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A Survey on the Stability of 2-D Discrete Systems Described by Fornasini-Marchesini Second Model
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作者 Manish Tiwari Amit Dhawan 《Circuits and Systems》 2012年第1期17-22,共6页
A key issue of practical importance in the two-dimensional (2-D) discrete system is stability analysis. Linear state-space models describing 2-D discrete systems have been proposed by several researchers. A popular mo... A key issue of practical importance in the two-dimensional (2-D) discrete system is stability analysis. Linear state-space models describing 2-D discrete systems have been proposed by several researchers. A popular model, called Forna- sini-Marchesini (FM) second model was proposed by Fornasini and Marchesini in 1978. The aim of this paper is to present a survey of the existing literature on the stability of FM second model. 展开更多
关键词 2-d discrete Systems FM SECOND MODEL ASYMPTOTIC Stability LYAPUNOV Methods
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Robust Suboptimal Guaranteed Cost Control for 2-D Discrete Systems Described by Fornasini-Marchesini First Model
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作者 Manish Tiwari Amit Dhawan 《Journal of Signal and Information Processing》 2012年第2期252-258,共7页
This paper considers the guaranteed cost control problem for a class of two-dimensional (2-D) uncertain discrete systems described by the Fornasini-Marchesini (FM) first model with norm-bounded uncertainties. New line... This paper considers the guaranteed cost control problem for a class of two-dimensional (2-D) uncertain discrete systems described by the Fornasini-Marchesini (FM) first model with norm-bounded uncertainties. New linear matrix inequality (LMI) based characterizations are presented for the existence of static-state feedback guaranteed cost controller which guarantees not only the asymptotic stability of closed loop systems, but also an adequate performance bound over all the admissible parameter uncertainties. Moreover, a convex optimization problem is formulated to select the suboptimal guaranteed cost controller which minimizes the upper bound of the closed-loop cost function. 展开更多
关键词 Guaranteed Cost Control Linear Matrix INEQUALITY LYAPUNOV Methods ROBUST Stability 2-d discrete SYSTEMS UNCERTAIN SYSTEMS
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一种基于三角数分解的可配置2-D卷积器优化方法
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作者 黄继业 肖强 +4 位作者 田大海 高明裕 王俊帆 董哲康 黄汐威 《电子与信息学报》 EI CAS CSCD 北大核心 2024年第7期3054-3062,共9页
多尺寸2-D卷积通过特征提取在检测、分类等计算机视觉任务中发挥着重要作用。然而,目前缺少一种高效的可配置2-D卷积器设计方法,这限制了卷积神经网络(CNN)模型在边缘端的部署和应用。该文基于乘法管理以及奇平方数的三角数分解方法,提... 多尺寸2-D卷积通过特征提取在检测、分类等计算机视觉任务中发挥着重要作用。然而,目前缺少一种高效的可配置2-D卷积器设计方法,这限制了卷积神经网络(CNN)模型在边缘端的部署和应用。该文基于乘法管理以及奇平方数的三角数分解方法,提出一种高性能、高适应性的卷积核尺寸可配置的2-D卷积器。所提2-D卷积器包含一定数量的处理单元(PE)以及相应的控制单元,前者负责运算任务,后者负责管理乘法运算的组合,二者结合以实现不同尺寸的卷积。具体地,首先根据应用场景确定一个奇数列表,列表中为2-D卷积器所支持的尺寸,并利用三角数分解得到对应的三角数列表;其次,根据三角数列表和计算需求,确定PE的总数量;最后,基于以小凑大的方法,确定PE的互连方式,完成电路设计。该可配置2-D卷积器通过Verilog硬件描述语言(HDL)设计实现,由Vivado 2 022.2在XCZU7EG板卡上进行仿真和分析。实验结果表明,相比同类方法,该文所提可配置2-D卷积器,乘法资源利用率得到显著提升,由20%~50%提升至89%,并以514个逻辑单元实现1 500 MB/s的吞吐率,具有广泛的适用性。 展开更多
关键词 2-d卷积器 可配置架构 乘法管理 三角数分解
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Stabilization of Discrete-time 2-D T-S Fuzzy Systems Based on New Relaxed Conditions 被引量:2
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作者 XIE Xiang-Peng ZHANG Hua-Guang 《自动化学报》 EI CSCD 北大核心 2010年第2期267-273,共7页
This paper is concerned with the problem of stabilization of the Roesser type discrete-time nonlinear 2-D system that plays an important role in many practical applications. First, a discrete-time 2-D T-S fuzzy model ... This paper is concerned with the problem of stabilization of the Roesser type discrete-time nonlinear 2-D system that plays an important role in many practical applications. First, a discrete-time 2-D T-S fuzzy model is proposed to represent the underlying nonlinear 2-D system. Second, new quadratic stabilization conditions are proposed by applying relaxed quadratic stabilization technique for 2-D case. Third, for sake of further reducing conservatism, new non-quadratic stabilization conditions are also proposed by applying a new parameter-dependent Lyapunov function, matrix transformation technique, and relaxed technique for the underlying discrete-time 2-D T-S fuzzy system. Finally, a numerical example is provided to illustrate the effectiveness of the proposed results. 展开更多
