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Advancements in incremental nonlinear dynamic inversion and its components:A survey on INDI-PartⅡ 被引量:1
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作者 Agnes STEINERT Stefan RAAB +2 位作者 Simon HAFNER Florian HOLZAPFEL Haichao HONG 《Chinese Journal of Aeronautics》 2025年第11期286-314,共29页
Incremental Nonlinear Dynamic Inversion(INDI)is a control approach that has gained popularity in flight control over the past decade.Besides the INDI law,several common additional components complement an INDI-based c... Incremental Nonlinear Dynamic Inversion(INDI)is a control approach that has gained popularity in flight control over the past decade.Besides the INDI law,several common additional components complement an INDI-based controller.This paper,the second part of a two-part series of surveys on INDI,aims to summarize the modern trends in INDI and its related components.Besides a comprehensive components specification,it addresses their most common challenges,compares different variants,and discusses proposed advances.Further important aspects of INDI are gain design,stability,and robustness.This paper also provides an overview of research conducted concerning these aspects.This paper is written in a tutorial style to familiarize researchers with the essential specifics and pitfalls of INDI and its components.At the same time,it can also serve as a reference for readers already familiar with INDI. 展开更多
关键词 Flight control Feedback linearization dynamic inversion Incremental Nonlinear dynamic Inversion(INDI) Reference model Control allocation Stability and robustness
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Models and methods for dynamic response of 3D flexible and rigid pavements to moving loads:A review by representative examples
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作者 Edmond V.Muho Niki D.Beskou Jiang Qian 《Journal of Road Engineering》 2025年第1期65-91,共27页
This work reviews models and methods for determining the dynamic response of pavements to moving vehicle loads in the framework of continuum-based three dimensional models and linear theories.This review emphasizes th... This work reviews models and methods for determining the dynamic response of pavements to moving vehicle loads in the framework of continuum-based three dimensional models and linear theories.This review emphasizes the most representative models and methods of analysis in the existing literature and illustrates all of them by numerical examples.Thus,13 such examples are presented here in some detail.Both flexible and rigid(concrete)pavement models involving simple and elaborate cases with respect to geometry and material behavior are considered.Thus,homogeneous or layered half-spaces with isotropic or cross-anisotropic and elastic,viscoelastic or poroelastic properties are considered.The vehicles are modeled as simple point or distributed loads or discrete spring-mass-dashpot system moving with constant or variable velocity.The dynamic response of the above pavement-vehicle systems is obtained by analytical/numerical or purely numerical methods of solution.Analytical/numerical methods have mainly to do with Fourier transforms or complex Fourier series with respect to both space and time.Purely numerical methods involve the finite element method(FEM)and the boundary element method(BEM)working in time or frequency domain.Critical discussions on the advantages and disadvantages of the various pavement-vehicle models and their methods of analysis are provided and the effects of the main parameters on the pavement response are determined through parametric studies and presented in the examples.Finally,conclusions are provided and suggestions for future research are made. 展开更多
关键词 Flexible pavements Rigid(concrete)pavements Moving vehicle loads Three dimensional models linearITY dynamic response
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The 3-Hour-Interval Prediction of Ground-Level Temperature in South Korea Using Dynamic Linear Models 被引量:3
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作者 Keon-Tae SOHN Deuk-KyunRHA Young-KyungSEO 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2003年第4期575-582,共8页
The 3-hour-interval prediction of ground-level temperature from +00 h out to +45 h in South Korea (38 stations) is performed using the DLM (dynamic linear model) in order to eliminate the systematic error of numerical... The 3-hour-interval prediction of ground-level temperature from +00 h out to +45 h in South Korea (38 stations) is performed using the DLM (dynamic linear model) in order to eliminate the systematic error of numerical model forecasts. Numerical model forecasts and observations are used as input values of the DLM. According to the comparison of the DLM forecasts to the KFM (Kalman filter model) forecasts with RMSE and bias, the DLM is useful to improve the accuracy of prediction. 展开更多
