滚动轴承是机械设备中的常见关键部件,准确预测其剩余使用寿命对机械设备的安全稳定运行至关重要。针对目前轴承寿命预测存在的轴承退化特征不明显、模型泛化能力差以及数据长期依赖关系难以捕捉的问题,提出基于时频域信号优化器(Time-F...滚动轴承是机械设备中的常见关键部件,准确预测其剩余使用寿命对机械设备的安全稳定运行至关重要。针对目前轴承寿命预测存在的轴承退化特征不明显、模型泛化能力差以及数据长期依赖关系难以捕捉的问题,提出基于时频域信号优化器(Time-Frequency domain signal Ratio Optimizer,TFRO)的多重膨胀多核时间卷积网络(Multi inflated Multi kernel Time Convolutional Network,Mi-MkTCN)模型。TFRO优化器为了精准记忆重要信息,在每一个时间节点上,将过去信息和当前信息重组,其中过去信息中的重要的时频域特征经过了有比例的分配。Mi-MkTCN利用多重膨胀确保重要特征不丢失,再利用多核时间卷积网络实现对不同尺度特征的提取。最终的消融对比实验验证了改进方法的有效性,模型的平均绝对误差、均方误差及均方根误差指标分别为0.00145、0.05069和0.12045。实验结果表明,所提方法显著提升了轴承剩余使用寿命的预测精度,为轴承剩余使用寿命预测提供了高精度、高鲁棒性的解决方案。展开更多
Myocardial ischemia(MI)is a pathophysiological condition in which the myocardium is unable to maintain normal cardiac function due to insufficient coronary artery blood and oxygen supply,as well as abnormal myocardial...Myocardial ischemia(MI)is a pathophysiological condition in which the myocardium is unable to maintain normal cardiac function due to insufficient coronary artery blood and oxygen supply,as well as abnormal myocardial energy metabolism[1].Ginsenoside Rbi(Rbi),one of the most abundant natural ingredients in ginseng and Panax notoginseng,has been proven to protect the heart from MI/reperfusion injury(RI)[2].展开更多
Certain microRNAs(miRNAs)can function as neuroprotective factors after reperfusion/ischemia brain injury.miRNA-142-3p can participate in the occurrence and development of tumors and myocardial ischemic injury by negat...Certain microRNAs(miRNAs)can function as neuroprotective factors after reperfusion/ischemia brain injury.miRNA-142-3p can participate in the occurrence and development of tumors and myocardial ischemic injury by negatively regulating the activity of Rac1,but it remains unclear whether miRNA-142-3p also participates in cerebral ischemia/reperfusion injury.In this study,a model of oxygen-glucose deprivation/re-oxygenation in primary cortical neurons was established and the neurons were transfected with miR-142-3p agomirs or miR-142-3p antagomirs.miR-142-3p expression was down-regulated in neurons when exposed to oxygen-glucose deprivation/re-oxygenation.Over-expression of miR-142-3p using its agomir remarkably promoted cell death and apoptosis induced by oxygen-glucose deprivation/re-oxygenation and improved mitochondrial biogenesis and function,including the expression of peroxisome proliferator-activated receptor-γcoactivator-1α,mitochondrial transcription factor A,and nuclear respiratory factor 1.However,the opposite effects were produced if miR-142-3p was inhibited.Luciferase reporter assays verified that Rac Family Small GTPase 1(Rac1)was a target gene of miR-142-3p.Over-expressed miR-142-3p inhibited NOX2 activity and expression of Rac1 and Rac1-GTPase(its activated form).miR-142-3p antagomirs had opposite effects after oxygen-glucose deprivation/re-oxygenation.Our results indicate that miR-142-3p down-regulates the expression and activation of Rac1,regulates mitochondrial biogenesis and function,and inhibits oxygen-glucose deprivation damage,thus exerting a neuroprotective effect.The experiments were approved by the Committee of Experimental Animal Use and Care of Central South University,China(approval No.201703346)on March 7,2017.展开更多
【目的】以甘肃省河西走廊地区的9个盐碱土壤样品(原生盐碱土、次生盐碱土、农田土)为材料,研究该地区盐碱土壤中微生物群落的多样性。【方法】提取土壤微生物总DNA,应用Illumina Mi Seq高通量测序技术进行分析。【结果】从分布在河西走...【目的】以甘肃省河西走廊地区的9个盐碱土壤样品(原生盐碱土、次生盐碱土、农田土)为材料,研究该地区盐碱土壤中微生物群落的多样性。【方法】提取土壤微生物总DNA,应用Illumina Mi Seq高通量测序技术进行分析。【结果】从分布在河西走廊3个流域的9个盐碱土样品中共获得325 089条微生物的16S r RNA基因序列。冗余分析和热图分析表明,原生盐碱土与次生盐碱土、原生盐碱土与农田土微生物群落构成差异较大,次生盐碱土与农田土微生物群落差异较小。土壤p H对微生物群落组成的影响最显著。多样性指数和稀释性曲线分析得出,在9个土壤样品中,S6号Shannon指数最大,S1号Shannon指数最小,S1号Simpson指数最大,S6号Simpson指数最小,说明原生盐碱土的微生物群落多样性最低,次生盐碱土的微生物群落多样性最高。盐碱土壤中主要的微生物群落包括9个门,其中变形菌门占主导地位,其余依次是放线菌门、拟杆菌门、酸杆菌门、浮霉菌门、绿弯菌门、芽单胞菌门、厚壁菌门和疣微菌门。原生盐碱土和农田土中占优势的微生物群落是变形菌门,次生盐碱土中占优势的微生物群落是放线菌门。【结论】河西走廊地区盐碱土壤中微生物多样性非常丰富,存在大量的微生物类群,尤其是在次生盐碱土壤中。展开更多
