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基于Transformer的空调能耗预测模型构建与参数优化
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作者 刘兴成 《建筑节能(中英文)》 CAS 2024年第3期82-86,共5页
针对空调系统能耗预测建模过程中的数据质量、模型输入参数筛选等问题,研究基于Transformer神经网络的空调系统能耗预测模型构建和参数优化方法,结果表明:可以通过广义极端学生化偏差方法对数据中的离群值进行检测修正,从而提升数据质量... 针对空调系统能耗预测建模过程中的数据质量、模型输入参数筛选等问题,研究基于Transformer神经网络的空调系统能耗预测模型构建和参数优化方法,结果表明:可以通过广义极端学生化偏差方法对数据中的离群值进行检测修正,从而提升数据质量;通过余弦相似度对输入参数进行两两相关性检验来消除各参数间的多重共线性,实现对输入参数的初步筛选;采用随机森林算法计算初选参数对空调能耗预测结果的影响来判断冗余参数,进而完成对输入特征参数的最终筛选;建立的空调能耗预测模型对数据测试集的预测结果均方根误差RMSE为38.831 kW,相关系数R^(2)为0.952,表现出了良好的预测性能。 展开更多
关键词 空调系统能耗预测 transformer神经网络 数据质量 模型参数优化
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Conformal invariance and conserved quantities of non-conservative Lagrange systems by point transformations 被引量:3
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作者 刘畅 梅凤翔 郭永新 《Chinese Physics B》 SCIE EI CAS CSCD 2009年第2期395-399,共5页
This paper studies the conformal invariance by infinitesimal point transformations of non-conservative Lagrange systems. It gives the necessary and sufficient conditions of conformal invariance by the action of infini... This paper studies the conformal invariance by infinitesimal point transformations of non-conservative Lagrange systems. It gives the necessary and sufficient conditions of conformal invariance by the action of infinitesimal point transformations being Lie symmetric simultaneously. Then the Noether conserved quantities of conformal invariance are obtained. Finally an illustrative example is given to verify the results. 展开更多
关键词 non-conservative Lagrange systems point transformations conformal invariance conserved quantities
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Replacement Strategy for Aged Transformers Based on Condition Monitoring and System Risk 被引量:1
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作者 Dabo ZHANG Wenyuan LI Xiaofu XIONG 《电力系统自动化》 EI CSCD 北大核心 2013年第17期64-71,共8页
关键词 系统风险 替换策略 状态监测 变形金刚 老年 老化故障 风险评估 变压器
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Transforming growth factor-β signaling in systemic sclerosis 被引量:4
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作者 Nolan B.Ayers Chenming Sun Shi-You Chen 《The Journal of Biomedical Research》 CAS CSCD 2018年第1期3-12,共10页
Systemic sclerosis(SSc) is a complex, multiorgan autoimmune disease of unknown etiology. Manifestation of the disease results from an interaction of three key pathologic features including irregularities of the anti... Systemic sclerosis(SSc) is a complex, multiorgan autoimmune disease of unknown etiology. Manifestation of the disease results from an interaction of three key pathologic features including irregularities of the antigen-specific immune system and the non-specific Immune system, resulting in autoantibody production, vascular endothelial activation of small blood vessels, and tissue fibrosis as a result of fibroblast dysfunction. Given the heterogeneity of clinical presentation of the disease, a lack of universal models has impeded adequate testing of potential therapies for SSc. Regardless, recent research has elucidated the roles of various ubiquitous molecular mechanisms that contribute to the clinical manifestation of the disease. Transforming growth factor β(TGF-β) has been identified as a regulator of pathological fibrogenesis in SSc. Various processes, including cell growth, apoptosis, cell differentiation, and extracellular matrix synthesis are regulated by TGF-β,a type of cytokine secreted by macrophages and many other cell types. Understanding the essential role TGF-β pathways play in the pathology of systemic sclerosis could provide a potential outlet for treatment and a better understanding of this severe disease. 展开更多
关键词 systemic sclerosis transforming growth factor-β mechanism therapeutics
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Generalized canonical transformation for second-order Birkhoffian systems on time scales 被引量:4
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作者 Y.Zhang X.H.Zhai 《Theoretical & Applied Mechanics Letters》 CAS CSCD 2019年第6期353-357,共5页
