共查询到20条相似文献,搜索用时 171 毫秒
1.
为探讨深度学习方法在小流域实时精细化径流预报中的适用性,建立了基于长短时记忆网络(LSTM)的英格兰北威克试验站小流域实时径流预报模型。借助深度学习框架Tensorflow,采用LSTM识别输入特征及输入输出间的复杂非线性关系,将逐时段流域径流、前期降雨及气温三要素作为输入,分析了多种输入组合和多个时间步长的实时径流预报效果。结果表明:基于LSTM的模型在各子流域的径流预报效果较好,训练期和验证期的纳什系数均高于0.90,该模型可用于研究区的实时径流预报,可为流域防洪调度提供技术支撑。 相似文献
2.
3.
基于Matlab神经网络的流域年径流量预测 总被引:2,自引:0,他引:2
阐述了运用人工神经网络模型对流域年径流量径流序列做出预报,表明人工神经网络模型在水文预报中具有一定的优势。通过BP神经网络算法得到了适合该神经网络模型的训练算法。以渔峡口站年径流量实测序列为研究对象,在数值试验的基础上建立了年径流序列预报的人工神经网络预报模型结构,提高了该模型的预报准确性。 相似文献
4.
将人工神经网络技术应用于径流水量还原计算.建立起径流水量还原计算的BP网络模型。利用山西省第二次水费源评价1980~1999年的单站费料,对所建立的BP网络模型进行训练和检验.所得结果精度完全满足要求,为水量还原计算提供一种新的思路。 相似文献
5.
6.
近年来人工神经网络(ANN)在水文预测和水文分析中的应用越来越多,其中BP网络的应用尤为广泛,不少学者提出了很多基于改进算法的BP网络。通过研究,从改进网络结构出发,首次建立了带偏差单元的递归神经网络,并将它用于径流预测。应用实例表明,该结构的网络模型,通过改进网络结构,能很好地克服原BP模型收敛速度慢,网络学习,记忆不稳定等缺点。拟合,预报精度较原BP模型均有较大提高。 相似文献
7.
基于人工神经网络的非线性映射能力,应用Matlab7.1网络仿真平台,结合辽宁省白石水库多年大坝位移实测数据,建立了3种不同改进BP算法的多层前馈神经网络模型。并通过LM算法、BR算法、GDX算法的BP网络模型的拟合、预报结果,对3种模型的应用效果进行了比较分析,得出了LM算法的BP网络更适合用于建立坝顶位移监控模型的结论,以实现对大坝位移实时、有效的监控。 相似文献
8.
9.
10.
基于遗传算法的模糊优选BP网络模型及其应用 总被引:12,自引:2,他引:10
在模糊优选BP神经网络模型的基础上,引入遗传算法,提出融入遗传算法的模糊优选神经网络预测模型,是对模糊优选BP神经网络模型的进一步发展。其基本思路是:在BP算法训练网络出现收敛速度缓慢时启用遗传算法优化网络的运行参数,把优化的结果作为BP算法的初始值再用BP算法训练网络,这样交替运行BP算法和遗传算法,直到达到问题要求的精度。在新疆雅马渡站年径流量的预报中,预测模型在预报精度和算法的收敛速度方面都达到了较好的效果。 相似文献
11.
根据冗各电站地下厂房开挖支护的施工顺序,以隐式杆单元模拟锚杆,以壳单元模拟混凝土喷层,采用三维非线性有限元技术,对洞室群的开挖支护动态过程进行了模拟计算。通过三维非线性有限元计算分析得到:洞室群动态开挖过程中围岩应力变形的分布规律,围岩塑性区的发展规律,锚杆受力变化情况。计算结果表明:整个开挖过程中,洞周围岩位移变化规律正常,量值较小,塑性区主要分布在洞室周边,围岩稳定性较好;但在洞室交叉口处围岩的变形较大,出现较大范围的塑性区,在此基础上提出了支护措施优化方案,并对优化方案的效果进行了评价。 相似文献
12.
