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Transformer real-time reliability model based on operating conditions 被引量:10
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作者 HE Jian CHENG Lin SUN Yuan-zhang 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2007年第3期378-383,共6页
Operational reliability evaluation theory reflects real-time reliability level of power system. The component failure rate varies with operating conditions. The impact of real-time operating conditions such as ambient... Operational reliability evaluation theory reflects real-time reliability level of power system. The component failure rate varies with operating conditions. The impact of real-time operating conditions such as ambient temperature and transformer MVA (megavolt-ampere) loading on transformer insulation life is studied in this paper. The formula of transformer failure rate based on the winding hottest-spot temperature (HST) is given. Thus the real-time reliability model of transformer based on oper- ating conditions is presented. The work is illustrated using the 1979 IEEE Reliability Test System. The changes of operating conditions are simulated by using hourly load curve and temperature curve, so the curves of real-time reliability indices are ob- tained by using operational reliability evaluation. 展开更多
关键词 Operational reliability Real-time reliability model transformer winding hottest-pot temperature (HST)
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考虑特征重组与改进Transformer的风电功率短期日前预测方法 被引量:5
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作者 李练兵 高国强 +3 位作者 吴伟强 魏玉憧 卢盛欣 梁纪峰 《电网技术》 EI CSCD 北大核心 2024年第4期1466-1476,I0025,I0027-I0029,共15页
短期日前风电功率预测对电力系统调度计划制定有重要意义,该文为提高风电功率预测的准确性,提出了一种基于Transformer的预测模型Powerformer。模型通过因果注意力机制挖掘序列的时序依赖;通过去平稳化模块优化因果注意力以提高数据本... 短期日前风电功率预测对电力系统调度计划制定有重要意义,该文为提高风电功率预测的准确性,提出了一种基于Transformer的预测模型Powerformer。模型通过因果注意力机制挖掘序列的时序依赖;通过去平稳化模块优化因果注意力以提高数据本身的可预测性;通过设计趋势增强和周期增强模块提高模型的预测能力;通过改进解码器的多头注意力层,使模型提取周期特征和趋势特征。该文首先对风电数据进行预处理,采用完全自适应噪声集合经验模态分解(complete ensemble empirical mode decomposition with adaptive noise,CEEMDAN)将风电数据序列分解为不同频率的本征模态函数并计算其样本熵,使得风电功率序列重组为周期序列和趋势序列,然后将序列输入到Powerformer模型,实现对风电功率短期日前准确预测。结果表明,虽然训练时间长于已有预测模型,但Poweformer模型预测精度得到提升;同时,消融实验结果验证了模型各模块的必要性和有效性,具有一定的应用价值。 展开更多
关键词 风电功率预测 特征重组 transformer模型 注意力机制 周期趋势增强
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基于非平稳Transformer的超短期风电功率多步预测 被引量:4
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作者 张亚丽 王聪 +2 位作者 张宏立 马萍 李新凯 《智慧电力》 北大核心 2024年第1期108-115,共8页
针对风电预测中波动性和随机性造成的风电功率多步预测精确度不高的问题,提出一种基于非平稳Transformer的超短期风电功率多步预测模型。利用皮尔逊相关系数法(PCC)和主成分分析法(PCA)对风电功率及其影响因素的分析确定输入数据,结合... 针对风电预测中波动性和随机性造成的风电功率多步预测精确度不高的问题,提出一种基于非平稳Transformer的超短期风电功率多步预测模型。利用皮尔逊相关系数法(PCC)和主成分分析法(PCA)对风电功率及其影响因素的分析确定输入数据,结合可以提升非平稳时序预测效果的非平稳Transformer模型,高效充分地挖掘输入数据与输出功率的复杂关系,构建风电功率超短期预测模型。实例分析表明,所提方法对不同预测步长下的风电功率进行预测时均具有较高的预测精度,且预测结果更稳定。 展开更多
关键词 风电功率 预测 皮尔逊相关系数 主成分分析 非平稳transformer模型
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基于对抗训练与Transformer的风力发电机故障分类方法
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作者 王言国 吕鹏远 +4 位作者 兰金江 刘明哲 秦冠军 张硕桦 周宇 《计算机工程》 CAS CSCD 北大核心 2024年第9期377-384,共8页
