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基于时序数据动态天气划分的短期风电功率预测方法 被引量:35
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作者 熊音笛 刘开培 +2 位作者 秦亮 欧阳庭辉 何佳奕 《电网技术》 EI CSCD 北大核心 2019年第9期3353-3359,共7页
依据天气模式分别建立预测模型是短期风电功率预测精细化的有效手段。传统基于聚类划分天气类别的风电功率预测方法,常采取提取特征量的思路“退化”适应聚类方法,而特征量难以全面反映复杂天气的变化信息,会削弱划分的可靠性。为保留... 依据天气模式分别建立预测模型是短期风电功率预测精细化的有效手段。传统基于聚类划分天气类别的风电功率预测方法,常采取提取特征量的思路“退化”适应聚类方法,而特征量难以全面反映复杂天气的变化信息,会削弱划分的可靠性。为保留各天气类型的动态变化性质,提出了一种基于时序数据动态天气划分的风电功率预测方法:采用t-分布邻域嵌入的非线性降维方法对相关气象指标进行降维处理;利用基于改进绝对距离、增速距离、波动距离组合指标的面板数据层次聚类方法对历史天气进行类别划分;针对不同风电天气类型,选取邻近日分别建立基于支持向量机回归的风电功率预测模型。通过甘肃某风电场群数据的验证,与基于特征提取天气划分的风电功率预测方法相比,文中提出方法的精确性有明显改善,验证了该风电功率预测改进方法的有效性。 展开更多
关键词 风电功率预测 风电天气划分 面板数据 层次聚类 支持向量机回归 邻近日
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Response of carrying capacity of piles induced by adjacent Metro tunneling 被引量:6
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作者 YANG Xiao-jie DENG Fei-huang +2 位作者 WU Jia-jia LIU Jian WANG Fu-qiang 《Mining Science and Technology》 EI CAS 2009年第2期176-181,共6页
Construction of tunnels in urban areas requires assessment of the impact of tunneling on the stability and integrity of existing pile foundations. We have focused our attention to the analysis of the carrying capacity... Construction of tunnels in urban areas requires assessment of the impact of tunneling on the stability and integrity of existing pile foundations. We have focused our attention to the analysis of the carrying capacity of pile foundations provided by the impact of construction of urban tunnels on adjacent pile foundations, under the engineering background of the construction of the # 2 Line of the Guangzhou subway. It is carried out using a fast Lagrangian analysis of a continuum in a 3D numerical code, which is an elastoplastic three-dimensional finite difference model, to simulate the response of piles under the entire process of metro tunneling (deactivation of soil element and activation of the lining). The adjacent stratum around the tunnel is classified into three regions: Zone Ⅰ (upper adjacent stratum of tunnel), Zone Ⅱ (45°-upper-lateral adjacent stratum of tunnel) and Zone Ⅲ (lateral adjacent stratum of tunnel). In each region one typical pile is chosen to be calculated and analyzed in detail. Numerical simulations are mainly conducted at three points of each pile shaft: the side-friction force of the pile, the tip resistance of the pile and the axial loading of the pile. A contrasting analysis has been conducted both in the response of typical piles in different regions and from computer calculated values with site monitoring values. The results of numerical simulations show that the impact on carrying capacity of the piles lies mainly in the impact of construction of urban tunnels on the side-friction forces and the tip resistance of piles. The impact differs considerably among the different strata zones where the pile tips are located. The complicated rules of side-friction force and tip resistance of piles has resulted in complicated rules of pile axial loading thus, in the end, it impacts the carrying capacity of pile-foundations. It is necessary to take positive measures, such as stratum grouting stabilization or foundation underpinning, etc, to deal with the carrying capacity and the settlement of pile-foundations. The results are of value to similar engineering projects. 展开更多
关键词 TUNNEL numerical simulation pile foundation carrying capacity of pile axial force of pile side-friction force of pile tipresistance of pile
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Multi-neighboring grids schemes for solving PDE eigen-problems 被引量:5
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作者 SUN JiaChang 《Science China Mathematics》 SCIE 2013年第12期2677-2700,共24页
Instead of most existing postprocessing schemes, a new preprocessing approach, called multi- neighboring grids (MNG), is proposed for solving PDE eigen-problems on an existing grid G(A). The linear or multi-linear... Instead of most existing postprocessing schemes, a new preprocessing approach, called multi- neighboring grids (MNG), is proposed for solving PDE eigen-problems on an existing grid G(A). The linear or multi-linear element, based on box-splines, are taken as the first stage Khuh -λh/1Mh/1Uh. In this paper, the j-th stage neighboring-grid scheme is defined as Khuh λh/j Mh/j Uh = λh/j Mh/j Uh , where gh :- Mh/j-1 Kh/1 and Mhuh is to be found as a better mass distribution over the j-th stage neighboring-grid G(/k), and Kh/1 can be seen as an expansion of Kh on the j-th neighboring-grid with respect to the (j - 1)-th mass distribution Mh_l. It is shown that for an ODE model eigen-problem, the j-th stage scheme with 2j-th order B-spline basis can reach 2j-th order accuracy and even (2j + 2)-th order accuracy by perturbing the mass matrix. The argument can be extended to high dimensions with separable variable cases. For Laplace eigen-problems with some 2-D and 3-D structured uniform grids, some 2j-th order schemes are presented for j ≤ 3. 展开更多
关键词 PDE eigen-problem discrete Rayleigh quotient multi-neighboring grids schemes B-SPLINES
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