关键词 temperature forecasting systematic error dynamic linear model
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Prediction of Typhoon Tracks Using Dynamic Linear Models
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作者 Keon-Tae SOHN H.Joe KWON Ae-Sook SUH 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2003年第3期379-384,共6页
This paper presents a study on the statistical forecasts of typhoon tracks. Numerical models have their own systematic errors, like a bias. In order to improve the accuracy of track forecasting, a statistical model ca... This paper presents a study on the statistical forecasts of typhoon tracks. Numerical models have their own systematic errors, like a bias. In order to improve the accuracy of track forecasting, a statistical model called DLM (dynamic linear model) is applied to remove the systematic error. In the analysis of typhoons occurring over the western North Pacific in 1997 and 2000, DLM is useful as an adaptive model for the prediction of typhoon tracks. 展开更多
关键词 typhoon track forecast systematic error dynamic linear model
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A dynamic optimization model of an integrated coal supply chain system and its application 被引量:8
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作者 PENG Hong-jun ZHOU Mei-hua +2 位作者 LIU Man-zhi ZHANG Yu HUANG Yan-bo 《Mining Science and Technology》 EI CAS 2009年第6期842-846,共5页
Various nodes,logistics,capital flows,and information flows are required to make systematic decisions concerning the operation of an integrated coal supply system. We describe a quantitative analysis of such a system.... Various nodes,logistics,capital flows,and information flows are required to make systematic decisions concerning the operation of an integrated coal supply system. We describe a quantitative analysis of such a system. A dynamic optimization model of the supply chain is developed. It has achieved optimal system profit under conditions guaranteeing a certain level of customer satisfaction. Applying this model to coal production of the Xuzhou coal mines allows recommendations for a more systematic use of washing and processing,transportation and sale resources for commercial coal production to be made. The results show that this model,which is scientific and effective,has an important value for making reasonable decisions related to complex coal enterprises. 展开更多
关键词 coal supply chain multiple linear regression customer satisfaction dynamic optimization model
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COM trajectory planning and disturbance-resistant control of a bipedal robot based on CP-ZMP-COM dynamics 被引量:1
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作者 Chunbiao GAN Zijing LI +1 位作者 Yimin GE Mengyue LU 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 2025年第5期492-498,共7页
1Introduction To date,in model-based gait-planning methods,the dynamics of the center of mass(COM)of bipedal robots have been analyzed by establishing their linear inverted pendulum model(LIPM)or extended forms(Owaki ... 1Introduction To date,in model-based gait-planning methods,the dynamics of the center of mass(COM)of bipedal robots have been analyzed by establishing their linear inverted pendulum model(LIPM)or extended forms(Owaki et al.,2010;Englsberger et al.,2015;Xie et al.,2020).With regard to model-based gait-generation methods for uphill and downhill terrain,Kuo(2007)simulated human gait using an inverted pendulum,which provided a circular trajectory for the COM rather than a horizontal trajectory.He found that a horizontal COM trajectory consumed more muscle energy.Massah et al.(2012)utilized a 3D LIPM and the concept of zero moment point(ZMP).They developed a trajectory planner using the semi-elliptical motion equations of an NAO humanoid robot and simulated walking on various sloped terrains using the Webots platform. 展开更多
关键词 com trajectory planning inverted pendulumwhich disturbance resistant control linear inverted pendulum model lipm extended forms owaki bipedal robots human gait dynamics center
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LVP Modeling and Dynamic Characteristics Prediction of A Hydraulic Power Unit in Deep-Sea 被引量:1
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作者 曹学鹏 叶敏 +2 位作者 邓斌 张翠红 俞祖英 《China Ocean Engineering》 SCIE EI CSCD 2013年第1期17-32,共16页
