期刊文献+
共找到2,254篇文章
< 1 2 113 >
每页显示 20 50 100
Research on the Model of Linear Data Fitting Method
1
作者 Qiang ZHANG 《International Journal of Technology Management》 2015年第3期53-55,共3页
By using the method of least square linear fitting to analyze data do not exist errors under certain conditions, in order to make the linear data fitting method that can more accurately solve the relationship expressi... By using the method of least square linear fitting to analyze data do not exist errors under certain conditions, in order to make the linear data fitting method that can more accurately solve the relationship expression between the volume and quantity in scientific experiments and engineering practice, this article analyzed data error by commonly linear data fitting method, and proposed improved process of the least distance squ^re method based on least squares method. Finally, the paper discussed the advantages and disadvantages through the example analysis of two kinds of linear data fitting method, and given reasonable control conditions for its application. 展开更多
关键词 data fitting least square method error analysis least distance square method linear correlation
在线阅读 下载PDF
Large Scattered Data Fitting Based on Radial Basis Functions 被引量:2
2
作者 FENG Ren-zhong XU Liang 《Computer Aided Drafting,Design and Manufacturing》 2007年第1期66-72,共7页
Solving large radial basis function (RBF) interpolation problem with non-customized methods is computationally expensive and the matrices that occur are typically badly conditioned. In order to avoid these difficult... Solving large radial basis function (RBF) interpolation problem with non-customized methods is computationally expensive and the matrices that occur are typically badly conditioned. In order to avoid these difficulties, we present a fitting based on radial basis functions satisfying side conditions by least squares, although compared with interpolation the method loses some accuracy, it reduces the computational cost largely. Since the fitting accuracy and the non-singularity of coefficient matrix in normal equation are relevant to the uniformity of chosen centers of the fitted RBE we present a choice method of uniform centers. Numerical results confirm the fitting efficiency. 展开更多
关键词 scattered data radial basis functions interpolation least squares fitting uniform centers
在线阅读 下载PDF
Data fitting and optimal control strategies for HBV acute patient cases in the United States
3
作者 Xuebing Chen a Yong Li +4 位作者 Nurbek Azimaqin Yan Wu Changlei Tan Xuyue Duan Yiyi Yuan 《Infectious Disease Modelling》 2025年第2期660-679,共20页
Infection with Hepatitis B Virus(HBV)has been a serious public health issue worldwide.It caused more than one million fatalities per year.The mathematical modelling of the disease allows better understanding of the tr... Infection with Hepatitis B Virus(HBV)has been a serious public health issue worldwide.It caused more than one million fatalities per year.The mathematical modelling of the disease allows better understanding of the transmission of the disease and help the government policy makers to choose the best control strategies.With this inspiration,we proposed a novel dynamic model by incorporating infection-age structure to imitate the transmission of HBV,especially the age heterogeneity in horizontal and vertical(mother-to-child)transmission modes.We also discussed its impact on control measures and analyzed the dynamics of waning immunity and reinfection.We conducted sensitivity analysis to evaluate the effectiveness of each control measure.Our research concentrates on HBV acute patient cases in the United States data from Centre for Disease Control and Prevention(CDC).Our findings show that a mixed approach by including vaccination,medication and periodic health assessments can effectively control HBV transmission.Among these measures,we found that early vaccination with a single-dose vaccine of US$50 is the most cost-effective control strategy. 展开更多