The theory of time scales,which unifies continuous and discrete analysis,provides a powerful mathematical tool for the study of complex dynamic systems.It enables us to understand more clearly the essential problems o... The theory of time scales,which unifies continuous and discrete analysis,provides a powerful mathematical tool for the study of complex dynamic systems.It enables us to understand more clearly the essential problems of continuous systems and discrete systems as well as other complex systems.In this paper,the theory of generalized canonical transformation for second-order Birkhoffian systems on time scales is proposed and studied,which extends the canonical transformation theory of Hamilton canonical equations.First,the condition of generalized canonical transformation for the second-order Birkhoffian system on time scales is established.Second,based on this condition,six basic forms of generalized canonical transformation for the second-order Birkhoffian system on time scales are given.Also,the relationships between new variables and old variables for each of these cases are derived.In the end,an example is given to show the application of the results. 展开更多
关键词 BIRKHOFFIAN systems GENERALIZED CANONICAL transformation Time scales CALCULUS Generating function
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Quantum Fourier Transform and Phase Estimation in Qudit System 被引量:4
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作者 曹业 彭世国 +1 位作者 郑超 龙桂鲁 《Communications in Theoretical Physics》 SCIE CAS CSCD 2011年第5期790-794,共5页
量 Fourier 变换和量阶段评价是为许多量算法的关键部件,例如发现顺序, factoring,和等等。在这篇文章,量 Fourier 变换和阶段评价的一般过程为高维的大小写被调查。他们能在一台 qudit 量计算机在主程序跑被看作子程序,并且量电... 量 Fourier 变换和量阶段评价是为许多量算法的关键部件,例如发现顺序, factoring,和等等。在这篇文章,量 Fourier 变换和阶段评价的一般过程为高维的大小写被调查。他们能在一台 qudit 量计算机在主程序跑被看作子程序,并且量电路被给。 展开更多
关键词 量子算法 相位估计 傅立叶变换 IT系统 FOURIER变换 傅里叶变换 量子计算机 子程序
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INTERFERENCE MITIGATING BASED ON FRACTIONAL FOURIER TRANSFORM IN TRANSFORM DOMAIN COMMUNICATION SYSTEM 被引量:6
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作者 Wang Chuandan Zhang Zhongpei Li Shaoqian 《Journal of Electronics(China)》 2007年第2期181-186,共6页
The method of FRactional Fourier Transform (FRFT) is introduced to Transform Domain Communication System (TDCS) for signal transforming in the paper after theoretical analysis. The method yields optimal Basis Function... The method of FRactional Fourier Transform (FRFT) is introduced to Transform Domain Communication System (TDCS) for signal transforming in the paper after theoretical analysis. The method yields optimal Basis Function (BF) by FRFT with optimal transform angle. The TDCS using the proposed method has wider usable spectrum, stronger robustness and better ability of anti non-stationary jamming than using usual methods, such as Fourier Transform (FT), Auto Regressive (AR), Wavelet Transform (WT), etc. The main simulation results are as follows. First, the Bit Error Rate (BER) Pb is close to theoretical bound of no jamming no matter in single tone or in linear chirp interference. Second, the interference-to-signal ratio J /E is at least 12dB more than that of Direct Spread Spectrum System (DSSS) under the same BER if the spectrum hopping-to-signal ratio is 1:20 in chirp plus hopping interfering. Third, the Eb /N 0(when estimation difference is 90% between trans- mitter and receiver) is about 3.5dB or about 0.5dB (when estimation difference is 10% between transmitter and receiver) more than that of theoretical result when no estimation difference un-der Pb=10-2. 展开更多
关键词 变换域通信系统 分数傅里叶变换 干扰抑制 跳频干扰
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基于Transformer神经网络的变压器状态监测 被引量:2
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作者 冯治国 金日 +1 位作者 罗冲 李昂 《国外电子测量技术》 北大核心 2023年第2期145-150,共6页
电力变压器是电力系统的关键设备,为保障电力系统健康稳定运行,对电力变压器开展状态监测十分必要。提出基于Transformer神经网络的变压器状态监测方法,Transformer神经网络具有自注意力机制,能够挖掘不同特征维度之间的关联性,为变压... 电力变压器是电力系统的关键设备,为保障电力系统健康稳定运行,对电力变压器开展状态监测十分必要。提出基于Transformer神经网络的变压器状态监测方法,Transformer神经网络具有自注意力机制,能够挖掘不同特征维度之间的关联性,为变压器状态监测提供更可靠的决策能力。在进行变压器数据收集时,将采集到的数据集分为健康、亚健康、病态3个类别;之后采用原始数据、小波特征以及傅里叶特征融合的方式对数据进行预处理,增加特征维度;通过数据生成和Focal Loss的方法降低模型训练时数据不平衡带来影响,再将处理后的数据输入Transformer神经网络进行模型训练,最终利用训练好的模型预测变压器健康状态。与传统机器学习方法、卷积神经网络、长短时记忆网络相对比,所提方法预测精度有明显提升,能够准确的监测变压器设备状态,预测准确率能达到90%,是一种有效的变压器状态监测方法。 展开更多
