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基于ECG信号和体动信号的睡眠分期方法研究 被引量:3
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作者 刘众 王新安 +1 位作者 李秋平 赵天夏 《北京大学学报(自然科学版)》 EI CAS CSCD 北大核心 2021年第5期833-840,共8页
为了研究整夜睡眠状况和睡眠过程,利用多导睡眠仪(polysomnography,PSG)和体动记录仪,分别记录被试的ECG信号和体动信号,再对ECG信号提取心率变异性(heart rate variability,HRV)的特征值,并将其作为实验数据的特征参数。为了提高识别... 为了研究整夜睡眠状况和睡眠过程,利用多导睡眠仪(polysomnography,PSG)和体动记录仪,分别记录被试的ECG信号和体动信号,再对ECG信号提取心率变异性(heart rate variability,HRV)的特征值,并将其作为实验数据的特征参数。为了提高识别率和防止过度拟合,将实验数据分为训练集和测试集,设计一个用遗传算法改进的BP神经网络模型,对样本进行训练和预测。研究结果表明,改进的BP神经网络能有效地识别测试样本,综合识别准确率为86.29%。将检测ECG信号和体动信号的穿戴式设备与睡眠分期识别算法相结合,能够用于家庭睡眠监测,也可作为睡眠疾病的初筛方法。 展开更多
关键词 睡眠分期 向后传播神经网络 遗传算法 ECG信号 体动信号
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一种基于深度学习的家用式不宁腿综合症早期诊断系统 被引量:2
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作者 周平 黄罗杰 +2 位作者 赵庆贤 肖文锦 李思雨 《中国医疗器械杂志》 2019年第2期79-82,共4页
不宁腿综合症是一种常见的睡眠障碍疾病。该文提出一种基于深度学习的家用式不宁腿综合症诊断系统,适用于症状不稳定的早期患者进行日常诊断。该系统硬件部分安装于床体,基于加速度传感器实现非接触式的无感睡眠体动信号采集;软件部分... 不宁腿综合症是一种常见的睡眠障碍疾病。该文提出一种基于深度学习的家用式不宁腿综合症诊断系统,适用于症状不稳定的早期患者进行日常诊断。该系统硬件部分安装于床体,基于加速度传感器实现非接触式的无感睡眠体动信号采集;软件部分利用深度学习进行信号分类识别——基于Keras框架构建全连接前馈网络,实现共7种睡眠体动类型识别,综合分类准确率可达97.83%。该系统根据上述检测结果评估睡眠过程中周期肢动指数和觉醒指数,评估结果可以作为不宁腿综合症早期诊断的依据。 展开更多
关键词 不宁腿综合症 睡眠体动信号 加速度传感器 深度学习
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基于无创数据采集系统的睡眠分期方法
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作者 郭天文 惠强 +2 位作者 潘元洪 潘陈 王佳 《电子技术与软件工程》 2017年第20期159-159,共1页
本文提出了以STM32L1为核心的无创人体生理数据采集与处理系统,采集人体的脉搏和度和体动信号的数据,并将数据传输到数据中心。利用朴素贝叶斯-滑动窗口算法对数据进行融合处理,得出整夜睡眠的分期情况。最后将分期情况与多导睡眠监测... 本文提出了以STM32L1为核心的无创人体生理数据采集与处理系统,采集人体的脉搏和度和体动信号的数据,并将数据传输到数据中心。利用朴素贝叶斯-滑动窗口算法对数据进行融合处理,得出整夜睡眠的分期情况。最后将分期情况与多导睡眠监测系统的结果进行比较,证明了此方法能较为准确的对睡眠进行分期。 展开更多
关键词 STM32 睡眠分期 脉搏 体动信号
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基于双DSP的废墟搜救雷达实时处理系统设计
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作者 黄素贞 耿红岩 +1 位作者 王君超 王春和 《现代电子技术》 2013年第9期105-108,共4页
为了满足废墟搜救雷达数据量大、算法复杂、实时化要求高等特点,采用一种双DSP并行处理系统,主DSP负责与上位机通信、数据采集、体动信号检测和静目标预处理,从DSP负责静目标的检测,通过从DSP的HPI接口实现与主DSP之间的数据通信,解决了... 为了满足废墟搜救雷达数据量大、算法复杂、实时化要求高等特点,采用一种双DSP并行处理系统,主DSP负责与上位机通信、数据采集、体动信号检测和静目标预处理,从DSP负责静目标的检测,通过从DSP的HPI接口实现与主DSP之间的数据通信,解决了单DSP难以满足算法实时化的问题,阐述了处理系统的硬件设计、软件处理流程与软件程序优化方法。 展开更多
关键词 双DSP 废墟搜救雷达 体动信号 静目标
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Mechanism of petroleum migration and accumulation in western China's superposed basins 被引量:2
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作者 Kang Yonghong Li Peijun +2 位作者 Qi Xuefeng Wen Yonghong Li Shuijing 《International Journal of Mining Science and Technology》 2012年第2期267-271,共5页
In western China, most petroliferous basins are superposed due to their multi-periodic tectonic evolution, and the mechanisms of petroleum migration and accumulation are so complex that much more sophis- ticated metho... In western China, most petroliferous basins are superposed due to their multi-periodic tectonic evolution, and the mechanisms of petroleum migration and accumulation are so complex that much more sophis- ticated methodologies are necessary for depiction of these mechanisms and identification of petroleum occurrences. For this purpose, in this article, a new methodology was formulated which includes: (I) ver- tical identification of petroleum migration and accumulation fluid dynamic systems in the superposed basins; (2) analysis of the effect of large scale regional faults and fault