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Ordered Sn distribution adjacent to the precipitate-matrix interface in a Mg-9.8wt.%Sn alloy 被引量:1
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作者 Chaoqiang Liu Houwen Chen +1 位作者 Min Song Jian-Feng Nie 《Journal of Magnesium and Alloys》 SCIE EI CAS CSCD 2022年第7期1909-1914,共6页
The major interface betweenβ-Mg_(3)Sn precipitate plate and theα-Mg matrix in a Mg-9.8wt.%alloy has been investigated using aberrationcorrected scanning transmission electron microscopy and first-principles calculat... The major interface betweenβ-Mg_(3)Sn precipitate plate and theα-Mg matrix in a Mg-9.8wt.%alloy has been investigated using aberrationcorrected scanning transmission electron microscopy and first-principles calculations.It is found that Sn atoms orderly distribute in the single layer of theα-Mg matrix immediately adjacent to the broad surface ofβat the early stage of ageing.These Sn atoms substitute Mg atoms located at the centers of equilateral triangles constituted by three Mg columns in the outmost layer ofβ.First-principles calculations suggest that the ordered Sn distribution is energetically favored and it not only decreases the interfacial energy of theβ-matrix interface but also hinders the occurrence of 1/3<01■0>αshear that thickens theβplate. 展开更多
关键词 Mg-Sn alloys ordered distribution of solute atom HAADF-STEM First-principles calculations
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Gulong shale oil enrichment mechanism and orderly distribution of conventional–unconventional oils in the Cretaceous Qingshankou Formation,Songliao Basin,NE China 被引量:9
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作者 ZHANG Shuichang ZHANG Bin +6 位作者 WANG Xiaomei FENG Zihui HE Kun WANG Huajian FU Xiuli LIU Yuke YANG Chunlong 《Petroleum Exploration and Development》 SCIE 2023年第5期1045-1059,共15页
Through the study of organic matter enrichment,hydrocarbon generation and accumulation process of black shale of the Cretaceous Qingshankou Formation in the Songliao Basin,the enrichment mechanism of Gulong shale oil ... Through the study of organic matter enrichment,hydrocarbon generation and accumulation process of black shale of the Cretaceous Qingshankou Formation in the Songliao Basin,the enrichment mechanism of Gulong shale oil and the distribution of conventional–unconventional oil are revealed.The Songliao Basin is a huge interior lake basin formed in the Early Cretaceous under the control of the subduction and retreat of the western Pacific plate and the massive horizontal displacement of the Tanlu Fault Zone in Northeast China.During the deposition of the Qingshankou Formation,strong terrestrial hydrological cycle led to the lake level rise of the ancient Songliao Basin and the input of a large amount of nutrients,resulting in planktonic bacteria and algae flourish.Intermittent seawater intrusion events promoted the formation of salinization stratification and anoxic environment in the lake,which were beneficial to the enrichment of organic matters.Biomarkers analysis confirms that the biogenic organic matter of planktonic bacteria and algae modified by microorganisms plays an important role in the formation of high-quality source rocks with high oil generation capability.There are four favorable conditions for the enrichment of light shale oil in the Qingshankou Formation of the Gulong Sag,Songliao Basin:the moderate organic matter abundance and high oil potential provide sufficient material basis for oil enrichment;high degree of thermal evolution makes shale oil have high GOR and good mobility;low hydrocarbon expulsion efficiency leads to a high content of retained hydrocarbons in the source rock;and the confinement effect of intra-layer cement in the high maturity stage induces the efficient accumulation of light shale oil.The restoration of hydrocarbon accumulation process suggests that liquid hydrocarbons generated in the early(low–medium maturity)stage of the Qingshankou Formation source rocks accumulated in placanticline and slope after long-distance secondary migration,forming high-quality conventional and tight oil reservoirs.Light oil generated in the late(medium–high maturity)stage accumulated in situ,forming about 15 billion tons of Gulong shale oil resources,which finally enabled the orderly distribution of conventional–unconventional oils that are contiguous horizontally and superposed vertically within the basin,showing a complete pattern of“whole petroleum system”with conventional oil,tight oil and shale oil in sequence. 展开更多
关键词 Songliao Basin Cretaceous Qingshankou Formation Gulong shale oil organic carbon storage orderly distribution of conventional-unconventional oil fault sealing whole petroleum system shale oil enrichment
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SPECTRUM DISTRIBUTION OF THE SEDOND ORDER GENERALIZED DISTRIBUTED PARAMETER SYSTEMS 被引量:2
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作者 葛照强 朱广田 马勇镐 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2003年第10期1224-1232,共9页