关键词 Roesser model 2-d discrete systems Takagi-Sugeno (T-S) fuzzy model relaxed stabilization conditions
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Delay-Dependent Robust H Control for Uncertain 2-D Discrete State Delay Systems Described by the General Model
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作者 Arun Kumar Singh Akshata Tandon Amit Dhawan 《Circuits and Systems》 2016年第11期3645-3669,共25页
This paper considers the problem of delay-dependent robust optimal H<sub>∞</sub> control for a class of uncertain two-dimensional (2-D) discrete state delay systems described by the general model (GM). Th... This paper considers the problem of delay-dependent robust optimal H<sub>∞</sub> control for a class of uncertain two-dimensional (2-D) discrete state delay systems described by the general model (GM). The parameter uncertainties are assumed to be norm-bounded. A linear matrix inequality (LMI)-based sufficient condition for the existence of delay-dependent g-suboptimal state feedback robust H<sub>∞</sub> controllers which guarantees not only the asymptotic stability of the closed-loop system, but also the H<sub>∞</sub> noise attenuation g over all admissible parameter uncertainties is established. Furthermore, a convex optimization problem is formulated to design a delay-dependent state feedback robust optimal H<sub>∞</sub> controller which minimizes the H<sub>∞</sub> noise attenuation g of the closed-loop system. Finally, an illustrative example is provided to demonstrate the effectiveness of the proposed method. 展开更多
关键词 2-d discrete System General Model H Control Linear Matrix Inequality State Delays Uncertain System
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Robust Optimal H Control for Uncertain 2-D Discrete State-Delayed Systems Described by the General Model
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作者 Arun Kumar Singh Amit Dhawan 《Journal of Signal and Information Processing》 2016年第2期78-114,共17页
This paper investigates the problem of robust optimal H<sub>∞</sub> control for uncertain two-dimensional (2-D) discrete state-delayed systems described by the general model (GM) with norm-bounded uncerta... This paper investigates the problem of robust optimal H<sub>∞</sub> control for uncertain two-dimensional (2-D) discrete state-delayed systems described by the general model (GM) with norm-bounded uncertainties. A sufficient condition for the existence of g-suboptimal robust H<sub><sub></sub></sub><sub>∞</sub> state feedback controllers is established, based on linear matrix inequality (LMI) approach. Moreover, a convex optimization problem is developed to design a robust optimal state feedback controller which minimizes the H<sub><sub><sub></sub></sub></sub><sub>∞</sub> noise attenuation level of the resulting closed-loop system. Finally, two illustrative examples are given to demonstrate the effectiveness of the proposed method. 展开更多
关键词 2-d discrete Systems General Model H Control Linear Matrix Inequality State Feedback Uncertain System
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2-D Modeling and Calculations of Stratospheric Ozone and Influences of Convection, Diffusion, and Time
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作者 Ibraheem Alelmi Laurie Wei Sen Nieh 《Atmospheric and Climate Sciences》 2024年第2期250-276,共27页
