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基于头动与眼电信号的疲劳检测研究 被引量:2
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作者 管凯捷 姚康 +2 位作者 任谊文 张熙 付威威 《计算机应用与软件》 北大核心 2022年第2期81-87,共7页
针对疲劳识别率有待提高和现行疲劳检测设备不便携带的问题,提出一种以便携式眼镜为载体结合处理头动与眼电信号的疲劳检测方法。利用便携式眼镜采集头动与眼电信号并通过蓝牙将数据传输到手机终端。采用融合卡尔曼滤波算法处理头动信... 针对疲劳识别率有待提高和现行疲劳检测设备不便携带的问题,提出一种以便携式眼镜为载体结合处理头动与眼电信号的疲劳检测方法。利用便携式眼镜采集头动与眼电信号并通过蓝牙将数据传输到手机终端。采用融合卡尔曼滤波算法处理头动信号并提取点头频率特征,采用Perclos算法P80原理和分段平均功率比值法处理眼电信号得到眨眼频率和低高频功率比值特征。根据主成分分析法(PCA)进行特征融合,得到疲劳特征值,从而判定疲劳程度,并结合Pearson法分析与通过脑电信号检测疲劳程度结果的相关性。实验结果表明,该方法的疲劳检测识别率达到了90.6%且与脑电检测疲劳结果相关性达到了0.82,具有很好的准确性、有效性且检测设备便于携带,具有很好的实用价值。 展开更多
关键词 疲劳检测 头动信号 眼电信号 特征融合
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基于头动与眼动的脑疲劳检测方法研究 被引量:4
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作者 管凯捷 姚康 +2 位作者 任谊文 张熙 付威威 《航天医学与医学工程》 CAS CSCD 北大核心 2020年第3期214-220,共7页
目的为实现准确、可靠地检测脑疲劳,研究基于头动与眼动特征判断受试者脑疲劳程度的方法。方法采集16名男性受试者在36h睡眠剥夺(SD)实验中的头动与眼动信号,进行去噪预处理,并基于主成分分析法(PCA)融合头动与眼动特征,综合判断受试者... 目的为实现准确、可靠地检测脑疲劳,研究基于头动与眼动特征判断受试者脑疲劳程度的方法。方法采集16名男性受试者在36h睡眠剥夺(SD)实验中的头动与眼动信号,进行去噪预处理,并基于主成分分析法(PCA)融合头动与眼动特征,综合判断受试者脑疲劳程度,并对由脑电信号判断的脑疲劳程度、双重任务作业绩效、警戒作业任务模拟测试(PVT)反应时间、主观瞌睡度分值进行比对。结果基于头动与眼动特征能很好地判断受试者脑疲劳程度,且与通过脑电信号判断的脑疲劳程度相关性为0.771±0.030;与双重任务作业绩效变化的相关性为0.665±0.024;与PVT反应时间的相关性为0.812±0.011;与主观瞌睡度分值的相关性为0.682±0.023,且均显著相关(P<0.05)。结论基于PCA融合头动与眼动特征能有效、准确检测受试者脑疲劳程度,与传统检测方法相比具有很好的一致性。 展开更多
关键词 头动信号 信号 睡眠剥夺 主成分分析法 脑疲劳
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Pressure Fluctuation Generated by the Interaction of Blade and Tongue 被引量:4
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作者 ZHENG Lulu DOU Hua-Shu +2 位作者 CHEN Xiaoping ZHU Zuchao CUI Baoling 《Journal of Thermal Science》 SCIE EI CAS CSCD 2018年第1期8-16,共9页
Pressure fluctuation around the tongue has large effect on the stable operation of a centrifugal pump. In this paper, the Reynolds averaged Navier-Stokes equations (RANS) and the RNG k-epsilon turbulence model is em... Pressure fluctuation around the tongue has large effect on the stable operation of a centrifugal pump. In this paper, the Reynolds averaged Navier-Stokes equations (RANS) and the RNG k-epsilon turbulence model is employed to simulate the flow in a pump. The flow field in the centrifugal pump is computed for a range of flow rate. The simulation results have been compared with the experimental data and good agreement has been achieved. In order to study the interaction of the tongue with the impeller, fifteen monitor probes are evenly distributed circumferentially at three radii around the tongue. Pressure distribution is investigated at various blade positions while the blade approaches to and leaves the tongue region. Results show that pressure signal fluctuates largely around the tongue, and it is more intense near the tongue surface. At design condition, standard deviation of pressure fluctua- tion is the minimum. At large flow rate, the increased low pressure region at the blade trailing edge results in the increases of pressure fluctuation amplitude and pressure spectra at the monitor probes. Minimum pressure is obtained when the blade is facing to the tongue. It is found that the amplitude of pressure fluctuation strongly depends on the blade positions at large flow rate, and pressure fluctuation is caused by the relative movement between blades and tongue. At small flow rate, the rule of pressure fluctuation is mainly depending on the structure of vortex flow at blade passage exit besides the influence fTom the relative position between the blade and the tongue. 展开更多
关键词 centrifugal pump pressure fluctuation INSTABILITY numerical simulation
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Response of brown anoles Anolis sagrei to multimodal signals from a native and novel predator
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作者 Omar L. ELMASRI Marcus S. MORENO Courtney A. NEUMANN Daniel T.BLUMSTEIN 《Current Zoology》 SCIE CAS CSCD 2012年第6期791-796,共6页
Abstract Multiple studies have focused on the importance of single modalities (visual, auditory, olfactory) in eliciting anti-predator behavior, however multiple channels are often engaged simultaneously. While exam... Abstract Multiple studies have focused on the importance of single modalities (visual, auditory, olfactory) in eliciting anti-predator behavior, however multiple channels are often engaged simultaneously. While examining responses to multiple cues can potentially reveal more complex behavioral responses, little is known about how multimodal processing evolves. By contrasting response to familiar and novel predators, insights can be gained into the evolution of multimodal responses. We studied brown anoles' (Anolis sagrei) response to acoustic and visual predatory cues of a common potential predator, the great-tailed grackle Quiscalus mexicanus and to the American kestrel Falco sparverius, a species found in other populations but not present in our study population. We observed anole behavior before and after a stimulus and quantified rates of looking, display, and locomotion. Anoles increased their rate of locomotion in response to grackle models, an effect modulated by grackle vocalizations. No such response or modulation was seen when anoles were presented with kestrel stimuli. This suggests that the degree of sophistication of anole response to predators is experience dependent and that relaxed selection can result in reduced anti-predator response following loss of predators. 展开更多
关键词 Anti-predator behavior Multimodal risk assessment Brown anoles
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