Spectrum distribution of the second order generalized distributed parameter system was discussed via the functional analysis and operator theory in Hilbert space. The solutions of the problem and the constructive expr... Spectrum distribution of the second order generalized distributed parameter system was discussed via the functional analysis and operator theory in Hilbert space. The solutions of the problem and the constructive expression of the solutions are given by the generalized inverse one of bounded linear operator. This is theoretically important for studying the stabilization and asymptotic stability of the second order generalized distributed parameter system. 展开更多
关键词 second order generalized distributed parameter system spectrum distribution Hilbert space generalized inverse one of bounded linear operatiors
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A Development Study on the Ordering Distribution of Temporal Adverbial Clauses by Chinese EFL Learners Based on Dependency Treebank
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作者 Wenwen LI Yijun LONG 《Chinese Journal of Applied Linguistics》 2022年第4期551-565,612,613,共17页
Temporal adverbial clause is an important language structure and exhibits different features in English and Chinese,which brings about difficulties for Chinese EFL learners.Based on the theory of Dependency Grammar,th... Temporal adverbial clause is an important language structure and exhibits different features in English and Chinese,which brings about difficulties for Chinese EFL learners.Based on the theory of Dependency Grammar,the study attempts to investigate the ordering distribution of temporal adverbial clauses by Chinese EFL learners at the beginning,intermediate and advanced levels.The results show that:1)Chinese EFL learners at different proficiencies tend to precede temporal adverbial clause to main clause.With the increase of proficiency,the postposition of temporal adverbial clauses by learners increases and is approaching to the ordering preference of target language.2)The ordering distribution of subordinators for temporal adverbial clauses by Chinese EFL learners is consistent with native English,showing a tendency of 100%preposition,which ascribes to the high frequency and salience of subordinators in English.3)MDD is one of the significant motivations that cause the preference of prepositional temporal adverbial clauses by Chinese EFL learners.As a kind of natural language,interlanguage has a unique cognitive mechanism which distinguishes from both native and target language.This study provides a more comprehensive theoretical reference for learners at different proficiencies to understand and learn temporal adverbial clauses,as well as data support from empirical research for language teaching. 展开更多
关键词 Chinese EFL learners temporal adverbial clauses ordering distribution dependency treebank MDD
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Distributed order estimation for continuous-time stochastic systems
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作者 Xinghua Zhu Zhixin Liu Xiaoming Hu 《Control Theory and Technology》 EI CSCD 2024年第3期406-418,共13页
In this paper,we investigate the distributed estimation problem of continuous-time stochastic dynamic systems over sensor networks when both the system order and parameters are unknown.We propose a local information c... In this paper,we investigate the distributed estimation problem of continuous-time stochastic dynamic systems over sensor networks when both the system order and parameters are unknown.We propose a local information criterion(LIC)based on the L_(0)penalty term.By minimizing LIC at the diffusion time instant and utilizing the continuous-time diffusion least squares algorithm,we obtain a distributed estimation algorithm to simultaneously estimate the unknown order and the parameters of the system.By dealing with the effect of the system noises and the coupling relationship between estimation of system orders and parameters,we establish the almost sure convergence results of the proposed distributed estimation algorithm.Furthermore,we give a simulation example to verify the effectiveness of the distributed algorithm in estimating the system order and parameters. 展开更多
关键词 Stochastic differential equations Sensor networks Distributed order estimation Cooperative excitation condition.Convergence
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Orderly distribution and differential enrichment of conventional and unconventional hydrocarbons in the Cretaceous Qingshankou Formation,northern Songliao Basin,NE China
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作者 BAI Xuefeng LI Junhui +1 位作者 ZHENG Qiang CHEN Fangju 《Petroleum Exploration and Development》 2025年第5期1140-1149,共10页
