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具有缺失值及异常值的时间序列处理与再筛选机制
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作者 李逸君 王思淼 +1 位作者 赵沐歌 吴然超 《实验科学与技术》 2025年第6期34-42,共9页
多维时间序列数据应用广泛,但会因缺失或异常值的出现,导致数据不可靠。该文提出了多维时间序列数据处理与再筛选机制(MTSM)方法。该方法基于缺失值的Transformer填补,结合3σ法与箱型图检测、分层修正异常值,并依据数据类型应用多尺度... 多维时间序列数据应用广泛,但会因缺失或异常值的出现,导致数据不可靠。该文提出了多维时间序列数据处理与再筛选机制(MTSM)方法。该方法基于缺失值的Transformer填补,结合3σ法与箱型图检测、分层修正异常值,并依据数据类型应用多尺度模糊熵、边界混合重采样及高斯混合聚类采样,对填补和修正后的数据进行再筛选。基于世界卫生组织的COVID-19数据进行了对比分析,结果表明MTSM方法在不同缺失率及异常率下均优于GRU、RNN和LATC,在精度与鲁棒性方面也表现突出。 展开更多
关键词 时间序列 缺失值填补 异常值处理 再筛选机制 mtsm方法
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Nonlinear dynamic response and stability analysis of the stapes reconstruction in human middle ear
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作者 Lele WANG Liang WANG +7 位作者 Yueting ZHU Zhanli LIU Yongtao SUN Jie WANG Hongge HAN Shuyi XIANG Huibin SHI Qian DING 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2023年第10期1739-1760,共22页
Stapes fracture causes hearing loss and instability in the middle ear hearing system(MEHS). The material used in the stapes reconstruction restores stapes, but the effects of the nonlinear material parameters on the s... Stapes fracture causes hearing loss and instability in the middle ear hearing system(MEHS). The material used in the stapes reconstruction restores stapes, but the effects of the nonlinear material parameters on the stability of the MEHS are still unknown. To address this challenge, the nonlinear dynamic response and stability of the stapes reconstruction are investigated using a multi-degree-of-freedom mechanical model. The material parameters of the implant are tentatively determined by analyzing the natural frequencies of the undamped system. The dynamical properties of the MEHS are characterized under different external excitations. The approximate solution of the MEHS near the resonant frequency is derived through the multiple-time-scale method(MTSM). The results show that the nonlinear stiffness of the material has little influence on the MEHS in the healthy state, but it causes resonant phenomena between the ossicle and the implant in the pathological state. 展开更多
关键词 crus fracture of stapes stapes reconstruction dynamic analysis bifurcation analysis multiple-time-scale method(mtsm)
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