The"9.5"Luding earthquake(Ms 6.8),which occurred on September 5,2022,has triggered thousands of landslides,and caused coseismic landslide sediment in the mountain basin to increase significantly.After the Lu...The"9.5"Luding earthquake(Ms 6.8),which occurred on September 5,2022,has triggered thousands of landslides,and caused coseismic landslide sediment in the mountain basin to increase significantly.After the Luding earthquake,landslide sediment may continue to divert to channels,and increase the activity of debris flows.Importantly,the formation of debris flows can pose a major threat to infrastructure,lives and property.To better understand the landslide sediment that increased by the"9.5"Luding earthquake and its impact on the activity of debris flows,we mapped the coseismic landslide database using satellite images.A total of9142 landslides with an area of 49.51 km^(2),covering4.81%of the whole basin,were triggered by the Luding earthquake.The coseismic landslides induced by this earthquake are dominated by shallow landslides and are densely distributed in the combined zone of the Xianshuihe fault and the Daduhe fault.Approximately 333.31×10^(6)m^(3)(error:111.43×10^(6)m^(3)/-70.73×10^(6)m^(3))of coseismic landslide sediments were induced by the earthquake in the epicenter,and the landslide materials were concentrated downstream of the basins.In addition.more than 13986.45×10^(4)m^(3)(error:4675.67×10^(4)m^(3)/-2967.92×10^(4)m^(3))of landslide sediment may supply for debris flow occurrence.Simultaneously,the small basins that are distributed near Moxi,Detuo and the junction of the Xianshuihe fault and Daduhe fault are more susceptible to debris flows when rainstorms hit these regions.Therefore,prevention and mitigation measures,early warning,and land use planning should be adopted in advance in these regions.However,from the perspectives of landslide scale and the degree of landslide-channel coupling,the activity or active intensity of debris flows in the Luding earthquake area may be lower than that in the epicenter area of the 2008 Wenchuan earthquake.展开更多
Hydrothermal treatment has been widely applied in the synthesis of well crystalline calcium silicate hydrate（CSH）, such as tobermorite and xonotlite. However, both morphology and crystallinity of CSH are greatly aff...Hydrothermal treatment has been widely applied in the synthesis of well crystalline calcium silicate hydrate（CSH）, such as tobermorite and xonotlite. However, both morphology and crystallinity of CSH are greatly affected by the conditions of hydrothermal treatment including siliceous materials, temperature increase rate and isothermal periods. In this study, the influence of hydrothermal conditions on the growth of nano-crystalline CSH was investigated based on XRD analysis. Results showed that siliceous materials with amorphous nature（i e, nano silica powder） are beneficial to synthesize pure amorphous CSH, while the use of more crystallized siliceous materials（i e, diatomite and quartz powder） leads to producing crystalline CSH. Results also indicate that the formation of tobermorite and xonotlite is greatly affected by the temperature rise rate during hydrothermal treatment.展开更多
消除客流数据随机噪声和确定神经网络超参数是城市轨道交通短时客流预测组合模型需要解决的关键问题。基于弱化客流数据噪声的自适应噪声完全集成经验模式分解算法(CEEMDAN)将客流时序数据分解为若干个频率和复杂度均不同的固有模态函...消除客流数据随机噪声和确定神经网络超参数是城市轨道交通短时客流预测组合模型需要解决的关键问题。基于弱化客流数据噪声的自适应噪声完全集成经验模式分解算法(CEEMDAN)将客流时序数据分解为若干个频率和复杂度均不同的固有模态函数分量和剩余分量后,利用引入自适应策略的改进粒子群算法(IPSO)动态求解长短期记忆神经网络(LSTM)超参数的最优值,构建CEEMDAN-IPSO-LSTM组合模型预测城市轨道交通短时客流量。以广州地铁杨箕站自动售检票系统采集的历史进(出)站客流数据为例进行实验,研究结果表明:IPSO算法较PSO算法在基准测试函数Sphere,Sum Squars,Sum of Different Power,Rosenbrock,Rastigrin,Ackley,Griewank和Penalized上的最小值、最大值、平均值和标准差均更接近最佳优化值,CEEMDAN-IPSO-LSTM模型较LSTM模型、CEEMDAN-LSTM模型、CEEMDAN-PSO-LSTM模型的全月全日进(出)站的预测误差评价指标SD,RMSE,MAE和MAPE分别降低了12~40人次(13~35人次)、13~44人次(12~35人次)、6~37人次(12~31人次)和5.08%~46.89%(6.5%~35.1%),R和R2分别提高了0.07%~2.32%(0.86%~3.63%)和0.13%~2.19%(0.67%~1.67%),同时在工作日不同时段和非工作日全日的预测性能均达到最优效果。IPSO算法的收敛速度和参数寻优精度均优于PSO算法,且CEEMDAN-IPSO-LSTM模型可应用于城市轨道交通短时客流量的精确预测,同时可为设计规划线网路线、缓解交通压力、提高乘客出行服务质量等提供基础数据支撑。展开更多