Based on the petroleum exploration in the Cretaceous Qingshankou Formation,northern Songliao Basin,NE China,integrated with seismic,drilling and logging data,this study investigates the characteristics and genetic mec... Based on the petroleum exploration in the Cretaceous Qingshankou Formation,northern Songliao Basin,NE China,integrated with seismic,drilling and logging data,this study investigates the characteristics and genetic mechanisms of orderly distribution and the differential enrichment patterns of conventional and unconventional hydrocarbons in the formation.Key findings involve five aspects.First,the conventional and unconventional hydrocarbons coexist orderly.Laterally,conventional oil,tight oil,and shale oil form a pattern of orderly accumulation from basin margins to the center.Vertically,shale oil,tight oil,and conventional oil develop progressively upward.Second,the coupled tectonic-sedimentary processes govern sedimentary facies differentiation and diagenesis,influencing reservoir physical properties and lithology,thereby controlling the orderly distribution of conventional and unconventional hydrocarbons in space.Third,the coupling of source rock hydrocarbon generation evolution,fault sealing capacity,and reservoir densification determines the orderly coexistence pattern of conventional and unconventional hydrocarbons.Fourth,sequential variations in reservoir physical properties generate distinct dynamic fields that regulate hydrocarbon orderly accumulation.Fifth,enrichment controls are different depending on hydrocarbon types:buoyancy-driven,fault-transport,sandbody-connected,and trap-concentrated,for above-source conventional oil;overpressure-driven,fault-transport,multi-stacked sandbodies,and quasi-continuous distribution for near-source tight oil and gas;self-sourced reservoirs,retention through self-sealing,in-situ accumulation or micro-migration driven by hydrocarbon-generation overpressure for inner-source shale oil.From exploration practices,these findings will effectively guide the integrated deployment and three-dimensional exploration of conventional and unconventional hydrocarbon resources in the Qingshankou Formation,northern Songliao Basin. 展开更多
关键词 Songliao Basin Cretaceous Qingshankou Formation conventional oil reservoir tight oil shale oil orderly distribution differential enrichment
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Numerical analysis for viscoelastic fluid flow with distributed/variable order time fractional Maxwell constitutive models 被引量:5
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作者 Yanli QIAO Xiaoping WANG +1 位作者 Huanying XU Haitao QI 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2021年第12期1771-1786,共16页
Fractional calculus has been widely used to study the flow of viscoelastic fluids recently,and fractional differential equations have attracted a lot of attention.However,the research has shown that the fractional equ... Fractional calculus has been widely used to study the flow of viscoelastic fluids recently,and fractional differential equations have attracted a lot of attention.However,the research has shown that the fractional equation with constant order operators has certain limitations in characterizing some physical phenomena.In this paper,the viscoelastic fluid flow of generalized Maxwell fluids in an infinite straight pipe driven by a periodic pressure gradient is investigated systematically.Consider the complexity of the material structure and multi-scale effects in the viscoelastic fluid flow.The modified time fractional Maxwell models and the corresponding governing equations with distributed/variable order time fractional derivatives are proposed.Based on the L1-approximation formula of Caputo fractional derivatives,the implicit finite difference schemes for the distributed/variable order time fractional governing equations are presented,and the numerical solutions are derived.In order to test the correctness and availability of numerical schemes,two numerical examples are established to give the exact solutions.The comparisons between the numerical solutions and the exact solutions have been made,and their high consistency indicates that the present numerical methods are effective.Then,this paper analyzes the velocity distributions of the distributed/variable order fractional Maxwell governing equations under specific conditions,and discusses the effects of the weight coefficient(α)in distributed order time fractional derivatives,the orderα(r,t)in variable fractional order derivatives,the relaxation timeλ,and the frequencyωof the periodic pressure gradient on the fluid flow velocity.Finally,the flow rates of the distributed/variable order fractional Maxwell governing equations are also studied. 展开更多
关键词 distributed order time fractional derivative variable order time fractional derivative finite difference scheme viscoelastic fluid
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Whole petroleum system and hydrocarbon accumulation model in shallow and medium strata in northern Songliao Basin,NE China 被引量:2
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作者 ZHANG He WANG Xiaojun +6 位作者 JIA Chengzao LI Junhui MENG Qi’an JIANG Lin WANG Yongzhuo BAI Xuefeng ZHENG Qiang 《Petroleum Exploration and Development》 SCIE 2023年第4期784-797,共14页