关键词 电力系统 电力变压器 状态监测 transformer神经网络 特征融合
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Animal Production Systems in Algeria: Transformation and Tendencies in the Setif Area
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作者 Khaled Abbas 《Journal of Food Science and Engineering》 2012年第10期593-602,共10页
关键词 阿尔及利亚 生产系统 动物 畜牧业协会 农业活动 资源构成 农场生产 管理模式
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AFFINE TRANSFORMATION IN RANDOM ITERATED FUNCTION SYSTEMS
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作者 XIONG Yong(熊勇) +1 位作者 SHI Ding-hua(史定华) 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2001年第7期820-826,共7页
Random iterated function systems (IFSs) is discussed, which is one of the methods for fractal drawing. A certain figure can be reconstructed by a random IFS. One approach is presented to determine a new random IFS, th... Random iterated function systems (IFSs) is discussed, which is one of the methods for fractal drawing. A certain figure can be reconstructed by a random IFS. One approach is presented to determine a new random IFS, that the figure reconstructed by the new random IFS is the image of the origin figure reconstructed by old IFS under a given affine transformation. Two particular examples are used to show this approach. 展开更多
关键词 FRACTAL random iterated function system affine transformation
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FCC/HCP martensitic transformation and shape memory effect in Co-Al binary system
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作者 大森俊洋 SUTOU Yuji +2 位作者 OIKAWA Katsunari KAINUMA Ryosuke ISHIDA Kiyohito 《材料与冶金学报》 CAS 2005年第2期120-120,共1页
It is known that pure Co undergoes martensitic transformation from γ phase (fcc) to ε phase (hcp) by the movement of a/6<112> Shockley partial dislocations at around 400 ℃, however, there have been few system... It is known that pure Co undergoes martensitic transformation from γ phase (fcc) to ε phase (hcp) by the movement of a/6<112> Shockley partial dislocations at around 400 ℃, however, there have been few systematic works on the SM effect in Co and Co-based alloys. In this study, the fcc/hcp rnartensitic transformation and the SM effect were investigated in Co-A1 binary alloys(mole fraction of Al=0-16%). The γ/ε rnartensitic transformation temperatures were found from the DSC measurements to decrease with increasing Al content, while the transformation temperature hystereses were observed to increase from 60℃ at x(Al)=0 to 150℃ at x(Al) = 16%. The SM effect evaluated by a conventional bending test was enhanced by the addition of Al over 4% (mole fraction) and Co-Al alloys containing over 10%(mole fraction) exhibit a good SM effect associated with the hcpfee → reverse transformation above 200℃. The SM effect was significantly improved by precipitation of β (I32) phase and the max[real shape recovery strain of 2.2 % was obtained, which can be explained by precipitation hardening. The crystallographic orientations between the β, εand γ phases were also determined. Finally, the magnetic properties were investigated and it was found that the Curie temperature and saturation magnetization of Co-14% Al(mole fraction) are 690℃ and 120 emu/g, respectively. It is concluded that the Co-A1 alloys hold promise as new high-temperature and ferromagnetic SM alloys. 展开更多
关键词 FCC/HCP 马氏体相变 形状记忆效应 Co-Al二元系
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Exact Solution for a Class of Stiff Systems by Differential Transform Method
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作者 Muhammad Idrees Fazle Mabood +1 位作者 Asar Ali Gul Zaman 《Applied Mathematics》 2013年第3期440-444,共5页
