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基于动态关联图注意力网络的虚拟电厂居民短期负荷预测
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作者 张峻凯 胡旭光 +3 位作者 刘要博 许晴 马大中 孙秋野 《电力系统自动化》 EI CSCD 北大核心 2024年第21期120-128,共9页
居民短期负荷预测能够为虚拟电厂提供实时、灵活的电力需求信息,有助于虚拟电厂实现能源高效利用与优化电力市场交易。由于居民负荷相关性的日益凸显,传统预测方法仅基于单个居民历史负荷进行时序预测,无法满足规模化虚拟电厂对居民负... 居民短期负荷预测能够为虚拟电厂提供实时、灵活的电力需求信息,有助于虚拟电厂实现能源高效利用与优化电力市场交易。由于居民负荷相关性的日益凸显,传统预测方法仅基于单个居民历史负荷进行时序预测,无法满足规模化虚拟电厂对居民负荷关联性的综合需求。基于此,文中提出一种基于动态关联图注意力网络的虚拟电厂居民短期负荷预测方法。首先,提出了混合相关性分析方法来刻画居民负荷之间的线性和非线性关系,并进一步提出了权重剪枝阈值机制得到居民负荷混合相关性矩阵;然后,基于该矩阵构建动态关联图结构,进而提出时间图注意力网络机制以深入学习居民负荷的时空关联特性,并实现居民短期负荷预测目标;最后,以某地区实际居民负荷数据为例,验证了所提方法的有效性。 展开更多
关键词 虚拟电厂 短期负荷预测 混合相关性 动态关联图 图神经网络 时间图注意力机制
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二元互溶可燃混合液体闪点预测模型研究 被引量:5
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作者 宋晓亚 潘勇 +1 位作者 蒋军成 徐迅 《安全与环境学报》 CAS CSCD 北大核心 2016年第6期133-140,共8页
基于定量结构-性质相关性(QSPR)原理,开展二元互溶可燃混合液体闪点与其结构信息间的内在定量关系(M-QSPR)研究。以332个不同组成和配比的二元互溶可燃混合液体闪点试验数据作为研究样本,根据体系中各纯组分的结构信息,计算相应的混合... 基于定量结构-性质相关性(QSPR)原理,开展二元互溶可燃混合液体闪点与其结构信息间的内在定量关系(M-QSPR)研究。以332个不同组成和配比的二元互溶可燃混合液体闪点试验数据作为研究样本,根据体系中各纯组分的结构信息,计算相应的混合物描述符(SiRMS,Simplex Representation of Molecular Structure),应用遗传-多元线性回归(GA-MLR)算法从中优化筛选出一组与该体系闪点最密切相关的原子碎片参数作为输入参数,分别采用多元线性回归(MLR)和支持向量机(SVM)算法建立理论预测模型,并将其与文献已有模型进行比较。结果表明,MLR和SVM对测试集样本的平均绝对误差(AAE)分别为4.142 K、1.551 K,均方根误差(RMSE)分别为4.911 K、2.220 K,决定系数(R^2)分别为0.818、0.962。研究表明,影响二元混合液体闪点的主要SiRMS结构因素是■和■,并且随体系中■、■、■四原子碎片增多,闪点升高;随体系中■、■、■四原子碎片增多,闪点降低。同时,与内部交互作用和分子间非加和作用相比,分子间的可加和作用对该体系闪点的影响更为显著;与原子的局部电荷相比,原子类型对该体系闪点的影响更为显著。 展开更多
关键词 安全工程 混合物定量结构-性质相关性研究 二元互溶 混合液体 闪点 原子碎片
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基于M-QSPR的乙醇-汽油参比燃料混合物辛烷值的理论预测 被引量:2
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作者 张彭非 潘勇 +1 位作者 管进 蒋军成 《石油学报(石油加工)》 EI CAS CSCD 北大核心 2018年第1期175-181,共7页
从分子结构角度出发,针对乙醇-汽油参比燃料混合物的辛烷值开展混合物的定量结构-性质相关性(M-QSPR)研究,建立相应的理论预测模型。采用原子碎片描述符对乙醇-汽油参比燃料混合体系的结构特征进行表征,应用遗传-多元线性回归算法从上... 从分子结构角度出发,针对乙醇-汽油参比燃料混合物的辛烷值开展混合物的定量结构-性质相关性(M-QSPR)研究,建立相应的理论预测模型。采用原子碎片描述符对乙醇-汽油参比燃料混合体系的结构特征进行表征,应用遗传-多元线性回归算法从上述描述符中优化筛选出与其辛烷值最为密切相关的特征结构描述符,建立相应的两参数线性预测模型。模型复相关系数为0.987,预测平均绝对误差为1.478。模型内外部验证及稳定性分析结果表明,所建模型具有较强的稳健性及外部预测能力。对模型进行机理解释,揭示了影响乙醇-汽油参比燃料混合物辛烷值的特征结构因素及其影响规律。该研究为工程上提供了一种根据分子结构预测乙醇-汽油参比燃料混合物辛烷值的新方法。 展开更多
关键词 乙醇-汽油参比燃料混合 辛烷值 预测 混合物定量结构-性质相关性 遗传-多元线性回归
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Effects of ion-ion correlations on surface charge inversion in mixture electrolyte solutions 被引量:1
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作者 Tan Qiyan Kan Yajing +1 位作者 Zhao Gutian Chen Yunfei 《Journal of Southeast University(English Edition)》 EI CAS 2020年第3期285-291,共7页
As the structure of electrical double layer(EDL)is crucial for the transport properties of ions in micro/nanochannels,to demonstrate the effects of the ion-ion correlations on EDL structures in mixture electrolyte sol... As the structure of electrical double layer(EDL)is crucial for the transport properties of ions in micro/nanochannels,to demonstrate the effects of the ion-ion correlations on EDL structures in mixture electrolyte solutions,the interaction forces between two mica surfaces immersed in different volume fractions of LaCl3/KCl and LaCl3/MgCl2 mixture solutions with a total ionic strength of 10^-4 mol/L were measured