风力发电机故障分类的复杂性和多样性严重影响风能发电效率,传统的人工方法效率低下,准确率较低,已有的深度学习模型在真实环境中易受数据噪声干扰而表现不佳。为提升风力发电机故障分类模型在真实环境下的分类性能与鲁棒性,提出一种基... 风力发电机故障分类的复杂性和多样性严重影响风能发电效率,传统的人工方法效率低下,准确率较低,已有的深度学习模型在真实环境中易受数据噪声干扰而表现不佳。为提升风力发电机故障分类模型在真实环境下的分类性能与鲁棒性,提出一种基于对抗训练与Transformer的故障分类方法。首先通过引入一维卷积与门控线性单元(GLU)增强注意力机制对局部特征的学习,保留易被忽略的局部信息,提升模型对于局部特征的敏感度。其次结合限制因子约束对抗样本,提高对抗样本产生的准确性。最后在消除错误样本的同时反馈生成过程,使其具备更好的抗干扰能力。实验结果表明,与5种常用的分类模型相比,所提模型分类性能平均提升7.76%,与真实结果之间的误差最小。局部增强的注意力机制和所提的对抗训练方法分别使模型的分类性能平均提升4.51%、4.95%。所提模型在10%~20%噪声环境中仍保持较好性能,增强了其在真实环境中的稳定性。该方法在提高分类准确率的同时使模型具备更强的泛化能力,对于提升风力发电机故障分类性能与鲁棒性具有重要意义。 展开更多
关键词 风力发电机 门控线性单元 transformer模型 对抗训练 故障分类
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Wavelet-Based Nonstationary Wind Speed Model in Dongting Lake Cable-Stayed Bridge 被引量:3
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作者 Xuhui He Jun Fang +1 位作者 Andrew Scanlon Zhengqing Chen 《Engineering(科研)》 2010年第11期895-903,共9页
The wind-rain induced vibration phenomena in the Dongting Lake Bridge (DLB) can be observed every year, and the field measurements of wind speed data of the bridge are usually nonstationary. Nonstationary wind speed c... The wind-rain induced vibration phenomena in the Dongting Lake Bridge (DLB) can be observed every year, and the field measurements of wind speed data of the bridge are usually nonstationary. Nonstationary wind speed can be decomposed into a deterministic time-varying mean wind speed and a zero-mean stationary fluctuating wind speed component. By using wavelet transform (WT), the time-varying mean wind speed is extracted and a nonstationary wind speed model is proposed in this paper. The wind characteristics of turbulence intensity, integral scale and probability distribution of the bridge are calculated from the typical wind samples recorded by the two anemometers installed on the DLB using the proposed nonstationary wind speed model based on WT. The calculated results are compared with those calculated by the empirical mode decomposition (EMD) and traditional approaches. The compared results indicate that the wavelet-based nonstationary wind speed model is more reasonable and appropriate than the EMD-based nonstationary and traditional stationary models for characterizing wind speed in analysis of wind-rain-induced vibration of cables. 展开更多
关键词 Time-Varying Mean wind SPEED NONSTATIONARY wind SPEED model CABLE-STAYED Bridge Wavelet transform (WT) wind Characteristic wind-Rain-Induced Vibration
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Aeroelastic modeling of wind loading on a cable-net supported glass wall 被引量:1
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作者 Zhifu Gu Letian Yang Yan Li Bin Chen 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2010年第3期409-415,共7页