The relocation of unionacean mussels is commonly used as a conservation and management tool in large rivers and streams. Relocation has been used to recolonize areas where mussel populations have been eliminated by prior pollution events, to remove mussels from construction zones and to re-establish populations of endangered species. More recently, relocation has been used to protect native freshwater mussels from colonization by the exotic zebra mussel Dreissena polymorpha. We conducted a literature review of mussel relocations and evaluated their relative success as a conservation and management strategy. We found that 43% of all relocations were conducted because of construction projects that were forced to comply with the Endangered Species Act 1973 and that only 16% were monitored for five or more consecutive years. Most (43%) relocation projects were conducted from July to September, presumably a period when reproductive stress is relatively low for most species and the metabolic rate is sufficient for reburrowing in the substrate. The mortality of relocated mussels was unreported in 27% of projects; reported mortality varied widely among projects and species and was difficult to assess. The mean mortality of relocated mussels was 49% based on an average recovery rate of 43%. There is little guidance on the methods for relocation or for monitoring the subsequent long-term status of relocated mussels. Based on this evaluation, research is needed to develop criteria for selecting a suitable relocation site and to establish appropriate methods and guidelines for conducting relocation projects. 相似文献
13.
14.
15.
In the lower River Murray, Australia, populations of gastropods have declined markedly over the past 40 years. Of the native fauna of about 18 species, only the ancylid Ferrissia petterdi remains common (but in patches), and another five species feature in sporadic local resurgences. Until recently the viviparid Notopala was thought to be extinct. The introduced physid Physa acuta is widespread, but in low numbers. The decline probably is associated with flow regulation, high turbidity and the introduction of common carp. Snail populations have persisted, however, in irrigation pipelines fed from the river, where they periodically cause blockages. This paper reports the discovery of the only known populaion of Notopala hanleyi in a pipeline where the inner wall accumulates microbial and other organic matter, providing high quality food for snails. In the Murray before regulation most of the periphytic biomass was probably microbial, as fluctuating water levels would have maintained littoral communities in a highly productive, early state of succession his postulated that, by stabilizing seasonal water levels, regulation has promoted the production of filamentous green algae, an inferior food source, and so displaced snail populations from the open aquatic environment. 相似文献
16.
17.
18.
V. K. Konovalov O. V. Yashkin V. V. Ermakov 《Power Technology and Engineering (formerly Hydrotechnical Construction)》2008,42(2):105-109
A system for removal and pneumatic transport of fly ash is examined, in which air pulses act on batches (pistons) of ash formed
in a duct. Studies are made of the effect of several physical parameters on the force required to displace a piston of ash
and these serve as a basis for choosing a system for removal and pneumatic transport of ash simultaneously from several hoppers
of an electric precipitator. This makes it possible to separate the ash particles according to size without introducing additional
components. Formulas are given for calculating the structural and dynamic parameters of this system and measurements of indirect
dynamic parameters are used to calculate the input-output characteristics of the system. In order to optimize the system,
configurations for summing several ducts into a single transport duct for pneumatic ash transport are proposed. Some variants
of dry ash utilization and the advantages of producing of size-separated particles are considered.
__________
Translated from élektricheskie Stantsii, No. 2, pp. 26–30 (2008). 相似文献
19.
Peter B. Bayley 《河流研究与利用》1991,6(2):75-86
The ‘flood pulse advantage’ is the amount by which fish yield per unit mean water area is increased by a natural, predictable flood pulse. Evidence for this increase is presented from tropical and temperate fisheries. It is argued that increasing multispecies fish yield by restoring the natural hydrological regime is consistent with increasing production of other trophic levels and with restoration from ecological and aesthetic viewpoints. When applied to a river-floodplain system, this restoration would provide a large, self-sustaining potential for recreation, commercial exploitation, and flood control. An interim ‘natural flood pulse’ restoration approach is proposed for systems modified for navigation. This approach approximates the natural hydrological regime in a river reach and is intended as a first step in the long process of restoring the watershed. 相似文献
20.
简述天湖水电站投运以来各种故障的表现形式,分析其原因,提出了相应的处理方法及措施,并对合理利用国内外设备提出建议。 相似文献