using a surface forces apparatus(SFA).The results reveal that the surface charge of mica surfaces can be inversed at a critical concentration of La^3+ions in electrolyte solutions,due to the correlations between La^3+ions.The addition of monovalent has negligible effects on ion-ion correlations,while the charge inversion was slightly suppressed by introducing the divalent ions.The mechanism of charge inversion in mixture electrolyte solutions was analyzed based on the strongly correlated liquid(SCL)theory.These findings provide implications for understanding the effects of ion-ion correlations on EDL structures,surface charge properties,and ion transportation. 展开更多
关键词 ion-ion correlations charge inversion mixture electrolyte solutions surface forces apparatus
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CHAOTIC CONTROL OF NONLINEAR SYSTEMS BASED ON IMPROVED CORRELATIVITY
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作者 Zhou Xiaoan Zhang Jihong (College of Information Eng., Shenzhen University, Shenzhen 518060) 《Journal of Electronics(China)》 2003年第2期132-136,共5页
Chaotic sequences are basically ergodic random sequences. By improving correlativity of a chaotic signal, the chaotic dynamic system can be controlled to converge to its equilibrium point and, more significantly, to i... Chaotic sequences are basically ergodic random sequences. By improving correlativity of a chaotic signal, the chaotic dynamic system can be controlled to converge to its equilibrium point and, more significantly, to its multi-periodic orbits. Mathematical theory analysis is carried out and some computer simulation results are provided to support such controllability of the chaotic Henon system and the discrete coupled map lattice. 展开更多
关键词 Chaotic control CORRELATIVITY Henon map The coupled map lattice
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Hybridization and genome evolution II: Mechanisms of species divergence and their effects on evolution in hybrids 被引量:4
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作者 Richard I. BAILEY Fabrice EROUKHMANOFF Glenn-PETER SaeTRE 《Current Zoology》 SCIE CAS CSCD 2013年第5期675-685,共11页
Recent genomic studies have highlighted the importance of hybridization and gene exchange in evolution. We ask what factors cause variation in the impact of hybridization, through adaptation in hybrids and the likelih... Recent genomic studies have highlighted the importance of hybridization and gene exchange in evolution. We ask what factors cause variation in the impact of hybridization, through adaptation in hybrids and the likelihood of hybrid speciation. During speciation, traits that diverge due to both divergent and stabilizing selection can contribute to the buildup of reproductive isolation. Divergent directional selection in parent taxa should lead to intermediate phenotypes in hybrids, whereas stabilizing se- lection can also produce extreme, transgressive phenotypes when hybridization occurs. By examining existing theory and em- pirical data, we discuss how these effects, combined with differences between modes of divergence in the chromosomal distribu- tion of incompatibilities, affect adaptation and speciation in hybrid populations. The result is a clear and testable set