A hydraulic power unit (HPU) is the driving "heart" of deep-sea working equipment. It is critical to predict its dynamic performances in deep-water before being immerged in the seawater, while the experimental tes... A hydraulic power unit (HPU) is the driving "heart" of deep-sea working equipment. It is critical to predict its dynamic performances in deep-water before being immerged in the seawater, while the experimental tests by simulating deep-sea environment have many disadvantages, such as expensive cost, long test cycles, and difficult to achieve low-temperature simulation, which is only used as a supplementary means for confirmatory experiment. This paper proposes a novel theoretical approach based on the linear varying parameters (LVP) modeling to foresee the dynamic performances of the driving unit. Firstly, based on the varying environment features, dynamic expressions of the compressibility and viscosity of hydranlic oil are derived to reveal the fluid performances changing. Secondly, models of hydraulic system and electrical system are accomplished respectively through studying the control process and energy transfer, and then LVP models of the pressure and flow rate control is obtained through the electro-hydraulic models integration. Thirdly, dynamic characteristics of HPU are obtained by the model simulating within bounded closed sets of varying parameters. Finally, the developed HPU is tested in a deep-sea imitating hull, and the experimental results are well consistent with the theoretical analysis outcomes, which clearly declare that the LVP modeling is a rational way to foresee dynamic performances of HPU. The research approach and model analysis results can be applied to the predictions of working properties and product designs for other deep-sea hydraulic pump. 展开更多
关键词 hydraulic power unit (HPLO linear varying parameters (L VP) modeling dynamic viscosity characteristics prediction
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Data-Driven Iterative Learning Consensus Tracking Based on Robust Neural Models for Unknown Heterogeneous Nonlinear Multiagent Systems With Input Constraints
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作者 Chong Zhang Yunfeng Hu +2 位作者 TingTing Wang Xun Gong Hong Chen 《IEEE/CAA Journal of Automatica Sinica》 2025年第10期2153-2155,共3页
Dear Editor,Aiming at the consensus tracking problem of a class of unknown heterogeneous nonlinear multiagent systems(MASs)with input constraints,a novel data-driven iterative learning consensus control(ILCC)protocol ... Dear Editor,Aiming at the consensus tracking problem of a class of unknown heterogeneous nonlinear multiagent systems(MASs)with input constraints,a novel data-driven iterative learning consensus control(ILCC)protocol based on zeroing neural networks(ZNNs)is proposed.First,a dynamic linearization data model(DLDM)is acquired via dynamic linearization technology(DLT). 展开更多
关键词 dynamic linearization data model dldm consensus tracking problem input constraints consensus tracking unknown heterogeneous nonlinear multiagent systems robust neural models data driven iterative learning zeroing neural networks znns
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SOME GENERAL THEOREMS AND GENERALIZED AND PIECEWISE GENERALIZED VARIATIONAL PRINCIPLES FOR LINEAR ELASTODYNAMICS
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作者 邢京堂 郑兆昌 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 1992年第9期825-840,共16页
From the concept of four-dimensional space and under the four kinds of time limit conditions, some general theorems for elastodynamics are developed, such as the principle of possible work action, the virtual displace... From the concept of four-dimensional space and under the four kinds of time limit conditions, some general theorems for elastodynamics are developed, such as the principle of possible work action, the virtual displacement principle, the virtual stress-momentum principle, the reciprocal theorems and the related theorems of time terminal conditions derived from it. The variational principles of potential energy action and complementary energy action, the H-W principles, the H-R principles and the constitutive variational principles for elastodynamics are obtained. Hamilton's principle, Toupin's work and the formulations of Ref. [5], [17]-[24] may be regarded as some special cases of the general principles given in the paper. By considering three cases: piecewise space-time domain, piecewise space domain, piecewise time domain, the piecewise variational principles including the potential, the complementary and the mixed energy action fashions are given. Finally, the general formulation of piecewise variational principles is derived. If the time dimension is not considered, the formulations obtained in the paper will become the corresponding ones for elastostatics. 展开更多
关键词 Boundary value problems dynamics Mathematical models Piecewise linear techniques Stresses Theory Time domain analysis Variational techniques
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Love Dynamical Models with Delay
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作者 Kaori Saito Shiho Takagi Yoshihiro Hamaya 《Advances in Pure Mathematics》 2020年第5期297-311,共15页