In this paper, Differential Transform Method (DTM) is proposed for the closed form solution of linear and non-linear stiff systems. First, we apply DTM to find the series solution which can be easily converted into ex... In this paper, Differential Transform Method (DTM) is proposed for the closed form solution of linear and non-linear stiff systems. First, we apply DTM to find the series solution which can be easily converted into exact solution. The method is described and illustrated with different examples and figures are plotted accordingly. The obtained result confirm that DTM is very easy, effective and convenient. 展开更多
关键词 DIFFERENTIAL transform Method STIFF system INVERSE DIFFERENTIAL transform
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Power System Transients Analysis by Wavelet Transforms
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作者 陈维荣 宋永华 赵蔚 《Journal of Southwest Jiaotong University(English Edition)》 2002年第1期1-9,共9页
In contrast to Fourier transform, wavelet transform is especially suitable for transient analysis because of its time frequency characteristics with automatically adjusted window lengths. Research shows that wavelet... In contrast to Fourier transform, wavelet transform is especially suitable for transient analysis because of its time frequency characteristics with automatically adjusted window lengths. Research shows that wavelet transform is one of the most powerful tools for power system transient analysis. The basic ideas of wavelet transform are presented in the paper together with several power system applications. It is clear that wavelet transform has some clear advantages over other transforms in detecting, analyzing, and identifying various types of power system transients. 展开更多
关键词 wavelet transform power system transient Fourier transform
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Computation of the Simplest Normal Forms for Resonant Double Hopf Bifurcations System Based on Lie Transform 被引量:2
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作者 张琪昌 何学军 郝淑英 《Transactions of Tianjin University》 EI CAS 2006年第3期180-185,共6页
反响的双 Hopf 分叉的最简单的正常形式基于谎言操作员被学习。反响的双 Hopfbifurcation 和以原来的系统,系数明确地被给的非线性的转变的最简单的正常形式的系数。非线性的转变被用于减少 lower-ordernormal 和 higher-ordernormal ... 反响的双 Hopf 分叉的最简单的正常形式基于谎言操作员被学习。反响的双 Hopfbifurcation 和以原来的系统,系数明确地被给的非线性的转变的最简单的正常形式的系数。非线性的转变被用于减少 lower-ordernormal 和 higher-ordernormal 形式,并且系统矩阵的等级被用来决定能被减少的正常形式的系数。这些使获得的正常形式比传统的简单。Ageneral 节目与 Mathematica 被编译。这个程序能计算反响的双 Hopf 分叉的最简单的正常形式和非反响的形式直到第 7 顺序。 展开更多
关键词 Lie算子 非线性系统 计算机程序 数学变换 规格化形式
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Performance Enhancement of Discrete Multi-Tone Systems with a Trigonometric Transform
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作者 Samir Abd Elghafar Salaheldin M. Diab +3 位作者 Bassiouny M. Sallam Moawad I. Dessouky El-Sayed M. El-Rabaie Fathi E. Abd El-Samie 《International Journal of Communications, Network and System Sciences》 2014年第1期1-9,共9页
The sine transform can be used as a tool to conquer the problems of discrete multi-tone (DMT) systems to increase the bit rate. In the proposed discrete sine transform based discrete multi-tone (DST-DMT) system, we ma... The sine transform can be used as a tool to conquer the problems of discrete multi-tone (DMT) systems to increase the bit rate. In the proposed discrete sine transform based discrete multi-tone (DST-DMT) system, we make use of the energy compaction property of the DST to reduce the channel effects on the transmitted signals. The mathematical model of the proposed DST system is presented in the paper. Simulation experiments have been carried out to test the effect of the proposed DST-DMT system. The results of these experiments show that the performance of the DST-DMT system is better than that of the traditional FFT-DMT system. The results also show that employing the proposed TEQ in the DST-DMT system can increase the bit rate by about 2.57 Mbps. 展开更多
关键词 DMT system Discretesine transform DISCRETE FOURIER transform Time Domain EQUALIZER
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Chaotic attractor transforming control of hybrid Lorenz-Chen system
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作者 齐冬莲 王乔 顾弘 《Chinese Physics B》 SCIE EI CAS CSCD 2008年第3期847-851,共5页