Wind loading study on a cable-net supported glass wall is conducted by means of wind tunnel tests. An equiva- lent aeroelastic model is designed and constructed. Response of displacements of the wall is measured and a... Wind loading study on a cable-net supported glass wall is conducted by means of wind tunnel tests. An equiva- lent aeroelastic model is designed and constructed. Response of displacements of the wall is measured and analyzed. In order to design a glass wall under wind loading, the "wind- vibration factor" is estimated and discussed. In fact, the mech- anism of wind acting on the wall is commonly known not only as positive pressure, but also as negative pressure caused by the flow separation on the corners of the building. Due to the diffidence in the mechanism of wind acting, two typi- cal response cases are classified. The results show that the dynamic response of the structure caused by the negative pressure is stronger than that of the positive pressure case. To determine the aerodynamic wind loading on a flexible part of structure on a building, wind tunnel study may be useful and play an important role. 展开更多
关键词 wind tunnel study Cable-net supported glasswall - wind-vibration factor Aeroelastic model
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基于轻量化Transformer模型的多变量风电功率预测
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作者 宋倩 蓝俊欢 《现代信息科技》 2024年第16期141-145,共5页
风电功率预测对电力调度和新能源管理极为重要。为准确高效预测多变量风电功率,提出一种基于轻量化Transformer(Light Transformer)的风电功率预测方法。首先,采用滚动序列建模方法,确定输入数据,然后采用Transformer预测模型,改进和精... 风电功率预测对电力调度和新能源管理极为重要。为准确高效预测多变量风电功率,提出一种基于轻量化Transformer(Light Transformer)的风电功率预测方法。首先,采用滚动序列建模方法,确定输入数据,然后采用Transformer预测模型,改进和精简原始结构,在前馈网络模块中使用GeLU激活函数来代替传统的ReLU激活函数,提升模型的质量,轻量化网络结构,利用多头注意力机制,加快模型训练速度,提升预测模型精度。 展开更多
关键词 轻量化transformer模型 风电功率 激活函数
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Modelling and Parameters Identification of Through-Hole Type Wind Turbine Contactless Sliprings
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作者 Ali Abdolkhani Aiguo Patrick Hu Nirmal C.-K. Nair 《Engineering(科研)》 2012年第5期272-283,共12页
This paper presents a modelling and parameter identification of through-hole type contactless slipring systems for transferring electrical power for wind turbine pitch control. An equivalent circuit model has been dev... This paper presents a modelling and parameter identification of through-hole type contactless slipring systems for transferring electrical power for wind turbine pitch control. An equivalent circuit model has been developed from the physical structure and dimensions of the contactless slipring using the duality rules, which is very different form traditional transformer. The circuit inductances are determined by the derived expressions from the system reluctances. In particular, the equivalent resistance representing the core loss of the slipring has been determined using phasor diagram of exciting current. FEM (Finite Element Method) models and practical prototypes are developed for testing and verifycations. Both simulation and experimental results have shown that the developed model gives truthful values for numerical calculations in order to obtain the equivalent electric circuit. The effect of fringing flux around the air gap on mutual inductance and the ways of correcting its effects are analysed. The obtained values have shown that the developed models and derived equations are with high accuracy as compared to the FEM simulation and experimental results. 展开更多