A sufficient condition for the asymptotic stability of the equilibrium point of a system, which appears as a model for couple of the love affair with time delay, is obtained by applying the technique of linearized met... A sufficient condition for the asymptotic stability of the equilibrium point of a system, which appears as a model for couple of the love affair with time delay, is obtained by applying the technique of linearized method and Hopf- bifurcation. 展开更多
关键词 LOVE AFFAIRS ASYMPTOTIC Stability linearized Method Hop-Bifurcation DELAY dynamicAL model
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Establishing an Initial Electron Beam Model with Monte Carlo Simulation for a Single 6 MV X-ray Medical Linac Based on Particle Dynamics Characteristics
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作者 ZHAO Hong-bin KONG Xiao-xiao +2 位作者 LI Quan-feng LIN Xiao-qi BAO Shang-lian 《Chinese Journal of Biomedical Engineering(English Edition)》 2009年第2期47-54,66,共9页
Objective:In this study,we try to establish an initial electron beam model by combining Monte Carlo simulation method with particle dynamic calculation(TRSV)for the single 6 MV X-ray accelerating waveguide of BJ-6 med... Objective:In this study,we try to establish an initial electron beam model by combining Monte Carlo simulation method with particle dynamic calculation(TRSV)for the single 6 MV X-ray accelerating waveguide of BJ-6 medical linac.Methods and Materials:1.We adapted the treatment head configuration of BJ-6 medical linac made by Beijing Medical Equipment Institute(BMEI)as the radiation system for this study.2.Use particle dynamics calculation code called TRSV to drive out the initial electron beam parameters of the energy spectrum,the spatial intensity distribution,and the beam incidence angle.3.Analyze the 6 MV X-ray beam characteristics of PDDc,OARc in a water phantom by using Monte Carlo simulation(BEAMnrc,DOSXYZnrc)for a preset of the initial electron beam parameters which have been determined by TRSV,do the comparisons of the measured results of PDDm,OARm in a real water phantom,and then use the deviations of calculated and measured results to slightly modify the initial electron beam model back and forth until the deviations meet the error less than 2%.Results:The deviations between the Monte Carlo simulation results of percentage depth doses at PDDc and off-axis ratios OARc and the measured results of PDDm and OARm in a water phantom were within 2%.Conclusion:When doing the Monte Carlo simulation to determine the parameters of an initial electron beam for a particular medical linac like BJ-6,modifying some parameters based on the particle dynamics calculation code would give some more reasonable and more acceptable results. 展开更多
关键词 initial electron beam model particle dynamic calculation Monte Carlosimulation medical linear accelerator
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Flight dynamics characteristics of canard rotor/wing aircraft in helicopter flight mode 被引量:5
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作者 Honggang GAO Ao HE +2 位作者 Zhenghong GAO Yang NA Yangping DENG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2019年第7期1577-1587,共11页
The aerodynamic layout of the Canard Rotor/Wing(CRW) aircraft in helicopter flight mode differs significantly from that of conventional helicopters. In order to study the flight dynamics characteristics of CRW aircraf... The aerodynamic layout of the Canard Rotor/Wing(CRW) aircraft in helicopter flight mode differs significantly from that of conventional helicopters. In order to study the flight dynamics characteristics of CRW aircraft in helicopter mode, first, the aerodynamic model of the main rotor system is established based on the blade element theory and wind tunnel test results. The aerodynamic forces and moments of the canard wing, horizontal tail, vertical tail and fuselage are obtained via theoretical analysis and empirical formula. The flight dynamics model of the CRW aircraft in helicopter mode is developed and validated by flight test data. Next, a method of model trimming using an optimization algorithm is proposed. The flight dynamics characteristics of the CRW are investigated by the method of linearized small perturbations via Simulink. The trim results are consistent with the conventional helicopter characteristics, and the results show that with increasing forward flight speed, the canard wing and horizontal tail can provide considerable lift,which reflects the unique characteristics of the CRW aircraft. Finally, mode analysis is implemented for the linearized CRW in helicopter mode. The results demonstrate that the stability of majority modes increases with increasing flight speed. However, one mode that diverges monotonously,and the reason is that the CRW helicopter mode has a large vertical tail compared to the conventional helicopter. The results of the dynamic analysis provide optimization guidance and reference for the overall design of the CRW aircraft in helicopter mode, and the model developed can be used for control system design. 展开更多
