging
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