关键词 HBV INFECTION-AGE Optimal control COST-EFFECTIVENESS data fitting
原文传递
Dynamics and data fitting of a time-delayed SIRS hepatitis B model with psychological inhibition factor and limited medical resources 被引量:1
4
作者 Ximei Wang Xinzhi Ren +1 位作者 Yan Wu Yong Li 《International Journal of Biomathematics》 SCIE 2024年第2期263-298,共36页
Hepatitis B is an infectious disease worthy of attention.Considering the incubation period,psychological inhibition factor,vaccine,limited medical resources and horizontal transmission,an SIRS model is proposed to des... Hepatitis B is an infectious disease worthy of attention.Considering the incubation period,psychological inhibition factor,vaccine,limited medical resources and horizontal transmission,an SIRS model is proposed to describe hepatitis B transmission dynamics.In order to describe the behavior changes caused by people's psychological changes,the non-monotonic incidence rate is adopted in the model.We use the saturated treatment rate to describe the limited medical resources.Mathematical analysis shows the existence conditions of the equilibria,forward or backward bifurcation,Hopf bifurcation and the Bogdanov-Takens bifurcation.During the observation of the case data of hepatitis B in China,it is found that there are mainly three features,periodic outbreaks,aperiodic outbreaks,and periodic outbreaks turns to aperiodic outbreaks.According to the above features,we select three different representative regions,Jiangxi,Zhejiang province and Beijing,and then use our model to fit the actual monthly hepatitis B case data.The basic reproduction numbers that we estimated are 1.7712,1.4805 and 1.4132,respectively.The results of data fitting are consistent with those of theoretical analysis.According to the sensitivity analysis of Ro,we conclude that reducing contact,increasing treatment rate,strengthening vaccination and revaccinating can effectively prevent and control the prevalence of hepatitis B. 展开更多
关键词 Hepatitis B SIRS model psychological inhibition factor limited medical resources BIFURCATION data fitting
暂未订购
SOLVING THE BACKWARD HEAT CONDUCTION PROBLEM BY DATA FITTING WITH MULTIPLE REGULARIZING PARAMETERS
5
作者 Qun Chen Jijun Liu 《Journal of Computational Mathematics》 SCIE CSCD 2012年第4期418-432,共15页
We propose a new reconstruction scheme for the backward heat conduction problem. By using the eigenfunction expansions, this ill-posed problem is solved by an optimization problem, which is essentially a regularizing ... We propose a new reconstruction scheme for the backward heat conduction problem. By using the eigenfunction expansions, this ill-posed problem is solved by an optimization problem, which is essentially a regularizing scheme for the noisy input data with both the number of truncation terms and the approximation accuracy for the final data as multiple regularizing parameters. The convergence rate analysis depending on the strategy of choosing regularizing parameters as well as the computational accuracy of eigenfunctions is given. Numerical implementations are presented to show the validity of this new scheme. 展开更多
关键词 Inverse problem data fitting REGULARIZATION Convergence rate Numerics.
原文传递
HERMITE SCATTERED DATA FITTING BY THE PENALIZED LEAST SQUARES METHOD
6
作者 Tianhe Zhou Danfu Han 《Journal of Computational Mathematics》 SCIE CSCD 2009年第6期802-811,共10页
Given a set of scattered data with derivative values. If the data is noisy or there is an extremely large number of data, we use an extension of the penalized least squares method of von Golitschek and Schumaker [Serd... Given a set of scattered data with derivative values. If the data is noisy or there is an extremely large number of data, we use an extension of the penalized least squares method of von Golitschek and Schumaker [Serdica, 18 (2002), pp.1001-1020] to fit the data. We show that the extension of the penalized least squares method produces a unique spline to fit the data. Also we give the error bound for the extension method. Some numerical examples are presented to demonstrate the effectiveness of the proposed method. 展开更多