文摘滚动轴承是机械设备中的常见关键部件,准确预测其剩余使用寿命对机械设备的安全稳定运行至关重要。针对目前轴承寿命预测存在的轴承退化特征不明显、模型泛化能力差以及数据长期依赖关系难以捕捉的问题,提出基于时频域信号优化器(Time-Frequency domain signal Ratio Optimizer,TFRO)的多重膨胀多核时间卷积网络(Multi inflated Multi kernel Time Convolutional Network,Mi-MkTCN)模型。TFRO优化器为了精准记忆重要信息,在每一个时间节点上,将过去信息和当前信息重组,其中过去信息中的重要的时频域特征经过了有比例的分配。Mi-MkTCN利用多重膨胀确保重要特征不丢失,再利用多核时间卷积网络实现对不同尺度特征的提取。最终的消融对比实验验证了改进方法的有效性,模型的平均绝对误差、均方误差及均方根误差指标分别为0.00145、0.05069和0.12045。实验结果表明,所提方法显著提升了轴承剩余使用寿命的预测精度,为轴承剩余使用寿命预测提供了高精度、高鲁棒性的解决方案。
文摘Myocardial ischemia(MI)is a pathophysiological condition in which the myocardium is unable to maintain normal cardiac function due to insufficient coronary artery blood and oxygen supply,as well as abnormal myocardial energy metabolism[1].Ginsenoside Rbi(Rbi),one of the most abundant natural ingredients in ginseng and Panax notoginseng,has been proven to protect the heart from MI/reperfusion injury(RI)[2].
基金supported by the National Natural Science Foundation of China,No.81771422(to ZY)
文摘Certain microRNAs(miRNAs)can function as neuroprotective factors after reperfusion/ischemia brain injury.miRNA-142-3p can participate in the occurrence and development of tumors and myocardial ischemic injury by negatively regulating the activity of Rac1,but it remains unclear whether miRNA-142-3p also participates in cerebral ischemia/reperfusion injury.In this study,a model of oxygen-glucose deprivation/re-oxygenation in primary cortical neurons was established and the neurons were transfected with miR-142-3p agomirs or miR-142-3p antagomirs.miR-142-3p expression was down-regulated in neurons when exposed to oxygen-glucose deprivation/re-oxygenation.Over-expression of miR-142-3p using its agomir remarkably promoted cell death and apoptosis induced by oxygen-glucose deprivation/re-oxygenation and improved mitochondrial biogenesis and function,including the expression of peroxisome proliferator-activated receptor-γcoactivator-1α,mitochondrial transcription factor A,and nuclear respiratory factor 1.However,the opposite effects were produced if miR-142-3p was inhibited.Luciferase reporter assays verified that Rac Family Small GTPase 1(Rac1)was a target gene of miR-142-3p.Over-expressed miR-142-3p inhibited NOX2 activity and expression of Rac1 and Rac1-GTPase(its activated form).miR-142-3p antagomirs had opposite effects after oxygen-glucose deprivation/re-oxygenation.Our results indicate that miR-142-3p down-regulates the expression and activation of Rac1,regulates mitochondrial biogenesis and function,and inhibits oxygen-glucose deprivation damage,thus exerting a neuroprotective effect.The experiments were approved by the Committee of Experimental Animal Use and Care of Central South University,China(approval No.201703346)on March 7,2017.
文摘【目的】以甘肃省河西走廊地区的9个盐碱土壤样品(原生盐碱土、次生盐碱土、农田土)为材料,研究该地区盐碱土壤中微生物群落的多样性。【方法】提取土壤微生物总DNA,应用Illumina Mi Seq高通量测序技术进行分析。【结果】从分布在河西走廊3个流域的9个盐碱土样品中共获得325 089条微生物的16S r RNA基因序列。冗余分析和热图分析表明,原生盐碱土与次生盐碱土、原生盐碱土与农田土微生物群落构成差异较大,次生盐碱土与农田土微生物群落差异较小。土壤p H对微生物群落组成的影响最显著。多样性指数和稀释性曲线分析得出,在9个土壤样品中,S6号Shannon指数最大,S1号Shannon指数最小,S1号Simpson指数最大,S6号Simpson指数最小,说明原生盐碱土的微生物群落多样性最低,次生盐碱土的微生物群落多样性最高。盐碱土壤中主要的微生物群落包括9个门,其中变形菌门占主导地位,其余依次是放线菌门、拟杆菌门、酸杆菌门、浮霉菌门、绿弯菌门、芽单胞菌门、厚壁菌门和疣微菌门。原生盐碱土和农田土中占优势的微生物群落是变形菌门,次生盐碱土中占优势的微生物群落是放线菌门。【结论】河西走廊地区盐碱土壤中微生物多样性非常丰富,存在大量的微生物类群,尤其是在次生盐碱土壤中。