关键词 CSS (Contactless Slipring Systems) transformer modeling CONTACTLESS Power Transfer wind TURBINE PITCH Control
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面向数字孪生模型应用的油浸式变压器绕组温度POD-RBFLP降阶计算方法
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作者 刘刚 胡万君 +4 位作者 郝世缘 高成龙 武卫革 刘云鹏 李琳 《中国电机工程学报》 EI CSCD 北大核心 2024年第11期4566-4578,I0034,共14页
了解油浸式电力变压器绕组的温度情况是保证其运行稳定性的关键,也是当前针对油浸式变压器数字孪生分析的必然需求。为了快速地获得变压器绕组的稳态温度,该文提出一种基于本征正交分解(proper orthogonal decomposition,POD)和包含线... 了解油浸式电力变压器绕组的温度情况是保证其运行稳定性的关键,也是当前针对油浸式变压器数字孪生分析的必然需求。为了快速地获得变压器绕组的稳态温度,该文提出一种基于本征正交分解(proper orthogonal decomposition,POD)和包含线性多项式的径向基函数响应面法(radial basis function response surface method including linear polynomial,RBFLP)的降阶计算模型。首先,讨论POD方法的降阶特性,并设计一种基于留一法交叉验证的自适应获得快照矩阵方法,以提高计算精度及效率;其次,采用响应面方法建立POD模态系数与绕组工况的相关关系,旨在实现通过绕组工况快速获得POD模态系数,从而跳过对降阶模型的复杂非线性计算,进而高效重构绕组温度场。相关算例表明,该方法具有较好的计算精度和效率,在50组测试工况下,与全阶计算相比,误差不超过2.5 K,且总计算时间仅为1.45 s;最后,基于110 kV变压器绕组搭建温升试验平台,试验结果表明,降阶计算结果相较于试验结果,平均计算误差不超过2 K,且单步计算时间仅为0.03 s,相较于同等规模的全阶计算,计算效率有较大幅度地提升。 展开更多
关键词 油浸式电力变压器 绕组稳态温度 本征正交分解 包含线性多项式的径向基函数响应面 降阶模型
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考虑多绕组耦合的Sen Transformer电磁解析模型 被引量:9
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作者 潘宇航 韩松 冯金铃 《高电压技术》 EI CAS CSCD 北大核心 2020年第6期2131-2138,共8页
为剖析Sen Transformer(ST)的内部特性,提出了一种适用于三相三柱式变压器结构的考虑多绕组耦合的ST电磁解析模型。一方面,从ST的电磁耦合关系出发,基于统一电磁等值电路推导了由自感系数和互感系数构成的ST电磁耦合模型。另一方面,从S... 为剖析Sen Transformer(ST)的内部特性,提出了一种适用于三相三柱式变压器结构的考虑多绕组耦合的ST电磁解析模型。一方面,从ST的电磁耦合关系出发,基于统一电磁等值电路推导了由自感系数和互感系数构成的ST电磁耦合模型。另一方面,从ST与外接等值系统的电气连接关系出发,推导了ST的内部电压和电流的电气解析模型。进而形成了由上述电磁耦合模型与电气解析模型构成的该类考虑多绕组耦合的ST电磁解析模型。最后,借助MATLAB软件,以一个三相三柱式ST为例,通过比较其电磁解析计算结果和现有ST串联电压补偿时域仿真结果发现,仅有个别绕组电压和支路电流有较明显的差异,但幅值差异≤6%,相角差异≤7°。该结果表明,多绕组磁耦合对于此类ST影响不大,但不宜忽视;且所提模型通过其磁路的不对称性表征,能更精确地反映其内部电磁特性。 展开更多
关键词 Sen transformer 多绕组耦合 统一电磁等值电路 电磁解析模型 串联电压补偿
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Probabilistic Load Flow Calculation of Power System Integrated with Wind Farm Based on Kriging Model
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作者 Lu Li Yuzhen Fan +1 位作者 Xinglang Su Gefei Qiu 《Energy Engineering》 EI 2021年第3期565-580,共16页
Because of the randomness and uncertainty,integration of large-scale wind farms in a power system will exert significant influences on the distribution of power flow.This paper uses polynomial normal transformation me... Because of the randomness and uncertainty,integration of large-scale wind farms in a power system will exert significant influences on the distribution of power flow.This paper uses polynomial normal transformation method to deal with non-normal random variable correlation,and solves probabilistic load flow based on Kriging method.This method is a kind of smallest unbiased variance estimation method which estimates unknown information via employing a point within the confidence scope of weighted linear combination.Compared with traditional approaches which need a greater number of calculation times,long simulation time,and large memory space,Kriging method can rapidly estimate node state variables and branch current power distribution situation.As one of the generator nodes in the western Yunnan power grid,a certain wind farm is chosen for empirical analysis.Results are used to compare with those by Monte Carlo-based accurate solution,which proves the validity and veracity of the model in wind farm power modeling as output of the actual turbine through PSD-BPA. 展开更多