Based on the oil and gas exploration practice in the Songliao Basin,combined with the latest exploration and development data such as seismic,well logging and geochemistry,the basic geological conditions,oil and gas t... Based on the oil and gas exploration practice in the Songliao Basin,combined with the latest exploration and development data such as seismic,well logging and geochemistry,the basic geological conditions,oil and gas types and distribution characteristics,reservoir-forming dynamics,source-reservoir relationship and hydrocarbon accumulation model of the whole petroleum system in shallow and medium strata in the northern part of Songliao Basin are systematically studied.The shallow-medium strata in northern Songliao Basin have the conditions for the formation of whole petroleum system,with sufficient oil and gas sources,diverse reservoir types and well-developed transport system,forming a whole petroleum system centered on the source rocks of the Cretaceous Qingshankou Formation.Different types of oil and gas resources in the whole petroleum system are correlated with each other in terms of depositional system,lithologic association and physical property changes,and they,to a certain extent,have created the spatial framework with orderly symbiosis of shallow-medium conventional oil reservoirs,tight oil reservoirs and shale oil reservoirs in northern Songliao Basin.Vertically,the resources are endowed as conventional oil above source,shale oil/tight oil within source,and tight oil below source.Horizontally,conventional oil,tight oil,interlayer-type shale oil,and pure shale-type shale oil are developed in an orderly way,from the margin of the basin to the center of the depression.Three hydrocarbon accumulation models are recognized for the whole petroleum system in northern Songliao Basin,namely,buoyancy-driven charging of conventional oil above source,retention of shale oil within source,and pressure differential-driven charging of tight oil below source. 展开更多
关键词 Songliao Basin super basin whole petroleum system conventional oil reservoir tight oil shale oil hydrocarbon accumulation model orderly distribution differential accumulation
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REGULARITY OF SOLUTIONS TO NONLINEAR TIME FRACTIONAL DIFFERENTIAL EQUATION
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作者 Mirjana STOJANOVI 《Acta Mathematica Scientia》 SCIE CSCD 2013年第6期1721-1735,共15页
We find an upper viscosity solution and give a proof of the existence-uniqueness in the space C^∞(t∈(0,∞);H2^s+2(R^n))∩C^0(t∈[0,∞);H^s(R^n)),s∈R,to the nonlinear time fractional equation of distribu... We find an upper viscosity solution and give a proof of the existence-uniqueness in the space C^∞(t∈(0,∞);H2^s+2(R^n))∩C^0(t∈[0,∞);H^s(R^n)),s∈R,to the nonlinear time fractional equation of distributed order with spatial Laplace operator subject to the Cauchy conditions ∫0^2p(β)D*^βu(x,t)dβ=△xu(x,t)+f(t,u(t,x)),t≥0,x∈R^n,u(0,x)=φ(x),ut(0,x)=ψ(x),(0.1) where △xis the spatial Laplace operator,D*^β is the operator of fractional differentiation in the Caputo sense and the force term F satisfies the Assumption 1 on the regularity and growth. For the weight function we take a positive-linear combination of delta distributions concentrated at points of interval (0, 2), i.e., p(β) =m∑k=1bkδ(β-βk),0〈βk〈2,bk〉0,k=1,2,…,m.The regularity of the solution is established in the framework of the space C^∞(t∈(0,∞);C^∞(R^n))∩C^0(t∈[0,∞);C^∞(R^n))when the initial data belong to the Sobolev space H2^8(R^n),s∈R. 展开更多
关键词 nonlinear time-fractional equations of distributed order existence-uniqueness theorems viscosity solutions regularity result
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Distributed Reduced Order Observer for LTI Systems Under Impulsive Communication Disturbances
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作者 Yali Wu Yaping Sun +2 位作者 Jason J.R.Liu Viacheslav P.Shkodyrev Housheng Su 《Guidance, Navigation and Control》 2025年第2期199-219,共21页
In the process of signal transmission,an inevitable phenomenon is that the signal may change abruptly at certain discrete moments,negatively contributing to the performance of the system.In this paper,we focus on the ... In the process of signal transmission,an inevitable phenomenon is that the signal may change abruptly at certain discrete moments,negatively contributing to the performance of the system.In this paper,we focus on the distributed state estimation problem for continuous-time linear time-invariant(LTI)systems with intermittent abrupt jumps in communication information.First,the phenomenon of intermittent sudden jumps during information transmission is characterized as impulsive communication disturbances.Under impulsive communication disturbances,a distributed reduced order observer(DROO)is designed with each local observer grouped with two modules:a reduced-order observer and a consensus-based observer.Then,sufficient conditions for the existence of the DROO are presented,by using the graph theory and impulsive analysis.The relationship between the feedback gain and the unstable system matrix,the network topology,the impulse intensity,and the average impulsive interval is obtained.Finally,the validity of the proposed DROO under impulsive communication disturbances is substantiated by numerical simulations. 展开更多
关键词 State estimation distributed reduced order observer impulsive system communication disturbance
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Calibration of bonded-particle model parameters and simulation of compression behavior for oilseed rape shoot stalks
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作者 Yiyin Shan Qingxi Liao +3 位作者 Xingyu Wan Jiacheng Yuan Yitao Liao Daxin Gao 《International Journal of Agricultural and Biological Engineering》 2024年第6期46-58,共13页