关键词 Bivariate splines Scattered data fitting Extension of penalized least squares method.
原文传递
Comparison of Data Screening Methods for Evaluating School-Level Fitness Patterns in Youth: Findings from the NFL PLAY 60 FITNESSGRAM Partnership Project
7
作者 Pedro F. Saint-Maurice Gregory J. Welk +1 位作者 Yang Bai Kelly Allums-Featherston 《Open Journal of Preventive Medicine》 2014年第11期876-886,共11页
Background: There has been a great interest in tracking health-related fitness across the United States. The NFL PLAY 60 FITNESSGRAM Partnership Project (NFL P60FGPP) is a large participatory research network that inv... Background: There has been a great interest in tracking health-related fitness across the United States. The NFL PLAY 60 FITNESSGRAM Partnership Project (NFL P60FGPP) is a large participatory research network that involves the surveillance of fitness among more than 1000 schools spread throughout the country. Fitness data are collected by school staff and therefore these data can vary in quality and representativeness. Therefore, careful screening procedures are needed to ensure that the data can reflect actual patterns in the schools. This study examined the impact of different data screening procedures on outcomes of aerobic fitness (AF) collected from the NFL P60FGPP. Methods: Data were compiled from 149,101 youth from 504 schools and were processed using the established age- and gender-specific AF FITNESSGRAM health-related standards. Data were subjected to three different screening procedures (based on grade size and boy-to-girl ratio per grade). Linear models were computed to obtain unadjusted and adjusted (for age, BMI-Z, and socio-economic status) estimates of % youth in the Healthy Fitness Zone (HFZ) in order to determine if, 1) there were differences in % in the HFZ and 2) if differences could be explained by changes in the representativeness of the sample due to the different data screening procedures. Results: Depending on the screening procedure used, the final sample ranged from 96,999 (no screening) to 46,572 youth (most stringent criteria). The proportion of youth achieving appropriate levels of AF ranged from 56% to 61% with unscreened data resulting in consistently lower percentages of youth achieving the standard (P < 0.05). Overall, these differences were not explained by possible changes in demographic characteristics as the result of applying different screening criteria. Conclusions: The findings demonstrate the importance of establishing appropriate screening procedures that maximize sample size while also ensuring generalizability of the findings. 展开更多
关键词 AEROBIC fitNESS Assessment data Reduction Public Health Surveillance
暂未订购
Plane wave fitting of the internal tidal sea-surface height signatures extracted from the TOPEX/Poseidon altimeter data along satellite tracks
8
作者 CHEN Haibo LV Xianqing WANG Bin 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2012年第4期31-45,共15页
The sea-surface height (SSH) signatures of internal tides extracted from the TOPEX/Poseidon (T/P) altimeter data along satellite tracks are fitted with superposition of several plane waves which have different wav... The sea-surface height (SSH) signatures of internal tides extracted from the TOPEX/Poseidon (T/P) altimeter data along satellite tracks are fitted with superposition of several plane waves which have different wavenumber vectors. The key problem of plane wave fitting with iterative method is how to determine the initial value of wavenumber of each plane wave. The previous solving method is to analyze the internal tidal SSH signatures along each track with wavenumber spectrum. But it is found that