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基于物理机理引导的数据驱动潮流计算方法 被引量:3
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作者 战鹏祥 黄飞虎 +4 位作者 廖思睿 彭舰 徐文政 李强 张凌浩 《电网技术》 EI CSCD 北大核心 2024年第12期5034-5045,I0051,共13页
随着电力系统可再生能源波动性、负荷随机性等不确定因素的增加,特别是在N-1故障场景下,高效大规模重复潮流计算对于实时安全分析愈发重要。然而,基于物理机理的传统潮流计算方法计算成本较高,运算速度较慢,无法满足实时风险评估需求;... 随着电力系统可再生能源波动性、负荷随机性等不确定因素的增加,特别是在N-1故障场景下,高效大规模重复潮流计算对于实时安全分析愈发重要。然而,基于物理机理的传统潮流计算方法计算成本较高,运算速度较慢,无法满足实时风险评估需求;数据驱动潮流计算方法运算速度较快,但严重依赖数据质量,预测结果与物理机理缺乏一致性,难以应用于实际工业场景。对此,该文在数据驱动模型上引入电力系统领域知识,构建符合物理约束的深度学习模型,提高了模型性能;采用门控机制和正则化策略,将电力系统拓扑结构和物理公式嵌入到深度神经网络结构,使模型能够适应N-1故障场景下网络拓扑结构的变化。该文采用接入新能源的IEEE 14、IEEE 39以及IEEE 300节点系统进行仿真实验,在正常和N-1故障场景中验证模型效果。实验结果表明,该文方法在误差精度和遵守物理约束的程度上,较传统深度学习潮流计算方法均有提升,可以有效地评估系统在不同故障情况下的运行状态,验证了所提方法的有效性。 展开更多
关键词 潮流计算 数据驱动 深度学习 物理机理引导 拓扑门控
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Bone marrow-derived mesenchymal stem cells protect against experimental liver fibrosis in rats 被引量:71
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作者 Dong-ChangZhao Jun-XiaLei +4 位作者 RuiChen Wei-HuaYu Xiu-MingZhang Shu-NongLi pengxiang 《World Journal of Gastroenterology》 SCIE CAS CSCD 2005年第22期3431-3440,共10页
AIM: Recent reports have shown the capacity of mesenchymal stem cells (MSCs) to differentiate into hepatocytes in vitro and in vivo. MSCs administration could repair injured liver, lung, or heart through reducing infl... AIM: Recent reports have shown the capacity of mesenchymal stem cells (MSCs) to differentiate into hepatocytes in vitro and in vivo. MSCs administration could repair injured liver, lung, or heart through reducing inflammation, collagen deposition, and remodeling. These results provide a clue to treatment of liver fibrosis. The aim of this study was to investigate the effect of infusion of bone marrow (BM)-derived MSCs on the experimental liver fibrosis in rats. METHODS: MSCs isolated from BM in male Fischer 344 rats were infused to female Wistar rats induced with carbon tetrachloride (CCI4) or dimethylnitrosamine (DMN). There were two random groups on the 42nd d of CCI4: CCl4/MSCs, to infuse a dose of MSCs alone; CCI4/saline, to infuse the same volume of saline as control. There were another three random groups after exposure to DMN: DMN10/MSCs, to infuse the same dose of MSCs on d 10; DMN10/saline, to infuse the same volume of saline on d 10; DMN20/MSCs, to infuse the same dose of MSCs on d 20. The morphological and behavioral changes of rats were monitored everyday. After 4-6 wk of MSCs administration, all rats were killed and fibrosis index were assessed by histopathology and radioimmunoassay. Smooth muscle alpha-actin (alpha-SMA) of liver were tested by immunohistochemistry and quantified by IBAS 2.5 software. Male rats sex determination region on the Y chromosome (sry) gene were explored by PCR. RESULTS: Compared to controls, infusion of MSCs reduced the mortality rates of incidence in CCl4-induced model (10% vs 20%) and in DMN-induced model (20-40% vs 90%).The amount of collagen deposition and alpha-SMA staining was about 40-50% lower in liver of rats with MSCs than that of rats without MSCs. The similar results were observed in fibrosis index. And the effect of the inhibition of fibrogenesis was greater in DMN10/MSCs than in DMN20/MSCs. The sry gene was positive in the liver of rats with MSCs treatment by PCR. CONCLUSION: MSCs treatment can protect against experimental liver fibrosis in CCMnduced or DMN-induced rats and the mechanisms of the anti-fibrosis by MSCs will be studied further. 展开更多
关键词 Mesenchymal stem cells Liver fibrosis RAT THERAPY
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