Based on passive theory, this paper studies a hybrid chaotic dynamical system from the mathematics perspective to implement the control of system stabilization. According to the Jacobian matrix of the nonlinear system... Based on passive theory, this paper studies a hybrid chaotic dynamical system from the mathematics perspective to implement the control of system stabilization. According to the Jacobian matrix of the nonlinear system, the stabilization control region is gotten. The controller is designed to stabilize fast the minimum phase Lorenz-Chen chaotic system after equivalently transforming from chaotic system to passive system. The simulation results show that the system not only can be controlled at the different equilibria, but also can be transformed between the different chaotic attractors. 展开更多
关键词 hybrid Lorenz-Chen system chaotic attractor transforming control
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Condition Assessment of Oil-Paper Transformer Insulating System
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作者 P. Prosr M. Brandt +1 位作者 V. Mentlik J. Michalik 《Journal of Energy and Power Engineering》 2011年第2期173-178,共6页
关键词 电力变压器 绝缘系统 状态评估 油纸 红外光谱技术 监测系统 无故障运行 衰减全反射
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Darboux Transformation and New Multi-Soliton Solutions of the Whitham-Broer-Kaup System 被引量:1
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作者 Tiantian Xu 《Applied Mathematics》 2015年第1期20-27,共8页
Through a variable transformation, the Whitham-Broer-Kaup system is transformed into a parameter Levi system. Based on the Lax pair of the parameter Levi system, the N-fold Darboux transformation with multi-parameters... Through a variable transformation, the Whitham-Broer-Kaup system is transformed into a parameter Levi system. Based on the Lax pair of the parameter Levi system, the N-fold Darboux transformation with multi-parameters is constructed. Then some new explicit solutions for the Whitham-Broer-Kaup system are obtained via the given Darboux transformation. 展开更多
关键词 Whitham-Broer-Kaup Equation Levi Parameter system LAX PAIR DARBOUX transformATION SOLITON Solutions
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GENERALIZED CANONICAL TRANSFORMATION AND SYMPLECTIC ALGORITHM OF THE AUTONOMOUS BIRKHOFFIAN SYSTEMS
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作者 张兴武 武际可 +1 位作者 朱海平 黄克服 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2002年第9期1029-1034,共6页
The Birkhoff systems are the generalization of the Hamiltonian systems. Generalized canonical transformations are studied. The symplectic algorithm of the Hamiltonian systems is extended into that of the Birkhofflan s... The Birkhoff systems are the generalization of the Hamiltonian systems. Generalized canonical transformations are studied. The symplectic algorithm of the Hamiltonian systems is extended into that of the Birkhofflan systems. Symplectic differential scheme of autonomous Birkhoffian systems vas structured and discussed by introducing the Kailey Transformation. 展开更多
关键词 Birkhoffian system sympletic algorithm canonical transformation
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Thermodynamic analysis of β → α(α_2) phase transformation temperature in a Ti-Al-H alloy system
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作者 DING Hua HAO Shiming 《Rare Metals》 SCIE EI CAS CSCD 2010年第3期298-301,共4页
The T0 face equation of a Ti-Al-H alloy system was set up by the regular solution model,and the relationship between the β phase stabilizing parameter of hydrogen and the equilibrium phase compositions was attained.A... The T0 face equation of a Ti-Al-H alloy system was set up by the regular solution model,and the relationship between the β phase stabilizing parameter of hydrogen and the equilibrium phase compositions was attained.According to the T0 face equation and the thermodynamic parameters from literature,the effect of hydrogen on the β→α(α2) transformation temperature was evaluated.The calculated results were in a better consistence with the measured ones. 展开更多
关键词 temary alloy system THERMODYNAMICS phase transformation transformation temperature regular solution model
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