The relationship between the parameters of the bonded-particle model and the macroscopic properties of oilseed rape shoot stalk provides valuable insights into the interaction between the stalks and harvesting machine... The relationship between the parameters of the bonded-particle model and the macroscopic properties of oilseed rape shoot stalk provides valuable insights into the interaction between the stalks and harvesting machinery.In this study,a discrete element model of oilseed rape shoot stalk was constructed using a method that combined ordered and bimodal distribution filling.The model’s six contact and five bonding parameters were calibrated based on physical and simulated diametral compression tests.The Plackett-Burman design was employed to screen the effects of the parameters on the rupture force.The range of significant parameters was determined using the steepest ascent test.Furthermore,by calculating the second-order regression model and analyzing the significance of parameter combination using the central composite design method,the optimal parameter combination was identified,including a bonded disk radius of 0.78 mm,a normal stiffness per unit area of 4.61×10^(7) Pa,a shear stiffness per unit area of 5.21×10^(7) Pa,and a coefficient of static friction between particles of oilseed rape shoot stalk of 0.47.The simulated rupture force(58.80 N)differed by 6.5%from the average value of the physical test(62.92 N),and the deformation of the compression process was consistent.The results demonstrate that the model effectively reflects the mechanical failure properties of oilseed rape shoot stalk during the diametral compression,providing a reference for modeling other crop stalks and aiding in the study of interactions between clamping-transporting devices and stalks during harvesting. 展开更多
关键词 oilseed rape shoot discrete element model ordered and bimodal distribution filling method mechanical properties parameter calibration
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DEGENERATE SEMI-GROUP METHODS FOR THE EXPONENTIAL STABILITY OF THE FIRST ORDER SINGULAR DISTRIBUTED PARAMETER SYSTEMS 被引量:13
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作者 Zhaoqiang GE Guangtian ZHU Dexing FENG 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2008年第2期260-266,共7页
Exponential stability of the first order singular distributed parameter systems is discussedin the light of degenerate semi-group methods,which is described by the abstract developing equationin Hilbert space.The nece... Exponential stability of the first order singular distributed parameter systems is discussedin the light of degenerate semi-group methods,which is described by the abstract developing equationin Hilbert space.The necessary and sufficient conditions concerning the exponential stability of thefirst order singular distributed parameter systems are given. 展开更多
关键词 Degenerate semi-group exponential stability first order singular distributed parameter systems.
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Feedback Stabilization for a Class of Second Order Singular Distributed Parameter System in Hilbert Space 被引量:1
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作者 Feng LIU Guo-dong SHI Zhao-qiang GE 《Acta Mathematicae Applicatae Sinica》 SCIE CSCD 2015年第1期89-100,共12页
Feedback stabilization for a class of second order singular distributed parameter system with multi- inputs is discussed via functional analysis and operator theory in Hilbert space, the solutions of the problem and t... Feedback stabilization for a class of second order singular distributed parameter system with multi- inputs is discussed via functional analysis and operator theory in Hilbert space, the solutions of the problem and the constructive expressions of the solutions are given by the generalized inverse of bounded linear operator. This research is theoretically important for studying the stability of the singular distributed parameter system. 展开更多
关键词 feedback stabilization second order singular distributed parameter system multi-inputs Hilbert space
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Memory dependent anomalous diffusion in comb structure under distributed order time fractional dual-phase-lag model
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作者 Lin Liu Shuo Yang +3 位作者 Libo Feng Qian Xu Liancun Zheng Fawang Liu 《International Journal of Biomathematics》 SCIE 2021年第8期33-53,共21页
This paper considers a novel distributed order time fractional dual-phase-lag model to analyze the anomalous diffusion in a comb structure,which has a widespread application in medicine and biology.The newly proposed ... This paper considers a novel distributed order time fractional dual-phase-lag model to analyze the anomalous diffusion in a comb structure,which has a widespread application in medicine and biology.The newly proposed constitution model is a generalization of the dual-phase-lag model,in which a spectrum of the time fractional derivatives with the memory characteristic governed by the weight coefficient is considered and the formulated governing equation contains both the diffusion and wave characteristics.With the L1-formula to discrete the time Caputo fractional derivatives,the finite difference method is used to discretize the model and the related numerical results are plotted graphically.By adding a source term,an exact solution is defined to verify the correctness of the numerical scheme and the convergence order of the error in spatial direction is presented.Finally,the dynamic characteristics of the particle distributions and the effects of involved parameters on the total number of particles in the x-direction are analyzed in detail. 展开更多