An engineering system approach of 2-D cylindrical model of transient mass balance calculations of ozone and other concerned chemicals along with fourteen photolysis, ozone-generating and ozone-depleting chemical react... An engineering system approach of 2-D cylindrical model of transient mass balance calculations of ozone and other concerned chemicals along with fourteen photolysis, ozone-generating and ozone-depleting chemical reaction equations was developed, validated, and used for studying the ozone concentrations, distribution and peak of the layer, ozone depletion and total ozone abundance in the stratosphere. The calculated ozone concentrations and profile at both the Equator and a 60˚N location were found to follow closely with the measured data. The calculated average ozone concentration was within 1% of the measured average, and the deviation of ozone profiles was within 14%. The monthly evolution of stratospheric ozone concentrations and distribution above the Equator was studied with results discussed in details. The influences of slow air movement in both altitudinal and radial directions on ozone concentrations and profile in the stratosphere were explored and discussed. Parametric studies of the influences of gas diffusivities of ozone D<sub>O3</sub> and active atomic oxygen D<sub>O</sub> on ozone concentrations and distributions were also studied and delineated. Having both influences through physical diffusion and chemical reactions, the diffusivity (and diffusion) of atomic oxygen D<sub>O</sub> was found to be more sensitive and important than that of ozone D<sub>O3</sub> on ozone concentrations and distribution. The 2-D ozone model present in this paper for stratospheric ozone and its layer and depletion is shown to be robust, convenient, efficient, and executable for analyzing the complex ozone phenomena in the stratosphere. . 展开更多
关键词 Stratospheric Ozone 2-d Model Ozone Layer Ozone Depletion CONVECTION DIFFUSION
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H_∞ Control for 2-D Discrete State Delayed Systems in the Second FM Model 被引量:3
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作者 XU Jian-Ming YU Li 《自动化学报》 EI CSCD 北大核心 2008年第7期809-813,共5页
这份报纸涉及 H 控制的问题为二维(2-D ) 分离州的延期系统由第二 Fornasini 和 Marchesini (FM ) 描述了州空间当模特儿。为这个 2-D 系统有 H 噪音变细的一个足够的条件以某个线性矩阵不平等(LMI ) 被给。最佳的 H 控制器被解决一个... 这份报纸涉及 H 控制的问题为二维(2-D ) 分离州的延期系统由第二 Fornasini 和 Marchesini (FM ) 描述了州空间当模特儿。为这个 2-D 系统有 H 噪音变细的一个足够的条件以某个线性矩阵不平等(LMI ) 被给。最佳的 H 控制器被解决一个凸的优化问题获得。最后,一个模拟例子被给说明建议结果的有效性。 展开更多
关键词 二维离散系统 控制方法 计算方法 自动化技术 智能系统
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Statistical x^2 Testing Based Fault Detection for Linear Discrete Time-delay Systems 被引量:2
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作者 LIU Bo-Ang YE Hao 《自动化学报》 EI CSCD 北大核心 2014年第7期1278-1284,共7页
关键词 离散时滞系统 检验统计量 故障检测 线性 评价函数 随机系统 LDTV 黎卡提
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Robust stability test for 2-D continuous-discrete systems with interval parameters
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作者 肖扬 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第3期337-343,共7页
It is revealed that the dynamic stability of 2-D recursive continuous-discrete systems with interval parameters involves the problem of robust Hurwitz-Schur stability of bivariate polynomials family. It is proved that... It is revealed that the dynamic stability of 2-D recursive continuous-discrete systems with interval parameters involves the problem of robust Hurwitz-Schur stability of bivariate polynomials family. It is proved that the Hurwitz-Schur stability of the denominator polynomials of the systems is necessary and sufficient for the asymptotic stability of the 2-D hybrid systems. The 2-D hybrid transformation, i. e. 2-D Laplace-Z transformation, has been proposed to solve the stability analysis of the 2-D continuous-discrete systems, to get the 2-D hybrid transfer functions of the systems. The edge test for the Hurwitz-Schur stability of interval bivariate polynomials is introduced. The Hurwitz-Schur stability of the interval family of 2-D polynomials can be guaranteed by the stability of its finite edge polynomials of the family. An algorithm about the stability test of edge polynomials is given. 展开更多
关键词 2-d continuous-discrete systems 2-d Laplace-Z transformation interval parameters bivariate polynomials family Hurwitz-Schur stability.
