为提升输电线路雷击灾害主动防御能力,提出了一种基于深度学习的雷电活动预测方法,提前时间为72 h,时间和空间精度分别为3 h和5 km。基于统一的时空网格完成了预报区域雷电数据的归一化,通过卡方统一性检验提取了与雷电活动强关联的气象参量;建立了雷电发生概率预测深度神经网络模型,采用贝叶斯算法优化了模型超参数组合;建立了落雷次数与雷电流强度的分类预测卷积神经网络模型。算例验证表明,雷电发生概率预测的平均命中率和虚警率分别为69.10%和71.18%,落雷次数和雷电流强度预测命中率的平均值分别为39.03 ...
张永刚 +4 more
doaj
[Differential analysis of gut microbiome in patients with periprosthetic joint infection, aseptic failure, and osteoarthritis]. [PDF]
Muzhabaier K +6 more
europepmc +1 more source
[Mechanism of silibinin in renal injury induced by periodontitis in mice]. [PDF]
Hu M +5 more
europepmc +1 more source
[Analysis of urine biomarkers in urothelial carcinoma based on untargeted metabolomics]. [PDF]
Liu S, Wang M, Wang W.
europepmc +1 more source
[He<b>'</b>s Yangchao recipe ameliorates premature ovarian insuf-ficiency by remodeling intestinal microbiota to promote granulosa cell glycolysis]. [PDF]
Lin F +6 more
europepmc +1 more source
[POEMS syndrome misdiagnosed as systemic sclerosis: A case report]. [PDF]
Liang J, Zhang X, Yao H.
europepmc +1 more source
[Effects of cold atmosphere plasma treatment on the biological behavior of human gingival fibroblasts]. [PDF]
Zheng M +7 more
europepmc +1 more source
[Simultaneous identification and detection of four novel isoxazoline drugs in bovine-origin foods using ultra-high performance liquid chromatography coupled to quadrupole/linear ion trap mass spectrometry]. [PDF]
Yang C +6 more
europepmc +1 more source
[<i>Shenqi Xiezhuo</i> Decoction alleviates renal fibrosis in rats by ameliorating oxidative stress and inflammation through the Rap1/MAPK/FoxO3a signaling pathway]. [PDF]
Lu X +6 more
europepmc +1 more source
±800kV特高压直流换流站金属回线避雷器(简称:EM避雷器)多次故障分析将原因指向能量耐受性能薄弱电阻片(简称:“矮片”)存在导致的避雷器吸收能量崩溃损坏,为解决EM避雷器故障频发问题,利用PSCAD/EMTDC仿真软件研究系统过电压情况,明确EM避雷器运行中的决定性工况,根据实际需求和设计裕度优化EM避雷器的参数配置和结构型式。参数配置方面,依据过电压计算结果,采用能量吸收和保护水平校验方法,建议提高避雷器的参考电压,增加并联元件数量、提升单片电阻片的能量吸收能力;结构优化方面,采用ATP ...
王陆璐 +4 more
doaj