关键词 Anomalous diffusion distributed order time fractional derivative constitutive relationship relaxation parameter
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ON STATE FEEDBACK AND POLE ASSIGNMENT OF THE SECOND ORDER COUPLED SINGULAR DISTRIBUTED PARAMETER SYSTEMS IN HILBERT SPACE
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作者 Zhaoqiang GE Guangtian ZHU Dexing FENG 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2011年第3期457-465,共9页
State feedback and pole assignment of the second order coupled singular distributed parameter systems are discussed via functional analysis and operator theory in Hilbert space, in which infinite many poles are change... State feedback and pole assignment of the second order coupled singular distributed parameter systems are discussed via functional analysis and operator theory in Hilbert space, in which infinite many poles are changed. The solutions of the problem and the constructive expression of the solutions are given by the generalized inverse of bounded linear operator. This research is theoretically important for studying the pole assignment and stabilization of the singular distributed parameter systems. 展开更多
关键词 Second order coupled singular distributed parameter systems state feedback pole assignment.
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Mechanical response and simulation for constitutive equations with distributed order derivatives
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作者 Jun-Sheng Duan YangQuan Chen 《International Journal of Modeling, Simulation, and Scientific Computing》 EI 2017年第4期89-104,共16页
Mechanical response and simulation for constitutive equation with distributed order derivatives were considered.We investigated the creep compliance,creep recovery,relaxation modulus,stress–strain behavior under harm... Mechanical response and simulation for constitutive equation with distributed order derivatives were considered.We investigated the creep compliance,creep recovery,relaxation modulus,stress–strain behavior under harmonic deformation for each case of two constitutive equations.We express these responses and results as easily computable forms and simulate them by using MATHEMATICA 8.The results involve the exponential integral function,convergent improper integrals on the infinite interval(0,+∞)and the numerical integral method for the convolution integral.For both equations,stress responses to harmonic deformation display hysteresis phenomena and energy dissipation.The two constitutive equations characterize viscoelastic models of fluid-like and solid-like,respectively. 展开更多
关键词 Fractional calculus constitutive equation RESPONSE distributed order derivative
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DBSTC:an effective method for discovering cluster features with different spatiotemporal densities
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作者 Zhenhong Du Yuhua Gu +3 位作者 Chuanrong Zhang Feng Zhang Renyi Liu Jean Sequeira 《International Journal of Digital Earth》 SCIE EI 2018年第6期609-634,共26页
Spatiotemporal clustering is one of the most advanced research topics in geospatial data mining.It has been challenging to discover cluster features with different spatiotemporal densities in geographic information da... Spatiotemporal clustering is one of the most advanced research topics in geospatial data mining.It has been challenging to discover cluster features with different spatiotemporal densities in geographic information data set.This paper presents an effective density-based spatiotemporal clustering algorithm(DBSTC).First,we propose a method to measure the degree of similarity of a core point to the geometric center of its spatiotemporal reachable neighborhood,which can effectively solve the isolated noise point misclassification problem that exists in the shared nearest neighbor methods.Second,we propose an ordered reachable time window distribution algorithm to calculate the reachable time window for each spatiotemporal point in the data set to solve the problem of different clusters with different temporal densities.The effectiveness and advantages of the DBSTC algorithm are demonstrated in several simulated data sets.In addition,practical applications to seismic data sets demonstrate the capability of the DBSTC algorithm to uncover clusters of foreshocks and aftershocks and help to improve the understanding of the underlying mechanisms of dynamic spatiotemporal processes in digital earth. 展开更多
关键词 Data mining spatiotemporal clustering density-based clustering ordered reachable time window distribution shared nearest neighbor
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