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基于AP聚类-跳转持续MC的风电出力时间序列模拟生成方法研究 被引量:4
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作者 肖白 李梦雪 尉博旭 《东北电力大学学报》 2023年第1期35-44,共10页
模拟生成概率等效条件下的风电出力时间序列对分析未来场景下风电出力不确定性以及提高风电消纳水平具有重要意义。针对传统马尔科夫链存在的问题,文中提出一种基于AP聚类-跳转持续马尔科夫链(Affinity Propagation Clustering-Transiti... 模拟生成概率等效条件下的风电出力时间序列对分析未来场景下风电出力不确定性以及提高风电消纳水平具有重要意义。针对传统马尔科夫链存在的问题,文中提出一种基于AP聚类-跳转持续马尔科夫链(Affinity Propagation Clustering-Transition and Persistence Markov Chain,AP-TP MC)的风电出力时间序列模拟生成方法。首先,对历史风电出力数据进行AP聚类,并对每一聚类类别下的风电序列建立相应的状态跳转矩阵;其次,依据马尔科夫链模型,结合风电出力状态持续时间特性,抽样并叠加符合混合高斯分布的波动分量,形成某一聚类类别下的风电出力时间序列;然后,依托类间转移矩阵,模拟生成风电出力时间序列;最后,通过对比传统马尔科夫链法与文中方法生成的风电出力时间序列与历史序列之间的统计指标、概率分布指标及自相关性指标,验证所提方法的有效性和准确性。 展开更多
关键词 风电出力时间序列 马尔科夫链 AP聚类 状态跳转 状态持续时间特性
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An investigation of the persistence property of wind power time series 被引量:5
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作者 SUN HaiShun LI JiaMing +4 位作者 LI JingHua Wu Tong WEN JinYu XIE HaiLian YUE ChengYan 《Science China(Technological Sciences)》 SCIE EI CAS 2014年第8期1578-1587,共10页
Mining the inherent persistence property of the time series of wind power is crucial for forecasting and controlling wind power.Few common methods exist that can fully depict and quantify the persistence property.Base... Mining the inherent persistence property of the time series of wind power is crucial for forecasting and controlling wind power.Few common methods exist that can fully depict and quantify the persistence property.Based on the definition of the active power output state of a wind farm,this paper describes the statistical persistence property of the duration time and state transition.Based on the results of our analysis of significant amounts of wind power field measurements,it is found that the duration time of wind power conforms to an inverse Gaussian distribution.Additionally,the state transition matrix of wind power is discovered to yield a ridge property,the gradient of which is related to the time scale of interest.A systemaic methodology is proposed accordingly,allowing the statistical characteristics of the wind power series to be represented appropriately. 展开更多
关键词 characteristics analysis persistence property duration time state transition wind power series
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The effect of finite duration inputs on the dynamics of a system: Proposing a new approach for cancer treatment 被引量:1
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作者 Mostafa Nazari Ali Ghaffari 《International Journal of Biomathematics》 2015年第3期155-173,共19页
In this paper, a principal question regarding the effect of inputs on the characteristics of dynamic systems is discussed. Whether an input implemented only for a limited duration, can change the characteristics of a ... In this paper, a principal question regarding the effect of inputs on the characteristics of dynamic systems is discussed. Whether an input implemented only for a limited duration, can change the characteristics of a dynamic system such that the behavior of the free system, after eliminating the input, differs from that before acting the input? In this paper, it is shown that a limited time acted input is not able to change the dynamical properties of a system after its elimination. Regarding the proposed approach, a novel finite duration treatment method is developed for a tumor-immune system. The vaccine therapy is used to change the parameters of the system and the chemotherapy is applied for pushing the system to the domain of attraction of the healthy state. For optimal chemotherapy, an optimal control is used based on state-dependent Riccati equation (SDRE). It is shown that, in spite of eliminating the treatment (therapeutic inputs), the system approaches to healthy state conditions. The present analysis suggests that a proper treatment method must change the dynamics of the cancer instead of only reducing the population of cancer cells. 展开更多
关键词 CANCER stability changeable dynamic properties system.
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