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Fuzzy neural network models for liquefaction prediction 总被引:1,自引:0,他引:1
Integrated fuzzy neural network models are developed for the assessment of liquefaction potential of a site. The models are trained with large databases of liquefaction case histories. A two-stage training algorithm is used to develop a fuzzy neural network model. In the preliminary training stage, the training case histories are used to determine initial network parameters. In the final training stage, the training case histories are processed one by one to develop membership functions for the network parameters. During the testing phase, input variables are described in linguistic terms such as ‘high’ and ‘low’. The prediction is made in terms of a liquefaction index representing the degree of liquefaction described in fuzzy terms such as ‘highly likely’, ‘likely’, or ‘unlikely’. The results from the model are compared with actual field observations and misclassified cases are identified. The models are found to have good predictive ability and are expected to be very useful for a preliminary evaluation of liquefaction potential of a site for which the input parameters are not well defined. 相似文献
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Zheng Xilai Halldor Armannsson Li Yongle Qiu Hanxue 《Journal of Volcanology and Geothermal Research》2002,113(1-2)
In this study, representative samples from thermal wells and springs were chemically analyzed and geothermometers were used to calculate the deep temperatures of geothermal reservoirs on the basis of water–mineral equilibrium. In some cases, however, the chemical components are not in equilibrium with the minerals in the reservoir. Therefore, log(Q/K) diagrams are used to study the chemical equilibrium for the minerals that are likely to participate. The Na–K–Mg triangular diagram is also applied to evaluate the equilibrium of water with reservoir rocks. Standard curves at the reference temperatures are prepared to reveal which type of silica geothermometer is appropriate for the specified condition. This study shows that water samples from geothermal wells W9 and W12 are in equilibrium with the selective minerals, and chalcedony may control the fluid–silica equilibrium. It is estimated that there is an exploitable low-temperature reservoir with possible temperatures of 80–90°C in the Guanzhong basin. 相似文献
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坝上高原安固里淖粒度年纹层与环境变化 总被引:9,自引:2,他引:9
在安固里淖湖心区获取一未扰动沉积物样柱,分析发现了由冬季风搬运物与湖心沉积共同形成的粒度年纹层,建立了纹层年表,恢复了安固里淖湖区8507aB.P,以来的环境变化过程。8507-5429aB.P。冬季风活动较弱,后期的所波动;5429-3244aB.P.冬季风活动较强,3244-2494aB.P。冬季风活动减弱;2494-1165aB.P。冬季风活动略有增强;1165aB.P以来,冬季风活动减弱。安固里小淖粒度年纹层反映的冬季风变化情况与我国北方地区同期的环境变化和海平面变化有很好的对应关系。 相似文献
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Based on energy balance equation and mass transfer equation, a general model to estimate actual evaporation from non-saturated
surfaces was derived. Making use of two concepts, “relative evaporation” and “relative drying power”, a relationship was established
to account for the departure from saturated conditions. Using this model, the actual evaporation (evapotranspiration) can
be calculated without the need of potential evaporation estimation. Furthermore, the model requires only a few meteorological
parameters that are readily and routinely obtainable at standard weather stations. Based on nearly 30 years data of 432 meteorological
stations and 512 hydrological stations in China, in combined with GIS, nine typical river basins were selected. Using the
data of the selected river basins, the model was tested. The results show that the actual evaporation rate can be estimated
with an error of less than 10% in most areas of China, except few years in the Yellow River Basin. 相似文献
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冲绳海槽南部沉积层序的粒度特征 总被引:2,自引:1,他引:2
对取自冲绳海槽南部的A2 3孔经前处理后的沉积物样品进行了粒度测试,探讨了陆源沉积层序的粒度特征。沉积物平均粒径、分选系数、偏态、峰态等粒度参数的变化显示出A2 3孔的沉积层序以 4 0 0cm为界可分为上、下两段,下段各参数稳定,代表了比较稳定的水动力条件的沉积环境;上段则波动较大,小规模浊流沉积频繁发育,暗示了不稳定的沉积环境。浊流层内粗粒与细粒组分含量及粒度分布的变化具有明显的规律性。通过分析A2 3孔陆源沉积层序的各沉积参数特征,认为冲绳海槽南部的沉积环境和动力在时间尺度上有较大的变化,东海陆架物质向南部海槽的输运可能是以峡谷为通道的重力作用引起的床底沉积作用为主。另外,对陆源碎屑和全样粒度结果的对比,显示了前处理方法对于海洋沉积物粒度分析的重要性. 相似文献