the problem cannot be solved completely with the wavenumber spectrum analysis method only. The method based on the combination of wavenumber spectrum analysis method and the exhaustive method is proposed to determine the initial values of wavenumbers for iteration. Numerical results indicate that the proposed method is not only reasonable and feasible but also better than the previous method. The proposed method is an improvement of the previous one, which is beneficial to improving the precision of plane wave fitting of the T/P internal tidal SSH signatures and deepening the understanding of the internal tides in ocean. 展开更多
关键词 plane wave fitting internal tides TOPEX/Poseidon altimeter data
在线阅读 下载PDF
The Analysis of Gauss Radial Basis Functions and Its Application in Locating Olivine on the Moon
9
作者 SONG Shicang SONG Xiaoyuan SONG Shuhan 《应用数学》 北大核心 2026年第1期173-181,共9页
Gauss radial basis functions(GRBF)are frequently employed in data fitting and machine learning.Their linear independence property can theoretically guarantee the avoidance of data redundancy.In this paper,one of the m... Gauss radial basis functions(GRBF)are frequently employed in data fitting and machine learning.Their linear independence property can theoretically guarantee the avoidance of data redundancy.In this paper,one of the main contributions is proving this property using linear algebra instead of profound knowledge.This makes it easy to read and understand this fundamental fact.The proof of linear independence of a set of Gauss functions relies on the constructing method for one-dimensional space and on the deducing method for higher dimensions.Additionally,under the condition of preserving the same moments between the original function and interpolating function,both the interpolating existence and uniqueness are proven for GRBF in one-dimensional space.The final work demonstrates the application of the GRBF method to locate lunar olivine.By combining preprocessed data using GRBF with the removing envelope curve method,a program is created to find the position of lunar olivine based on spectrum data,and the numerical experiment shows that it is an effective scheme. 展开更多
关键词 Gauss function Radial basis function Machine learning Lunar olivine locating data fitting
在线阅读 下载PDF
FITS数据文件的检索和访问 被引量:16
10
作者 崔辰州 李文 +3 位作者 于策 徐祯 赵永恒 于建军 《天文研究与技术》 CSCD 北大核心 2008年第2期116-123,共8页
普适图像传输系统(Flexible Image Transport System,FITS)是天文学领域应用最广泛的数据格式。自从20世纪80年代FITS格式被国际天文联合会(IAU)正式公布为国际标准以来,大部分的天文数据都是以FITS文件的形式在世界各地的数据中心和天... 普适图像传输系统(Flexible Image Transport System,FITS)是天文学领域应用最广泛的数据格式。自从20世纪80年代FITS格式被国际天文联合会(IAU)正式公布为国际标准以来,大部分的天文数据都是以FITS文件的形式在世界各地的数据中心和天文学家手中保存和交换。采用文件系统方式保存管理的FITS数据文件,很难适应程序化的检索和定位需求。随着FITS文件数量的不断增加以及虚拟天文台技术的发展,为这些以文件形式保存的天文数据提供检索功能的需求越来越迫切。FITS头以关键词值对的形式确切定义了所属FITS文件的结构,还提供了数据本身诸多特性的重要信息。FITS头中保存的这些信息可以满足大部分FITS数据文件查询检索的需求。将FITS头中的信息利用数据库来保存和管理,可以极大的方便对FITS文件的检索和定位。FITS头归档入库系统(FitHAS)是中国虚拟天文台项目开发的一个简单实用的FITS头信息归档入库工具,能够方便的将单个或者多个FITS文件的主FITS头信息导入到数据库中,为FITS数据文件的查询检索奠定基础,进而为虚拟天文台等更高层次的数据访问服务部署创造条件。本文介绍FITS数据格式,FITS头的基本结构;探讨虚拟天文台环境下FITS数据文件检索定位的实现方式;阐述FitHAS的功能特点、设计开发和使用方法。 展开更多
关键词 数据管理 fitS 数据库 软件开发
在线阅读 下载PDF
SOME SHAPE-PRESERVING QUASI-INTERPOLANTS TO NON-UNIFORMLY DISTRIBUTED DATA BY MQ-B-SPLINES 被引量:8
11
作者 ZhangWeixiang WuZongmin 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2004年第2期191-202,共12页
Based on the definition of MQ-B-Splines,this article constructs five types of univariate quasi-interpolants to non-uniformly distributed data. The error estimates and the shape-preserving properties are shown in detai... Based on the definition of MQ-B-Splines,this article constructs five types of univariate quasi-interpolants to non-uniformly distributed data. The error estimates and the shape-preserving properties are shown in details.And examples are shown to demonstrate the capacity of the quasi-interpolants for curve representation. 展开更多