关键词 CANARD rotor/wing AIRCRAFT dynamicS analysis FLIGHT dynamicS HELICOPTER linearIZATION model building
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Vector tracking loops in GNSS receivers for dynamic weak signals 被引量:2
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作者 Jing Liu Xiaowei Cui +1 位作者 Mingquan Lu Zhenming Feng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2013年第3期349-364,共16页
Vehicle positioning with the global navigation satellite system (GNSS) in urban environments faces two problems which are attenuation and dynamic. For traditional GNSS receivers hardly able to track dynamic weak sig... Vehicle positioning with the global navigation satellite system (GNSS) in urban environments faces two problems which are attenuation and dynamic. For traditional GNSS receivers hardly able to track dynamic weak signals, the coupling between all visible satellite signals is ignored in the absence of navigation state feedback, and thermal noise error and dynamic stress threshold are contradictory due to non-coherent discriminators. The vector delay/frequency locked loop (VDFLL) with navigation state feedback and the joint vector tracking loop (JVTL) with coherent discriminator which is a synchronization parameter tracking loop based on maximum likelihood estimation (MLE) are proposed to improve the tracking sensitivity of GNSS receiver in dynamic weak signal environments. A joint vector position tracking loop (JVPTL) directly tracking user position and velocity is proposed to further improve tracking sensitivity. The coherent navigation parameter discriminator of JVPTL, being able to ease the contradiction between thermal noise error and dynamic stress threshold, is based on MLE according to the navigation parameter based linear model of received baseband signals. Simulation results show that JVPTL, which combines the advantages of both VDFLL and JVTL, performs better than both VDFLL and JVTL in dynamic weak signal environments. 展开更多
关键词 dynamic weak signal maximum likelihood estimation (MLE) linear model navigation state feedback coherent discriminator
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Linear-in-Parameter Models Based on Parsimonious Genetic Programming Algorithm and Its Application to Aero-Engine Start Modeling 被引量:3
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作者 李应红 尉询楷 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2006年第4期295-303,共9页
A novel Parsimonious Genetic Programming (PGP) algorithm together with a novel aero-engine optimum data-driven dynamic start process model based on PGP is proposed. In application of this method, first, the traditio... A novel Parsimonious Genetic Programming (PGP) algorithm together with a novel aero-engine optimum data-driven dynamic start process model based on PGP is proposed. In application of this method, first, the traditional Genetic Programming(GP) is used to generate the nonlinear input-output models that are represented in a binary tree structure; then, the Orthogonal Least Squares algorithm (OLS) is used to estimate the contribution of the branches of the tree (refer to basic function term that cannot be decomposed anymore according to special rule) to the accuracy of the model, which contributes to eliminate complex redundant subtrees and enhance GP's convergence speed; and finally, a simple, reliable and exact linear-in-parameter nonlinear model via GP evolution is obtained. The real aero-engine start process test data simulation and the comparisons with Support Vector Machines (SVM) validate that the proposed method can generate more applicable, interpretable models and achieve comparable, even superior results to SVM. 展开更多
关键词 aerospace propulsion system linear-in-parameter nonlinear model Parsimonious Genetic Programming (PGP) aero-engine dynamic start model
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Simple Linear Model of Tumor Growth in a Changing Environment
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作者 Jose F. Nieves Marcelo R. Ubriaco 《Applied Mathematics》 2015年第7期1139-1147,共9页
In an environment that is neither static nor in equilibrium, but is dynamic and changing, the kinetics of the reactions that cause the growth of a tumor, which depend on the state of the evolving environment, cannot b... In an environment that is neither static nor in equilibrium, but is dynamic and changing, the kinetics of the reactions that cause the growth of a tumor, which depend on the state of the evolving environment, cannot be parametrized in terms of constant rates. We propose a simple model for describing the growth on an untreated tumor in such environments, which is characterized by a minimal number of parameters and is generalizable to include the effects of various types of therapies. In the simplest version that we consider here, it consists of a linear equation with a time-dependent growth rate, which we interpret as the coupling of the system with a dynamic environment. A complete solution is given in terms of the integral of the growth rate. The essential features of the general solution are illustrated with a few examples, and comparison is made with the models that have been proposed to describe recent data. 展开更多