关键词 Probabilistic load flow Kriging model wind turbine clusters polynomial normal transformation CORRELATION
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Mathematical model analysis of new-type magnetic integrated CRT considering magnetic leakage
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作者 WANG Tiange TIAN Mingxing ZHANG Huiying 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2022年第1期31-40,共10页
A novel magnetic integrated controllable reactor of transformer type(CRT)has the advantages of simple structure,flexible assembly,convenient maintenance and practicability.To analyze its operation characteristics accu... A novel magnetic integrated controllable reactor of transformer type(CRT)has the advantages of simple structure,flexible assembly,convenient maintenance and practicability.To analyze its operation characteristics accurately,we establish corresponding equivalent mathematical model considering magnetic leakage based on magnetic circuit and circuit dualistic transformation method.The distribution of magnetic leakage field of each winding is analyzed qualitatively,and the analytical calculation formulas of magnetizing inductance and leakage inductance of each winding are derived.Based on this,the analytical calculation formulas of short-circuit impedance and winding current of CRT under different working conditions are derived.The field-circuit coupling finite element model of the magnetic integrated CRT is established to simulate the current of each winding under different working conditions.The results show that the analytical calculation results of each winding current have good consistency with the finite element calculation results,indicating the validity of CRT equivalent mathematical model and correctness of the analytical formulas of leakage inductance,short-circuit impedance and winding current of CRT.The working winding current of CRT is increasing gradually with the operation of control winding in turn to realise the transition of CRT compensation capacity from zero to a rated value. 展开更多
关键词 controllable reactor of transformer type(CRT) magnetic integration technology equivalent mathematical model leakage inductance winding current
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基于互Box-Cox变换和Markov链风速云模型的发电系统充裕度评估
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作者 安睿 缪书唯 《电力自动化设备》 EI CSCD 北大核心 2024年第3期113-119,141,共8页
为准确计及风速随机性和自相关性对风电并网系统充裕度的影响,建立基于互Box-Cox变换和Markov链的风速云模型,并将该模型与时序Monte Carlo模拟法结合,提出计及风速随机性和自相关性的风电并网系统充裕度评估方法。仿真结果表明,所提模... 为准确计及风速随机性和自相关性对风电并网系统充裕度的影响,建立基于互Box-Cox变换和Markov链的风速云模型,并将该模型与时序Monte Carlo模拟法结合,提出计及风速随机性和自相关性的风电并网系统充裕度评估方法。仿真结果表明,所提模型产生的仿真风速样本与实测风速样本具备相似的概率分布特性和自相关性,所提方法可较精确地评估风电并网系统充裕度及风电容量可信度。 展开更多