关键词 scattered data fitting QUASI-INTERPOLATION shape-preserving approximation radial basis function MQ-B-Splines.
在线阅读 下载PDF
分布式实时存储环境下的FITS数据一致性研究 被引量:2
12
作者 梁波 陈腾达 +4 位作者 于孔林 刘应波 邓辉 柳翠寅 王锋 《天文研究与技术》 CSCD 2016年第4期489-497,共9页
在大型太阳望远镜观测数据的分布式高速实时存储过程中,作为元数据的FITS头和FITS数据文件的不一致,导致应用程序不能根据构建在元数据上的索引信息检索到相对应的FITS数据文件。研究了这种环境下,两类数据的一致性模型;分析总结了二者... 在大型太阳望远镜观测数据的分布式高速实时存储过程中,作为元数据的FITS头和FITS数据文件的不一致,导致应用程序不能根据构建在元数据上的索引信息检索到相对应的FITS数据文件。研究了这种环境下,两类数据的一致性模型;分析总结了二者在实时存储时的一致性保障机制和解决方案,提出了应用改进的两段提交协议来协商这两种数据之间的一致性关系,并给出了两段提交协议在高速数据存储背景下的算法实现,研究过程和方法能够对其他科学领域的相关应用提供参考。 展开更多
关键词 fitS 元数据 一致性 两段提交协议
在线阅读 下载PDF
Real and Fitted Spherical Indentations 被引量:2
13
作者 Gerd Kaupp 《Advances in Materials Physics and Chemistry》 2020年第10期207-229,共23页
Spherical indentations that rely on original date are analyzed with the physically correct mathematical formula and its integration that take into account the radius over depth changes upon penetration. Linear plots, ... Spherical indentations that rely on original date are analyzed with the physically correct mathematical formula and its integration that take into account the radius over depth changes upon penetration. Linear plots, phase-transition onsets, energies, and pressures are algebraically obtained for germanium, zinc-oxide and gallium-nitride. There are low pressure phase-transitions that correspond to, or are not resolved by hydrostatic anvil onset pressures. This enables the attribution of polymorph structures, by comparing with known structures from pulsed laser deposition or molecular beam epitaxy and twinning. The spherical indentation is the easiest way for the synthesis and further characterization of polymorphs, now available in pure form under diamond calotte and in contact with their corresponding less dense polymorph. The unprecedented results and new possibilities require loading curves from experimental data. These are now easily distinguished from data that are “fitted” to make them concur with widely used unphysical Johnson’s formula for spheres (“<span style="white-space:nowrap;"><em>P</em> = (4/3)<em>h</em><sup>3/2</sup><em>R</em><sup>1/2</sup><em>E</em><sup><span style="white-space:nowrap;">&#8727;</span></sup></span>”) not taking care of the <em>R/h</em> variation. Its challenge is indispensable, because its use involves “fitting equations” for making the data concur. These faked reports (no “experimental” data) provide dangerous false moduli and theories. The fitted spherical indentation reports with radii ranging from 4 to 250 μm are identified for PDMS, GaAs, Al, Si, SiC, MgO, and Steel. The detailed analysis reveals characteristic features. 展开更多
关键词 Spherical Indentations Correct Formula Phase-Transition Onset Pressure False Johnson Formula Detection of data fittings
在线阅读 下载PDF
Application of Newtonian approximate model to LIGO gravitational wave data processing
14
作者 吴洁 李瑾 蒋青权 《Chinese Physics B》 SCIE EI CAS CSCD 2023年第9期192-199,共8页
With the observation of a series of ground-based laser interferometer gravitational wave(GW)detectors such as LIGO and Virgo,nearly 100 GW events have been detected successively.At present,all detected GW events are g... With the observation of a series of ground-based laser interferometer gravitational wave(GW)detectors such as LIGO and Virgo,nearly 100 GW events have been detected successively.At present,all detected GW events are generated by the mergers of compact binary systems and are identified through the data processing of matched filtering.Based on matched filtering,we use the GW waveform of the Newtonian approximate(NA)model constructed by linearized theory to match the events detected by LIGO and injections to determine the coalescence time and utilize the frequency curve for data fitting to estimate the parameters of the chirp masses of binary black holes(BBHs).The average chirp mass of our results is 22.05_(-6.31)^(+6.31)M_(⊙),which is very close to 23.80_(-3.52)^(+4.83)M_(⊙)provided by GWOSC.In the process,we can analyze LIGO GW events and estimate the chirp masses of the BBHs.This work presents the feasibility and accuracy of the low-order approximate model and data fitting in the application of GW data processing.It is beneficial for further data processing and has certain research value for the preliminary application of GW data. 展开更多