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Non-Fragile Controller Design for 2-D Discrete Uncertain Systems Described by the Roesser Model
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作者 Amit Dhawan 《Journal of Signal and Information Processing》 2012年第2期248-251,共4页
This paper is concerned with the design problem of non-fragile controller for a class of two-dimensional (2-D) discrete uncertain systems described by the Roesser model. The parametric uncertainties are assumed to be ... This paper is concerned with the design problem of non-fragile controller for a class of two-dimensional (2-D) discrete uncertain systems described by the Roesser model. The parametric uncertainties are assumed to be norm-bounded. The aim of this paper is to design a memoryless non-fragile state feedback control law such that the closed-loop system is asymptotically stable for all admissible parameter uncertainties and controller gain variations. A new linear matrix inequality (LMI) based sufficient condition for the existence of such controllers is established. Finally, a numerical example is provided to illustrate the applicability of the proposed method. 展开更多
关键词 2-d discrete Systems NON-FRAGILE Control Roesser Model Linear MATRIX INEQUALITY LYAPUNOV Methods
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Robust Non-Fragile Control of 2-D Discrete Uncertain Systems: An LMI Approach
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作者 Paramanand Sharma Amit Dhawan 《Journal of Signal and Information Processing》 2012年第3期377-381,共5页
This paper considers the problem of robust non-fragile control for a class of two-dimensional (2-D) discrete uncertain systems described by the Fornasini-Marchesini second local state-space (FMSLSS) model under contro... This paper considers the problem of robust non-fragile control for a class of two-dimensional (2-D) discrete uncertain systems described by the Fornasini-Marchesini second local state-space (FMSLSS) model under controller gain variations. The parameter uncertainty is assumed to be norm-bounded. The problem to be addressed is the design of non-fragile robust controllers via state feedback such that the resulting closed-loop system is asymptotically stable for all admissible parameter uncertainties and controller gain variations. A sufficient condition for the existence of such controllers is derived based on the linear matrix inequality (LMI) approach combined with the Lyapunov method. Finally, a numerical example is illustrated to show the contribution of the main result. 展开更多
关键词 2-d discrete Systems Fornasini-Marchesini Second Local STATE-SPACE Model NON-FRAGILE Control Linear Matrix INEQUALITY Lyapunov Methods
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Novel l_2-l_∞ controller design for LPV discrete time-delay systems 被引量:1
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作者 WangJunling WangChanghong LiYanhui GaoHuijun 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2005年第1期128-133,共6页
One of the first attempts to derive energy-to-peak performance criteria and state-feedback controller design problem for linear parameter-varying discrete time systems with time delay is provided. Firstly, we present ... One of the first attempts to derive energy-to-peak performance criteria and state-feedback controller design problem for linear parameter-varying discrete time systems with time delay is provided. Firstly, we present a parameter-dependent l 2-l ∞ performance criterion using a parameter-dependent Lyapunov function. Upon the conditions addressed, an improved parameter-dependent l 2-l ∞ performance criterion is established by the introduction of a slack variable, which exhibits a kind of decoupling between Lyapunov functions and system matrices. This kind of decoupling enables us to obtain more easily tractable conditions for analysis and synthesis problems. Then, the corresponding parameter-dependent state-feedback controller design is investigated upon these performance criteria, with sufficient conditions obtained for the existence of admissible controllers in terms of parameterized linear matrix inequalities. Finally, a numerical example is provided to illustrate the feasibility and advantage of the proposed controller design procedure. 展开更多