combinations on the fluids exchange between the vertically identified different systems; (3) analysis of petroleum migration and accumulation in each vertically identified system, and establishment of appropriate geological model of petroleum migration and accumulation for each vertically identified system. Using this methodology, the satisfactory results obtained in the Lunnan Uplift of Tarim Basin and Ludong Uplift of Jungar Basin case studies are: (1) existence of different vertical fluid dynamic systems in western China's superposed basins which are very necessary for understanding the mechanism of petroleum migration and accumu- lation; (2) in deep system, long-distance lateral petroleum migration and accumulation mainly take place along the long time exposed unconformity with weathered, fractured or karst reservoir rocks; (3) regio- nal faults are the main conducts for fluids migration from deep system up to middle and/or upper sys- tems. As to middle and/or upper systems, regional faults play a role of "petroleum source". Small faults within middle and/or upper systems conduct petroleum to carrier beds with less impeding force; (4) petroleum migrated from deep system vertically up to middle and/or upper systems will migrate lat- erally in carrier beds of these systems and accumulate to form nools near or far from faults. 展开更多
关键词 Superposed basinsFluid dynamic systemsGeological model of petroleum migrationand accumulation
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Low phase noise millimeter wave monolithic integrated phase locked-loop
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作者 Tang Lu Wang Zhigong Qiu Yinghua Xu Jian 《High Technology Letters》 EI CAS 2012年第3期263-266,共4页
A Monolithic integrated phase locked-loop (PLL) with a low phase noise is proposed in this paper. Several techniques are utilized to improve the performance of the PLL which works at the milli- meter-wave band. The ... A Monolithic integrated phase locked-loop (PLL) with a low phase noise is proposed in this paper. Several techniques are utilized to improve the performance of the PLL which works at the milli- meter-wave band. The on-chip high-Q eoplanar waveguides (CPWs) are utilized in the resonant tank and the differential current amplifier with a resonator is used to realize the VCO. In the output buffer circuit, several stages of cascaded source-followers connect and differential amplifiers are adopted to improve the driving capability of the PLL' s output signals. An improved analog multiplier topology is also used in the PD circuit to improve the gain of the PD. The proposed PLL is realized with a 0.2p, m GaAs pseudomorphie high electron mobility transistor (PHEMT) process. At 10 kHz offset from the center frequency, the measured output phase noise of the PLL output is only -88.83dBc/Hz. The circuit exhibits a low root mean sauare (RMS) litter of 1.68Ds. 展开更多
关键词 phase locked loop (PLL) voltage-controlled oscillator (VCO) coplanarwaveguides (CPWs) GAAS
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Neural network identification for underwater vehicle motion control system based on hybrid learning algorithm
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作者 Sun Yushan Wang Jianguo +2 位作者 Wan Lei Hu Yunyan Jiang Chunmeng 《High Technology Letters》 EI CAS 2012年第3期243-247,共5页