of predic- tions that can be used to examine hybrid adaptation and speciation. Stabilizing selection in parents increases transgression in hy- brids, increasing the possibility for novel adaptation. Divergent directional selection causes intermediate hybrid phenotypes and increases their ability to evolve along the direction of parental differentiation. Stabilizing selection biases incompatibilities to- wards autosomes, leading to reduced sexual correlations in trait values and reduced pleiotropy in hybrids, and hence increased freedom in the direction of evolution. Directional selection causes a bias towards sex-linked incompatibilities, with the opposite consequences. Divergence by directional selection leads to greater dominance effects than stabilizing selection, with major but variable impacts on hybrid evolution [Current Zoology 59 (5): 675-685, 2013]. 展开更多
关键词 EVOLVABILITY CONSTRAINTS Dimensionality Hybrid ADAPTATION
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Analytic Expression of Geometric Discord in Arbitrary Mixture of any Two Bi-qubit Product Pure States
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作者 谢传梅 刘益民 +1 位作者 邢航 张战军 《Communications in Theoretical Physics》 SCIE CAS CSCD 2015年第4期439-444,共6页
Quantum correlations in a family of states comprising any mixture of a pair of arbitrary bi-qubit product pure states are studied by employing geometric discord [Phys. Rev. Lett. 105(2010) 190502] as the quantifier. F... Quantum correlations in a family of states comprising any mixture of a pair of arbitrary bi-qubit product pure states are studied by employing geometric discord [Phys. Rev. Lett. 105(2010) 190502] as the quantifier. First, the inherent symmetry in the family of states about local unitary transformations is revealed. Then, the analytic expression of geometric discords in the states is worked out. Some concrete discussions and analyses on the captured geometric discords are made so that their distinct features are exposed. It is found that, the more averagely the two bi-qubit product states are mixed, the bigger geometric discord the mixed state owns. Moreover, the monotonic relationships of geometric discord with different parameters are revealed. 展开更多
关键词 mixture of a pair of arbitrary bi-qubit product pure state geometric discord inherent symmetry of local unitary transformation m
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基于多指标权重分析和正交设计法优选景红颗粒复方提取工艺 被引量:17
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作者 刘桂花 王云飞 +2 位作者 于宁 邢建国 何承辉 《中国新药杂志》 CAS CSCD 北大核心 2019年第10期1178-1184,共7页
目的:确定指标权重,优选景红颗粒提取工艺,为其工业化生产提供参考。方法:以芍药苷、红景天苷、毛蕊异黄酮葡萄糖苷含量和出膏率为评价指标,采用层次分析法(AHP)、基于指标相关性的权重确定方法(CRITIC)及AHP-CRITIC混合加权法确定各指... 目的:确定指标权重,优选景红颗粒提取工艺,为其工业化生产提供参考。方法:以芍药苷、红景天苷、毛蕊异黄酮葡萄糖苷含量和出膏率为评价指标,采用层次分析法(AHP)、基于指标相关性的权重确定方法(CRITIC)及AHP-CRITIC混合加权法确定各指标权重系数,结合正交实验结果优化景红颗粒提取工艺参数。结果:芍药苷、红景天苷、毛蕊异黄酮葡萄糖苷分别在33. 14~198. 8,27. 26~163. 5,9. 265~55. 59μg·mL^(^(-1))内呈良好的线性关系,相关系数分别为0. 999 8,0. 999 7和0. 999 8; AHP-CRITIC混合加权法较AHP法和CRITIC法科学、合理、稳定,按照其确定的权重系数进行综合评价确定景红颗粒的最佳提取工艺条件为:加10倍量60%乙醇,提取2次,每次1. 5 h。结论:AHP-CRITIC混合加权法确定的权重系数客观、真实,可以反映处方配伍信息,优选后得到的工艺稳定可行,重复性好,可用于工业化生产。 展开更多
关键词 景红颗粒 正交设计 多指标 权重分析 层次分析法 基于指标相关性的权重确定方法 层次分析-基于指标相关性的权重确定方法混合加权法
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