关键词 TUMOR Growth MATHEMATICAL modeling linear models dynamic Environment MINIMAL PARAMETRIZATIONS
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Model⁃Free Predictive Control for a Kind of High Order Nonlinear Systems
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作者 Ye Tian Baili Su 《Journal of Harbin Institute of Technology(New Series)》 CAS 2022年第2期62-69,共8页
For a type of high⁃order discrete⁃time nonlinear systems(HDNS)whose system models are undefined,a model⁃free predictive control(MFPC)algorithm is proposed in this paper.At first,an estimation model is given by the imp... For a type of high⁃order discrete⁃time nonlinear systems(HDNS)whose system models are undefined,a model⁃free predictive control(MFPC)algorithm is proposed in this paper.At first,an estimation model is given by the improved projection algorithm to approach the controlled nonlinear system.Then,on the basis of the estimation model,a predictive controller is designed by solving the finite time domain rolling optimization quadratic function,and the controller’s explicit analytic solution is also obtained.Furthermore,the closed⁃loop system's stability can be ensured.Finally,the results of simulation reveal that the presented control strategy has a faster convergence speed as well as more stable dynamic property compared with the model⁃free sliding mode control(MFSC). 展开更多
关键词 nonlinear system compact dynamic linearization(CDL) model predictive control(MPC) model-free control(MFC) projection algorithm
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Incremental Influence Maximization for Dynamic Social Networks
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作者 Yake Wang Jinghua Zhu Qian Ming 《国际计算机前沿大会会议论文集》 2017年第2期4-5,共2页
Influence maximization is one fundamental and important problem to identify a set of most influential individuals to develop effective viral marketing strategies in social network. Most existing studies mainly focus o... Influence maximization is one fundamental and important problem to identify a set of most influential individuals to develop effective viral marketing strategies in social network. Most existing studies mainly focus on designing efficient algorithms or heuristics to find Top-K influential individuals for static network. However, when the network is evolving over time, the static algorithms have to be re-executed which will incur tremendous execution time. In this paper, an incremental algorithm DIM is proposed which can efficiently identify the Top-K influential individuals in dynamic social network based on the previous information instead of calculating from scratch. DIM is designed for Linear Threshold Model and it consists of two phases: initial seeding and seeds updating. In order to further reduce the running time, two pruning strategies are designed for the seeds updating phase. We carried out extensive experiments on real dynamic social network and the experimental results demonstrate that our algorithms could achieve good performance in terms of influence spread and significantly outperform those traditional static algorithms with respect to running time. 展开更多
关键词 INFLUENCE MAXIMIZATION dynamic SOCIAL network linear THRESHOLD model PRUNING strategy
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THE DISCRETE DYNAMICS FOR COMPETITIVE POPULATIONS OF LOTKA-VOLTERRA TYPE
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作者 LIU LAIFU AND GONG BIN 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 1995年第4期419-426,共8页
The discrete dynamics for competition populations of Lotka-Volterra type modeled as N1(t+1)=N1(t) exp[r1(1-N1-b12N2)], N2(t+1)=N2(t) exp[r2(1-N2-b21N1)] is considered in the paper. In the case of non-persistence the a... The discrete dynamics for competition populations of Lotka-Volterra type modeled as N1(t+1)=N1(t) exp[r1(1-N1-b12N2)], N2(t+1)=N2(t) exp[r2(1-N2-b21N1)] is considered in the paper. In the case of non-persistence the attractive behavior of model has been discussed. Especially, there are two attractive sets when h_(ij)>1, and the attractive behaviors are more complicated than that of the corresponding cofitinuous model. The attracted regions are given. We prove that the model is also persistent in the degenerate case of b_(ij)=1. In the persistence case of b_(ij)<1, the existence and uniqueness for two-period points of the model are studied at r1=r2. The condition for the multi-pair of two-period points is indicated and their influences on population dynamical behaviors are shown. 展开更多
关键词 Competition model non-linear discrete dynamics attractive behavior persistence two-period point.