Based on the structure of Elman and Jordan neural networks, a new dynamic neural network is constructed. The network can remember the past state of the hidden layer and adjust the effect of the past signal to the curr... Based on the structure of Elman and Jordan neural networks, a new dynamic neural network is constructed. The network can remember the past state of the hidden layer and adjust the effect of the past signal to the current value in real-time. And in order to enhance the signal processing capabilities, the feedback of output layer nodes is increased. A hybrid learning algorithm based on genetic algorithm (GA) and error back propagation algorithm (BP) is used to adjust the weight values of the network, which can accelerate the rate of convergence and avoid getting into local optimum. Finally, the improved neural network is utilized to identify underwater vehicle (UV) ' s hydrodynamic model, and the simulation results show that the neural network based on hybrid learning algorithm can improve the learning rate of convergence and identification nrecision. 展开更多
关键词 underwater vehicle (UV) system identification neural network genetic algo-rithm (GA) back propagation algorithm
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Human apo-SRP72 and SRP68/72 complex structures reveal the molecular basis of protein translocation 被引量:1
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作者 Yina Gao Qi Zhang +8 位作者 Yue Lang Yang Liu Xiaofei Dong Zhenhang Chen Wenli Tian Jun Tang Wei Wu Yufeng Tong Zhongzhou Chen 《Journal of Molecular Cell Biology》 SCIE CAS CSCD 2017年第3期220-230,共11页
The co-translational targeting or insertion of secretory and membrane proteins into the endoplasmic reticulum (ER) is a key biological process mediated by the signal recognition particle (SRP). In eukaryotes, the ... The co-translational targeting or insertion of secretory and membrane proteins into the endoplasmic reticulum (ER) is a key biological process mediated by the signal recognition particle (SRP). In eukaryotes, the SRP68-SRP72 (SRP68/72) heterodimer plays an essen- tial role in protein translocation. However, structural information on the two largest SRP proteins, SRP68 and SRP72, is limited, espe- cially regarding their interaction. Herein, we report the first crystal structures of human apo-SRP72 and the SRP68/72 complex at 2.91A. and 1.7A resolution, respectively. The SRP68-binding domain of SRP72 contains four atypical tetratricopeptide repeats (TPR) and a flexible C-terminal cap. Apo-SRP72 exists mainly as dimers in solution. To bind to SRP68, the SRP72 homodimer disassociates, and the indispensable C-terminal cap undergoes a pronounced conformational change to assist formation of the SRP68/72 heterodi- mer. A 23-residue polypeptide of SRP68 is sufficient for tight binding to SRP72 through its unusually hydrophobic and extended sur- face. Structural, biophysical, and mutagenesis analyses revealed that cancer-associated mutations disrupt the SRP68-SRP72 interaction and their co-localization with ER in mammalian cells. The results highlight the essential role of the SRP68-SRP72 inter- action in SRP-mediated protein translocation and provide a structural basis for disease diagnosis, pathophysiology, and drug design. 展开更多
关键词 SRP72 SRP68 protein translocation crystal structures CANCER protein-protein interaction signal recognition particle
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