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根据丰满水库的流域特性,尝试使用BP神经网络模型进行洪水预报。针对随机生成网络权重的盲目性,采用遗传算法进行初始权重优化。通过历史洪水检验,证实此模型在丰满水库的洪水预报中有很高的预报精度和应用价值。 相似文献
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人工神经网络与遗传算法在河道洪水预报中的应用 总被引:3,自引:0,他引:3
在总结大量洪水智能预报实践经验的基础上,主要作了两方面的工作:(1)提出了一种能够进行峰值识别的改进BP算法(Error Back Propagation with Peak Recognizer,简称BPPR),该算法在个性网络权重时偏重大值,即大值误差对权重的个性起主要作用。从而提高模型对洪峰峰值的预报精度。(2)采用遗传算法优化网络的初始权重,以解决BP网络训练容易落入局部极小点的问题。 相似文献
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针对经验预测方法精度不高,传统水文模型应用至小型水库进行洪水预报工作量大、推广较难的问题,引入具有强大特征学习能力的人工神经网络(ANN)方法,结合遗传算法(GA)寻参,对小型水库进行洪水预报。利用GA实现ANN中时间步长和隐含层神经元节点参数自动寻优,可避免寻参盲目性,针对性地为各小型水库构建个性化洪水预报模型。通过构建反向传播(BP)、长短期记忆(LSTM)、门控循环单元(GRU)神经网络洪水预报模型,对实测洪水过程进行模拟对比试验。结果表明:LSTM模型预报精度高、稳定性良好,能学习并模拟实际洪水过程水位变化规律,预报性能优于BP和GRU模型。 相似文献
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以实测样本隶属于某一模型的后验概率为权重,对各模型预报变量的后验分布进行加权平均,获得综合预报变量的概率密度函数,进而推导出均值、方差公式和置信区间。将“基于BP神经网络和遗传算法的分类洪水预报”与“基于贝叶斯模型平均法的多模型组合预报”相结合,实现“洪水分类多模型加权组合预报”。该方法综合考虑了各模型对不同类型洪水的适应条件及多个模型的优势,可同步降低模型参数与模型结构不确定性对预报结果的影响。以大伙房水库为研究区域,采用大伙房水库1960年~2016年的25场历史典型洪水作为本研究的基础资料,分别完成实例验证与分析,效果整体上优于单个模型。 相似文献
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针对水文模型参数的不确定性,对洪水进行分类预报,不同类型洪水采用不同预报参数,旨在提高洪水预报精度。基于BP神经网络模型,依据分类因子选取原则,选取6项具有代表性的影响因子作为模型输入,可将洪水划分成高、中、低3类。基于遗传算法,对3类洪水进行参数率定,获得3组不同的参数组,最终利用训练好的分类预报模型实现不同类型洪水的变参数预报。以大伙房水库25场历史典型洪水进行实例验证与分析,结果表明:分类预报结果的洪峰误差、峰现误差、确定性系数及典型洪水过程的拟合效果明显优于分类前。经训练后的基于BP神经网络与遗传算法的洪水分类预报模型可较好适用于大伙房水库,结果更贴合实测值,效果整体上优于分类前,方法可行、有效。 相似文献
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结合实际资料,以改进的神经网络模型检验了小浪底一花园口区间洪水智能预报方法的可行性和精度的可靠性,并对出现个别较大误差的原因进行了分析。研究结果表明,采用遗传算法优化网络初始权再和引人峰值修正系数的改进BP算法进行洪水预报,其模型合理、算法可靠、精度较高。同时,为充分发挥神经网络对复朵系统映射的优势,建议:①加强水文观测力度,获得较为准确的观测资料,包括连续的水位、流量资料,洪峰传播时间以硬区间人流等;②在实际应用中直接采用当前洪水数据作为训练样本,以使网络更能反映当前洪水的演进规律,并提高预报精度;③开展误差实时修正的研究,将误差修正方法引入到模型中;④扩大建模范围,建立降雨-径流预报模犁,并考虑区间入流情况,以进一步提高网络的预报精度,延长预见期。 相似文献
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改进Elman神经网络在径流预测中的应用 总被引:2,自引:0,他引:2
崔东文 《水利水运工程学报》2013,(2):71-77
针对传统静态前馈神经网络动态性能较差的缺点,提出一种基于遗传算法(GA)优化Elman神经网络连接权值的GA-Elman多元变量年径流预测模型.以新疆伊犁河雅马渡站径流预测为例进行实例分析,并构建传统Elman,传统BP和GA-BP多元变量年径流预测模型作为对比模型,预测结果与文献IEA-BP网络模型预测结果进行对比.结果表明:①GA-Elman模型的拟合及预测效果略优于文献IEA-BP模型,该模型用于多元变量年径流预测是合理可行的,具有较好的预测精度和泛化能力.②在相同网络结构及传递函数等条件下,GA-Elman模型的预测精度和泛化能力优于GA-BP模型,传统Elman模型优于传统BP模型,表明具有适应时变特性的Elman反馈动态递归网络预测性能优于BP网络;GA能有效优化Elman神经网络连接权值,使网络的预测精度和泛化能力有了较大提高. 相似文献
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人工神经网络与遗传算法在多泥沙洪水预报中的应用 总被引:16,自引:6,他引:10
由于水沙作用机制和演进规律的复杂性,以及河道形态变化等因素,多泥沙洪水预报一直是洪水预报的难点,对高含沙洪水快速、准确的预报是多年来国内外专家十分关注的课题。作者采用具有高度非线性识别能力的人工神经网络与遗传算法相结合的方法,探讨了建立智能预报模型的基本方法,进一步对如何提高预报精度的问题进行了研究,并结合黄河洪水预报实例检验了神经网络模型的可行性。检验结果表明,该方法能够较好地识别多泥沙洪水的演进规律,对水位、流量和含沙量都能进行合理预报。 相似文献
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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
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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
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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
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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.
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Translated from élektricheskie Stantsii, No. 2, pp. 26–30 (2008). 相似文献
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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
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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