关键词 Box-Cox变换 MARKOV链 混合半云模型 风速自相关性 充裕度评估
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基于JT-AR转换模型的非高斯风荷载特性分析
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作者 孙芳锦 阳立云 +2 位作者 路明璟 张大明 曾倩 《兰州工业学院学报》 2024年第1期64-70,共7页
为了研究大跨度屋盖结构的非高斯风荷载特性,提出一种采用JT-AR转换模型模拟大跨度球面屋盖结构非高斯脉动风压的方法。基于JT变换和AR模型理论进行耦合,提出并构建JT-AR转换模型,模拟生成非高斯脉动风压时程样本数据,与目标功率谱及高... 为了研究大跨度屋盖结构的非高斯风荷载特性,提出一种采用JT-AR转换模型模拟大跨度球面屋盖结构非高斯脉动风压的方法。基于JT变换和AR模型理论进行耦合,提出并构建JT-AR转换模型,模拟生成非高斯脉动风压时程样本数据,与目标功率谱及高阶统计量对比验证;通过已有风洞试验结果与作用在大跨度球面屋盖结构表面的非高斯分布特性作对比验证。结果表明:JT-AR转换模型的模拟结果与风洞试验作用在建筑上的非高斯脉动风具有同等作用效应,其模拟仿真结果具备可靠性及普适性。研究结论为大跨度结构抗风设计提供一种新的模拟方法,可代替复杂的风洞试验。 展开更多
关键词 大跨度屋盖结构 Johnson变换 AR自回归模型 高阶统计量 非高斯脉动风压
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基于小波变换和LS-SVM的短期风速预测方法 被引量:10
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作者 韩晓娟 曹慧 +2 位作者 李勇 肖运启 唐晓 《太阳能学报》 EI CAS CSCD 北大核心 2011年第10期1538-1542,共5页
针对风速序列的周期性和非平稳性,提出了基于小波变换和LS-SVM相结合的风电场风速预测模型,利用小波变换的多分辩分析法对风速序列进行分解,将风速序列投影到不同尺度上。结合LS-SVM的小样本学习能力强和计算简单等特点,将小波分解后的... 针对风速序列的周期性和非平稳性,提出了基于小波变换和LS-SVM相结合的风电场风速预测模型,利用小波变换的多分辩分析法对风速序列进行分解,将风速序列投影到不同尺度上。结合LS-SVM的小样本学习能力强和计算简单等特点,将小波分解后的各风速子序列分别采用LS-SVM进行训练和预测,最后将各预测结果进行叠加得到最终的风速预测值。与LS-SVM风速预测方法进行比较,采用该文提出的方法可明显提高短期风速预测的精度,并具有较强的适应性,具有一定的工程应用前景。最后通过具体实例验证了该模型的有效性。 展开更多
关键词 最小二乘支持向量机 风速预测 小波变换 预测模型
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基于机会约束目标规划的风-光-水-气-火-储联合优化调度 被引量:41
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作者 李志伟 赵书强 刘金山 《电力自动化设备》 EI CSCD 北大核心 2019年第8期214-223,共10页
在可再生能源大规模接入电力系统的背景下,为了利用不同能源互补特性解决电力系统弃风、弃光的问题,建立风电、光伏发电、凝汽式火电机组、热电机组、燃气轮机、联合循环燃气轮机、梯级水电和抽水储能机组的模型,在此基础上,考虑风电和... 在可再生能源大规模接入电力系统的背景下,为了利用不同能源互补特性解决电力系统弃风、弃光的问题,建立风电、光伏发电、凝汽式火电机组、热电机组、燃气轮机、联合循环燃气轮机、梯级水电和抽水储能机组的模型,在此基础上,考虑风电和光伏发电出力的不确定和水、热、电能量平衡,建立基于机会约束目标规划的风-光-水-气-火-储联合优化调度模型。为了提高模型求解效率,利用基于采样的机会约束条件确定性转化方法将机会约束条件转化为混合整数约束条件。算例验证了所提模型的有效性。将所提调度模型与现行火电机组“以热定电”、梯级水电“以水定电”的模式进行对比,结果表明所提协调调度模型能够利用不同机组之间的互补特性提高电力系统运行的灵活性,从而提高可再生能源的消纳能力,降低系统运行成本。 展开更多
关键词 电力系统优化调度 机会约束目标规划 模型确定性转化 风电 光伏发电
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基于Sentinel-1A的长江口近岸风矢量场反演研究 被引量:3
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作者 戚纤云 周云轩 +1 位作者 田波 于鹏 《华东师范大学学报(自然科学版)》 CAS CSCD 北大核心 2017年第6期126-135,146,共11页
选取长江口外近岸海域,以欧空局发射的Sentinel-1A为SAR图像数据源,利用多级小波变换和傅里叶变换获得高精度风向信息,再利用基于GMF的3种CMOD系列模型反演风速,最后将反演结果与同时相的ECMWF模式风场数据以及五组实测数据进行对比.结... 选取长江口外近岸海域,以欧空局发射的Sentinel-1A为SAR图像数据源,利用多级小波变换和傅里叶变换获得高精度风向信息,再利用基于GMF的3种CMOD系列模型反演风速,最后将反演结果与同时相的ECMWF模式风场数据以及五组实测数据进行对比.结果表明,除个别包含复杂纹理特征的SAR子图像以外,SAR风场反演精度整体优于ECMWF模式风场.经过多级小波变换后的风向反演结果更优,均方根误差分别为31.6°,29.7°,23.5°.经过二级小波变换之后的整景SAR图像结合风向信息代入到CMOD系列模型中反演得到的风速精度最优,均方根误差控制在0.8 m/s.比较适合长江口外近海海域的是MOD-IFR2和CMOD4,均方根误差分别为1.08 m/s和1.05 m/s. 展开更多
关键词 合成孔径雷达SAR 风场反演 小波变换 傅里叶变换 CMOD系列模型
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IPC-80亚、跨、超音速风洞弹丸及飞行器试验测试系统
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作者 王崇和 谭俊杰 +1 位作者 吴军基 张慧丽 《测试技术学报》 1996年第2期105-111,共7页
本文主要介绍亚、跨、超音速风洞基本结构及气动原理,新配置的IPC-80测试系统。论述了弹丸及飞行器气动试验模拟信号处理、变换采样、数字量取真、模型迎角和阀位循环码读取方法,对标模动校作了测试精度考核。
关键词 弹丸气动测试 风洞测试系统 信号处理 变换与采样 标模动校