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基于紧格式动态线性化的PMSM无模型自适应快速终端滑模控制
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作者 赵凯辉 涂麟轩 +2 位作者 何颖燊 贾林 黄宜山 《电力系统保护与控制》 北大核心 2026年第2期70-81,共12页
针对永磁同步电机(permanent magnet synchronous motor,PMSM)控制系统过度依赖精确模型的问题,提出一种基于动态线性化方式的无模型自适应快速终端滑模控制算法。首先,将电机运动方程转化为离散紧格式的动态线性化模型。基于新型快速... 针对永磁同步电机(permanent magnet synchronous motor,PMSM)控制系统过度依赖精确模型的问题,提出一种基于动态线性化方式的无模型自适应快速终端滑模控制算法。首先,将电机运动方程转化为离散紧格式的动态线性化模型。基于新型快速幂次趋近律,结合紧格式型无模型自适应控制和离散快速终端滑模算法的优点,设计离散时间无模型自适应快速终端滑模控制律。其次,基于电机的输入和输出数据,根据准则函数构造伪偏导数(pseudo partial derivative,PPD)估计算法,实现了基于数据驱动的控制,并分析了PPD估计算法的收敛性与控制算法的稳定性。最后,仿真和实验结果表明,与传统控制策略和无模型自适应滑模控制对比,所提方法提高了PMSM驱动系统的响应速度和鲁棒性,且不再依赖精确系统模型。 展开更多
关键词 永磁同步电机 动态线性化 无模型自适应 离散快速终端滑模控制 快速幂次趋近律
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Local Modeling模型及其在黄河上游月径流预测中的应用 被引量:3
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作者 蓝永超 王书功 +3 位作者 丁永建 马建华 赵昌瑞 曹春晖 《冰川冻土》 CSCD 北大核心 2004年第3期344-348,共5页
基于黄河上游有关水文气象台站的降水径流资料,将LocalModeling方法应用于龙羊峡水库月入库径流预报的中长期水文预报模型.模型的检验和应用结果表明,该方法有着稳健性好、数学物理意义明确、对数据系列要求不高和容易操作等优点,在非... 基于黄河上游有关水文气象台站的降水径流资料,将LocalModeling方法应用于龙羊峡水库月入库径流预报的中长期水文预报模型.模型的检验和应用结果表明,该方法有着稳健性好、数学物理意义明确、对数据系列要求不高和容易操作等优点,在非汛期各月的径流预测中具有较高的准确性,并且在考虑了降水的影响后,对汛期径流的计算精度亦基本符合水文情报预报规范和实际应用的要求.该模型在黄河上游水量预报和调度工作中具有良好的应用前景. 展开更多
关键词 非线性动力系统 LOCAL modeling模型 黄河上游 水文预报
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