关键词 gravitational waves black holes matched filtering data fitting
原文传递
基于遗传Data Farming的公共政策优化仿真模型 被引量:1
15
作者 彭敏晶 林健 《系统仿真学报》 EI CAS CSCD 北大核心 2008年第21期5963-5966,5988,共5页
为了解决公共政策优化仿真时考察点不全面及耗费时间大的问题,提出了基于遗传Data Farming的公共政策优化仿真模型。所提出的模型中,Data Farming被用于全面地考察输入参数空间中各输入参数水平对应的输出响应,通过把仿真过程的输出过... 为了解决公共政策优化仿真时考察点不全面及耗费时间大的问题,提出了基于遗传Data Farming的公共政策优化仿真模型。所提出的模型中,Data Farming被用于全面地考察输入参数空间中各输入参数水平对应的输出响应,通过把仿真过程的输出过程看作适应度的计算,遗传算法被用于优化仿真过程,提高优化效率。分析了公共政策作用效果的影响因素,并介绍了传统的Data Farming技术,然后从仿真目标、模型框架、算法等三方面介绍了所提出的优化仿真模型。最后进行了实验,证明了所提出模型的有效性。 展开更多
关键词 data FARMING 遗传算法 公共政策 仿真模型 适应度
原文传递
中国频谱射电日像仪FITS-IDI文件格式研究 被引量:6
16
作者 梅盈 刘东浩 +3 位作者 王锋 邓辉 戴伟 季凯帆 《天文研究与技术》 CSCD 2014年第4期388-395,共8页
我国新一代中国频谱射电日像仪(Chinese Spectral Radio Heliograph,CSRH)原始观测数据采用自定义格式,在进行后续处理与共享使用时必须转换相应的格式。在分析FITS-IDI(FITS Interferometry Data Interchange)格式的基础上,结合CSRH的... 我国新一代中国频谱射电日像仪(Chinese Spectral Radio Heliograph,CSRH)原始观测数据采用自定义格式,在进行后续处理与共享使用时必须转换相应的格式。在分析FITS-IDI(FITS Interferometry Data Interchange)格式的基础上,结合CSRH的实际观测模式与数据产出方式,定义与设计了符合项目情况的FITS-IDI格式及字段,并对FITS-IDI文件中若干字段的值如何获取、计算进行了深入讨论。根据定义生成的FITS-IDI文件已成功导入CASA软件,并可以进行后续处理。经过对CASA测量集文件的核实,证明了数据生成的正确性。本研究有效地推进了CSRH的建设工作,也对其他射电干涉阵数据存储有一定的参考价值。 展开更多
关键词 中国频谱射电日像仪 fitS-IDI 数据存储
在线阅读 下载PDF
PeakFit、1stOpt在弗兰克-赫兹实验数据处理中的应用 被引量:4
17
作者 李春 刘泽民 +1 位作者 陈恒杰 薛善增 《大学物理实验》 2018年第5期117-123,共7页
引入了两种新的弗兰克-赫兹实验数据处理方法。1.运用峰值分析软件PeakFit实现数据的拟合与自动寻峰。2.通过数学优化软件1stOpt实现多峰与单峰拟合,然后编写1stOpt求最值程序获得其峰值信息。PeakFit操作简单,无需编程,多峰拟合效果良... 引入了两种新的弗兰克-赫兹实验数据处理方法。1.运用峰值分析软件PeakFit实现数据的拟合与自动寻峰。2.通过数学优化软件1stOpt实现多峰与单峰拟合,然后编写1stOpt求最值程序获得其峰值信息。PeakFit操作简单,无需编程,多峰拟合效果良好,峰值信息精确。1stOpt获得的相关系数可达0.999 9,拟合效果极好,峰值信息准确可靠。 展开更多
关键词 Peakfit 1stOpt 弗兰克-赫兹实验 数据处理 拟合
在线阅读 下载PDF
FITS图像处理技术荟萃及在太阳观测中的应用 被引量:4
18
作者 胡新华 邓元勇 王先平 《天文研究与技术》 CSCD 北大核心 2008年第1期55-65,共11页
针对FITS图像文件的特点,结合其在天文学领域的广泛应用,对其各种处理技术进行了简明扼要的介绍。包括FITS文件完整性的检查、文件头和数据内容的查看、图像特性的伪彩编码、文件格式的转换、数据的压缩及相关太阳物理信息的提取等内容。
关键词 fitS 检查 查看 伪彩编码 格式转换 数据压缩 信息提取
在线阅读 下载PDF
Hubble Diagram Test of 280 Supernovae Redshift Data 被引量:2
19
作者 Laszlo A. Marosi 《Journal of Modern Physics》 2014年第1期29-33,共5页
We compare the Hubble diagram calculated from the observed redshift (RS)/magnitude (μ) data of 280 Supernovae in the RS range of z = 0.0104 to 8.1 with Hubble diagrams inferred on the basis of the exponential tired l... We compare the Hubble diagram calculated from the observed redshift (RS)/magnitude (μ) data of 280 Supernovae in the RS range of z = 0.0104 to 8.1 with Hubble diagrams inferred on the basis of the exponential tired light and the Lambda Cold Dark Matter (ΛCDM) cosmological model. We show that the experimentally measured Hubble diagram follows clearly the exponential photon flight time (tS)/RS relation, whilst the data calculated on the basis of the ΛCDM model exhibit poor agreement with the observed data. 展开更多
关键词 Redshift/Magnitude data fitting Linear HUBBLE RELATION Exponential HUBBLE RELATION ΛCDM COSMOLOGICAL Model
在线阅读 下载PDF
660 MW火电机组全工况下凝结水节流动态模型的研究
20
作者 卫龙飞 陈伟威 +1 位作者 郭志鹏 韩晓明 《现代电子技术》 北大核心 2026年第2期87-94,共8页
为解决火电机组中凝结水节流模型难以兼顾准确性、快速性和泛化性的问题,提出一种结合机理建模和数据驱动建模的混合建模方法,深入分析了凝结水节流对除氧器内部压力的动态影响,并引入参数辨识技术。首先,根据凝结水节流系统的动态特性... 为解决火电机组中凝结水节流模型难以兼顾准确性、快速性和泛化性的问题,提出一种结合机理建模和数据驱动建模的混合建模方法,深入分析了凝结水节流对除氧器内部压力的动态影响,并引入参数辨识技术。首先,根据凝结水节流系统的动态特性和静态特性,建立准确性高的复杂机理模型;其次,在保证模型精准度的前提下,借助数据驱动方法找到复杂模块中某些复杂变量之间的关系,降低模型的复杂度并提高模型的快速性;最终,采用粒子群优化(PSO)算法,根据所提出的关于负荷、除氧器容积和压力偏差的适应度函数,对不同工况下模型中未知参数进行辨识,提高模型的泛化性。仿真结果表明,在260 MW和450 MW工况下,所提模型的均方根误差(RMSE)、Pearson相关系数等评价指标均有较好表现。证明该模型具有较高的准确性、快速性和泛化性。 展开更多
关键词 火电机组 凝结水节流系统 动态模型 机理建模 数据驱动建模 粒子群优化算法 适应度函数
在线阅读 下载PDF
上一页 1 2 113 下一页 到第
使用帮助 返回顶部