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Impact of Education on Productivity:A Model in China
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作者 戴昌钧 高建兵 《Journal of China Textile University(English Edition)》 EI CAS 2000年第2期113-116,共4页
Improving the quality of human resources through edu-cation and training is of great strategic significance.However, few people have done in depth and systematicstudies on the relationship between education and pro-du... Improving the quality of human resources through edu-cation and training is of great strategic significance.However, few people have done in depth and systematicstudies on the relationship between education and pro-ducttvity in China. This study developed an educationproductivity transform model and empirically tested themodel using data on the most districts of China. The ba-sic notion is that the effect depends both on the capabilityresulted from education, and on the environment inwhich this capability can be exercised, the effect is a re-sult of two factors combined. 展开更多
关键词 EDUCATION - PRODUCTIVITY transform model CAPABILITY function technology management COEFFICIENT
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Impact of Motor Stator Winding Faults on Motor Differential-mode Impedance and Mode Transformation
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作者 Fei Fan Zhenyu Zhao +5 位作者 Huamin Jie Quqin Sun Pengfei Tu Zhou Shu Wensong Wang Kye Yak See 《Chinese Journal of Electrical Engineering》 CSCD 2022年第3期12-21,共10页
Motor impedance and mode transformation have significant effects on the electromagnetic interference(EMI)generated in motor drive systems.Stator winding faults commonly cause motor failure;however,in their early stage... Motor impedance and mode transformation have significant effects on the electromagnetic interference(EMI)generated in motor drive systems.Stator winding faults commonly cause motor failure;however,in their early stages,they may not affect the short-term operation of the motor.To date,EMI noise under the influence of premature stator winding faults has not been adequately studied,particularly the differential-mode(DM)noise due to the common-mode(CM)-to-DM transformation.This study investigates and quantifies the influence of stator winding faults on the motor DM impedance and mode transformation.First,the transmission line model of an induction motor is described based on the scattering(S)parameter measurements of each phase of the motor.It offers the flexibility to emulate different types of stator winding faults at specific locations and various severities,such that the impacts of the faults on the motor DM impedance can be easily estimated.Second,a test setup is proposed to quantify the CM-to-DM transformation due to the stator winding faults.The findings of this study reveal that even the early stages of stator winding faults can result in significant changes in the DM noise. 展开更多
关键词 Differential-mode(DM)impedance DM noise mode transformation motor stator winding faults transmission line model
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