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The knowledge rules of debris flow event: A case study for investigation Chen Yu Lan River, Taiwan 总被引:1,自引:0,他引:1
Debris flow, one of the most active hydrological processes, brings about a great loss of life and properties in the Chen Yu Lan River area, Nan-Tou County, Taiwan. The goal of this study is to manage and monitor the debris flows in a vast area. Thus, the strategy is to collect hydraulical and in-situ data easily and quickly through our spatial information system. Then, a novel Data Mining technique will be developed to find a rule-based knowledge system of debris flow. The entire study can be divided into two parts. In the first part, using spatial information the debris flow image is extracted from the outbreak area. The system provides precise positional information pertaining to the debris flow events. Attributes such as effective watershed area, Normalized Difference Vegetation Index (NDVI), and slope are automatically obtained from the system. In the second part of this study, K-mean theory is used to classify the observed hydraulical and in-situ data into different categories. Then, the ‘Effective Rough Set’ method is successfully used to analyze the factors influencing the debris flow phenomenon and delivers rational knowledge rules. The contribution of this study is presented that NDVI, slope and effective watershed area are the major factors influencing debris flow in the study area. The knowledge rules can provide better understanding on the elevation of high potential debris catchments. 相似文献
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基于粗糙集理论,以指标集为基础,建立了底板破坏深度影响因素的知识表达系统,提出了规则提取原则,通过粗糙集决策规则的数据处理,得出获得各因素对底板破坏深度的影响顺序为:采深、煤层倾角、工作面斜长、采厚、底板抗破坏能力、工作面是否有切穿型断层或破碎带。由于底板抗破坏能力、工作面是否有切穿型断层或破碎带这些参数难以确定,采用其余4种影响因素建立BP神经网络的预测模型,并根据建立的模型预测肥城煤田的9101和9507工作面的底板破坏深度。通过与实测结果对比,证明该网络模型的计算结果比规程提供的经验公式计算结果更接近实际。 相似文献
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Plane-wave reflection from a rough surface overlying a fluid half-space, with a sound speed distribution subject to a small and random perturbation, is considered. A theory based upon a boundary perturbation method in conjunction with a formulation derived from Green's function for the coherent field in the random medium have been applied to a typical oceanic environment to study their effects on the plane-wave reflection. By considering the coherent field itself, the plane-wave reflection may be obtained straightforwardly through a procedure consistent with the formalisms currently employed in rough surface scattering. The results show that both the rough surface and medium inhomogenieties may reduce the plane-wave reflection, however, the characteristics of the curves representing their effects are different, enabling us to identify the dominant scattering mechanism. The results for the coherent reflection due to the individual scattering mechanism are compatible with those found in the existing literature. 相似文献
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The main purpose of this study is to establish a better understanding of the relationship between drag reduction and surface roughness. Experiments were conducted to measure the force and flow characteristics of a circular cylinder with different types of artificial surface roughness over the range 6 × 103 < Re < 8 × 104 (Re is based on the cylinder diameter D). The roughness cylinder was formed by covering the exterior surface of the cylinder with uniformly distributed (1) sandpaper, (2) netting, and (3) dimples. The roughness coefficient ranged from k/D = 0.0028 to 0.025 (k is the roughness height). A detailed quantitative measurement of the flow field around the cylinder using Particle Imaging Velocimetry (PIV) was carried out. The hydrodynamic force coefficients (drag and lift) of the rough cylinders are compared against those of a smooth cylinder measured under the same flow conditions. It is found that certain configuration of surface roughness significantly reduces the mean drag coefficient of the cylinder, particularly at large Reynolds numbers. In addition, the root-mean-square (r.m.s.) lift coefficient of the rough cylinders is considerably lower than that of a smooth cylinder. 相似文献
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This paper presents laboratory experiments of aerodynamically fully rough, neutral flow over a series of sinusoidal hills. Two sets of hills, with maximum gradients (slopes) of 0.2 (10°) and 0.4 (20°), were considered.The flow remained attached in the former case while separation occurredin the latter. Characteristics of the mean flow and turbulence statistics are discussed and compared with profiles over a flat surface covered with the same roughness as the hills. Comparisons are made with linear theory predictions for the flow in the inner region and aloft. Accurate measurements of the surface pressure were also made, enabling the comparison between the measured pressure drag and predictions from theoretical and computational work with different turbulent closure schemes. Organised secondary flow in the spanwise direction, observed previously in both experimental and computational studies, was also observed here over the small hills. 相似文献
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钠长阳起片岩用于硅酸盐水泥生产具有液相出现早、物料反应能力强、可降低烧成温度等优点,可全部或绝大部分取代粘土、助熔剂、矿化剂以及铁矿石等配料,从而收到节能降耗、稳定和提高水泥质量、保护生态环境、节约矿产资源等方面的效果。由于其组成矿物与水泥石成分相近,且具有径长比较小等特点,当用做非活性混合材时,可起到结晶中心和“加筋”等协同增强作用,掺入量可达15~30%;生产的钠长阳起片岩混合水泥具有早强性能。 相似文献
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矿产信息是各种成矿相关信息的综合体现,为了有效地提取成矿预测综合信息,有必要客观地筛选原始观测信息,突出成矿密切相关的致矿因子。粗糙集不需要数据的附加信息或先验知识,在知识库分类能力不变的前提条件下,删除无关或不重要的属性,能对决策系统进行有效约简。提出基于粗糙集理论进行集成化预测模型研究的新方法,基于粗糙集思想提取与成矿密切相关的特征矿化信息,获取最佳变量组合及区间值,并将其作为参量建立预测模型,结合经典矿床统计预测聚类方法确定代判临界值,及特征分析方法对矿产资源进行定量预测,确立了8个成矿有利单元,与研究区勘查工程资料基本吻合,表明该方法能够有效降噪,简化模型,为靶区预测提供准确的依据。 相似文献
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基于有关粗糙界面的Rayleigh假设,讨论了平面声波按余弦规律快速变化的小尺度粗糙界面上的反射特征.研究表明:这类界面与位于该位置的一个过渡地层的作用相当.该过渡层的厚度为粗糙界面的起伏幅度,速度和密度为上下两层介质相应量的平均值.研究了埋藏很深的微粗糙界面所引起的地震反射(绕射)波的频散特性和走时的构成,即包含零炮检距反射时间、正常时差和界面粗糙时差三部分内容.该粗糙时差与空间坐标和时间坐标无关,与绕射波的阶次有关,绕射波尾随在反射波之后以某一固定的时差出现.且只有当界面的粗糙波长与地震波的波长相当时,才能观测到这类绕射波.该结论为粗糙界面地震反射资料的处理方法提供了理论依据. 相似文献