基金financially supported by the National Natural Science Foundation of China(Grant No.U21A2008)the Second Tibetan Plateau Scientific Expedition and Research Program(STEP)(Grant No.2019QZKK0902)+1 种基金Science and Technology Project of Tibet Autonomous Region(Grant No.XZ202101ZD0001G)CAS Light of West China Program。
文摘The"9.5"Luding earthquake(Ms 6.8),which occurred on September 5,2022,has triggered thousands of landslides,and caused coseismic landslide sediment in the mountain basin to increase significantly.After the Luding earthquake,landslide sediment may continue to divert to channels,and increase the activity of debris flows.Importantly,the formation of debris flows can pose a major threat to infrastructure,lives and property.To better understand the landslide sediment that increased by the"9.5"Luding earthquake and its impact on the activity of debris flows,we mapped the coseismic landslide database using satellite images.A total of9142 landslides with an area of 49.51 km^(2),covering4.81%of the whole basin,were triggered by the Luding earthquake.The coseismic landslides induced by this earthquake are dominated by shallow landslides and are densely distributed in the combined zone of the Xianshuihe fault and the Daduhe fault.Approximately 333.31×10^(6)m^(3)(error:111.43×10^(6)m^(3)/-70.73×10^(6)m^(3))of coseismic landslide sediments were induced by the earthquake in the epicenter,and the landslide materials were concentrated downstream of the basins.In addition.more than 13986.45×10^(4)m^(3)(error:4675.67×10^(4)m^(3)/-2967.92×10^(4)m^(3))of landslide sediment may supply for debris flow occurrence.Simultaneously,the small basins that are distributed near Moxi,Detuo and the junction of the Xianshuihe fault and Daduhe fault are more susceptible to debris flows when rainstorms hit these regions.Therefore,prevention and mitigation measures,early warning,and land use planning should be adopted in advance in these regions.However,from the perspectives of landslide scale and the degree of landslide-channel coupling,the activity or active intensity of debris flows in the Luding earthquake area may be lower than that in the epicenter area of the 2008 Wenchuan earthquake.
基金Funded by the Fundamental Research Funds for the Central Universities(No.2018CDXYCL0018)the National Natural Science Foundation of China(NSFC)(No.51678093)the National Youth Fund(No.51402029)
文摘Hydrothermal treatment has been widely applied in the synthesis of well crystalline calcium silicate hydrate（CSH）, such as tobermorite and xonotlite. However, both morphology and crystallinity of CSH are greatly affected by the conditions of hydrothermal treatment including siliceous materials, temperature increase rate and isothermal periods. In this study, the influence of hydrothermal conditions on the growth of nano-crystalline CSH was investigated based on XRD analysis. Results showed that siliceous materials with amorphous nature（i e, nano silica powder） are beneficial to synthesize pure amorphous CSH, while the use of more crystallized siliceous materials（i e, diatomite and quartz powder） leads to producing crystalline CSH. Results also indicate that the formation of tobermorite and xonotlite is greatly affected by the temperature rise rate during hydrothermal treatment.
文摘消除客流数据随机噪声和确定神经网络超参数是城市轨道交通短时客流预测组合模型需要解决的关键问题。基于弱化客流数据噪声的自适应噪声完全集成经验模式分解算法(CEEMDAN)将客流时序数据分解为若干个频率和复杂度均不同的固有模态函数分量和剩余分量后,利用引入自适应策略的改进粒子群算法(IPSO)动态求解长短期记忆神经网络(LSTM)超参数的最优值,构建CEEMDAN-IPSO-LSTM组合模型预测城市轨道交通短时客流量。以广州地铁杨箕站自动售检票系统采集的历史进(出)站客流数据为例进行实验,研究结果表明:IPSO算法较PSO算法在基准测试函数Sphere,Sum Squars,Sum of Different Power,Rosenbrock,Rastigrin,Ackley,Griewank和Penalized上的最小值、最大值、平均值和标准差均更接近最佳优化值,CEEMDAN-IPSO-LSTM模型较LSTM模型、CEEMDAN-LSTM模型、CEEMDAN-PSO-LSTM模型的全月全日进(出)站的预测误差评价指标SD,RMSE,MAE和MAPE分别降低了12~40人次(13~35人次)、13~44人次(12~35人次)、6~37人次(12~31人次)和5.08%~46.89%(6.5%~35.1%),R和R2分别提高了0.07%~2.32%(0.86%~3.63%)和0.13%~2.19%(0.67%~1.67%),同时在工作日不同时段和非工作日全日的预测性能均达到最优效果。IPSO算法的收敛速度和参数寻优精度均优于PSO算法,且CEEMDAN-IPSO-LSTM模型可应用于城市轨道交通短时客流量的精确预测,同时可为设计规划线网路线、缓解交通压力、提高乘客出行服务质量等提供基础数据支撑。
