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基于人工神经网络的供水管网爆管定位方法 被引量:5
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作者 陈海 赵梦珂 +2 位作者 于冰 刘海星 冷祥阳 《水资源研究》 2018年第2期144-153,共10页
供水管网发生爆管事故后,快速确定爆管位置,可以实现迅速抢修,有效降低事故的损失。针对爆管定位问题,本文基于人工神经网络(ANN),建立爆管位置与事故时压力监测点的压力变化率之间的非线性映射关系,构建了ANN爆管定位模型,并选取了... 供水管网发生爆管事故后,快速确定爆管位置,可以实现迅速抢修,有效降低事故的损失。针对爆管定位问题,本文基于人工神经网络(ANN),建立爆管位置与事故时压力监测点的压力变化率之间的非线性映射关系,构建了ANN爆管定位模型,并选取了一个供水管网案例,引入相关系数(R-2)指标评估模型的精度,验证了方法的可行性。此外,分析了不同监测点组合对模型定位精度的影响,发现监测点组合均匀分布在管网内部时,模型定位精度越高。 展开更多
关键词 供水管网 爆管 人工神经网络 定位
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Human neural stem cell-derived extracellular vesicles protect against ischemic stroke by activating the PI3K/AKT/mTOR pathway
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作者 Jiayi Wang Mengke Zhao +5 位作者 Dong Fu Meina Wang Chao Han Zhongyue Lv Liang Wang Jing Liu 《Neural Regeneration Research》 SCIE CAS 2025年第11期3245-3258,共14页
Human neural stem cell-derived extracellular vesicles exhibit analogous functions to their parental cells,and can thus be used as substitutes for stem cells in stem cell therapy,thereby mitigating the risks of stem ce... Human neural stem cell-derived extracellular vesicles exhibit analogous functions to their parental cells,and can thus be used as substitutes for stem cells in stem cell therapy,thereby mitigating the risks of stem cell therapy and advancing the frontiers of stem cell-derived treatments.This lays a foundation for the development of potentially potent new treatment modalities for ischemic stroke.However,the precise mechanisms underlying the efficacy and safety of human neural stem cell-derived extracellular vesicles remain unclear,presenting challenges for clinical translation.To promote the translation of therapy based on human neural stem cell-derived extracellular vesicles from the bench to the bedside,we conducted a comprehensive preclinical study to evaluate the efficacy and safety of human neural stem cell-derived extracellular vesicles in the treatment of ischemic stroke.We found that administration of human neural stem cell-derived extracellular vesicles to an ischemic stroke rat model reduced the volume of cerebral infarction and promoted functional recovery by alleviating neuronal apoptosis.The human neural stem cell-derived extracellular vesicles reduced neuronal apoptosis by enhancing phosphorylation of phosphoinositide 3-kinase,mammalian target of rapamycin,and protein kinase B,and these effects were reversed by treatment with a phosphoinositide 3-kinase inhibitor.These findings suggest that human neural stem cell-derived extracellular vesicles play a neuroprotective role in ischemic stroke through activation of phosphoinositide 3-kinase/protein kinase B/mammalian target of rapamycin signaling pathway.Finally,we showed that human neural stem cell-derived extracellular vesicles have a good in vivo safety profile.Therefore,human neural stem cell-derived extracellular vesicles are a promising potential agent for the treatment of ischemic stroke. 展开更多
关键词 behavior exosome extracellular vesicles ischemic stroke mammalian target of rapamycin(mTOR) middle cerebral artery occlusion neural stem cells neuronal apoptosis phosphoinositide 3-kinase(PI3K) protein kinase B(AKT)
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