关键词 linear parameter-varying discrete-time system parameterized linear matrix inequality time delay l 2-l control.
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LMI Approach to Suboptimal Guaranteed Cost Control for 2-D Discrete Uncertain Systems
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作者 Amit Dhawan Haranath Kar 《Journal of Signal and Information Processing》 2011年第4期292-300,共9页
This paper studies the problem of the guaranteed cost control via static-state feedback controllers for a class of two-dimensional (2-D) discrete systems described by the Fornasini-Marchesini second local state-space ... This paper studies the problem of the guaranteed cost control via static-state feedback controllers for a class of two-dimensional (2-D) discrete systems described by the Fornasini-Marchesini second local state-space (FMSLSS) model with norm bounded uncertainties. A convex optimization problem with linear matrix inequality (LMI) constraints is formulated to design the suboptimal guaranteed cost controller which ensures the quadratic stability of the closed-loop system and minimizes the associated closed-loop cost function. Application of the proposed controller design method is illustrated with the help of one example. 展开更多
关键词 Linear Matrix INEQUALITY Lyapunov Methods Robust Stability 2-d discrete SYSTEMS Uncertain SYSTEMS Fornasini-Marchesini Second Local STATE-SPACE Model
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Convergent Stabilization Conditions of Discrete-time 2-D T-S Fuzzy Systems via Improved Homogeneous Polynomial Techniques 被引量:1
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作者 XIE Xiang-Peng 《自动化学报》 EI CSCD 北大核心 2010年第9期1305-1311,共7页
关键词 模糊系统 稳定性 渐近收敛感 有效性
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基于L_(2)灵敏度最小化的数字滤波器状态空间实现稀疏化方法
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作者 庄陵 张文静 王光宇 《电子学报》 EI CAS CSCD 北大核心 2024年第2期518-527,共10页
为解决传统数字滤波器在有限精度实现时因有限字长(Finite Word Length,FWL)效应导致滤波器性能下降的问题,提出一种L_(2)灵敏度最小化的数字滤波器状态空间实现稀疏化方法.推导前向差分算子数字滤波器结构传输函数及其等效状态空间实现... 为解决传统数字滤波器在有限精度实现时因有限字长(Finite Word Length,FWL)效应导致滤波器性能下降的问题,提出一种L_(2)灵敏度最小化的数字滤波器状态空间实现稀疏化方法.推导前向差分算子数字滤波器结构传输函数及其等效状态空间实现,根据可控及可观格莱姆矩阵得到基于相似变换矩阵的L_(2)灵敏度表达式,并进行稀疏化校准,将L_(2)灵敏度最小化问题转换为凸函数求最值问题,求导得到L_(2)灵敏度最小化表达式,代回即得前向差分算子数字滤波器的稀疏化状态空间实现.仿真结果表明,所提方法设计的数字滤波器具有更好的抗FWL效应. 展开更多
关键词 数字滤波器 有限字长效应 前向差分算子 矩阵稀疏化 L_(2)灵敏度
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2型糖尿病患者二线用药偏好研究:基于离散选择实验 被引量:1
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作者 刘志刚 刘世蒙 +4 位作者 郑吕云 薛文静 曹晨晨 刘静 陈英耀 《中国全科医学》 北大核心 2024年第1期67-73,共7页
背景随着糖尿病防治策略的不断完善,临床指南推荐一线降糖药物的同时强调“以患者为中心”,根据患者的临床特征及其偏好选择适当的二线降糖药物进行治疗。目的利用离散选择实验定量分析2型糖尿病(T2DM)患者二线降糖药物选择偏好,为T2DM... 背景随着糖尿病防治策略的不断完善,临床指南推荐一线降糖药物的同时强调“以患者为中心”,根据患者的临床特征及其偏好选择适当的二线降糖药物进行治疗。目的利用离散选择实验定量分析2型糖尿病(T2DM)患者二线降糖药物选择偏好,为T2DM患者的临床诊治提供参考。方法本研究于2021年10月—2022年1月,采取多阶段分层随机抽样的方式,选取海南省和山西省T2DM患者进行问卷调查。问卷包括被调查者的个人基本信息、疾病治疗相关信息和离散选择实验选择集(通过文献研究、焦点小组讨论和预试验,纳入血糖控制效果、发生低血糖事件的风险、发生胃肠道不良反应的风险、半年内体重变化、能否保护心血管、服药方式和自付费用/月7个属性,每个属性又包括若干水平)。采用混合Logit回归模型量化T2DM患者对二线降糖药物相关属性偏好程度,回归系数反映T2DM患者对二线降糖药物各属性水平偏好的方向和大小。采用支付意愿(WTP)反映不同属性水平变动后患者愿意支付或获得补偿的货币值。结果本次调查共发放问卷1443份,回收有效问卷1388份,有效回收率为96.2%。7个属性对T2DM患者用药偏好均有影响(P<0.05),对用药偏好影响排在前三的分别为血糖控制效果、发生胃肠道不良反应的风险和发生低血糖事件的风险,排在最后的是半年内体重变化。当血糖降低幅度由0.5%升高为2.5%时,T2DM患者每月愿意支付411.16元;而当半年内体重变化由增加3000 g转换为降低2000 g时,T2DM患者每月仅愿意支付96.78元。结论T2DM患者选择二线降糖药物更偏好血糖控制效果好、无胃肠道不良反应风险、无低血糖事件的风险、保护心血管、服药方式为口服和半年内体重降低2000 g的二线降糖药物。 展开更多
关键词 糖尿病 2 患者偏好 离散选择实验 药物疗法
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Discrete Element with Flexible Connector for Dynamic Analysis of 3-D Beam Structures 被引量:2
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作者 Cheng, BR Zheng, ZC Hou, ZC 《China Ocean Engineering》 SCIE EI 1997年第1期11-20,共10页
Combined multi-body dynamics with structural dynamics, a new discrete element with flexible connector, which is applicable for 3-D beam structures, is developed in this paper. Both the generalized elastic coefficient ... Combined multi-body dynamics with structural dynamics, a new discrete element with flexible connector, which is applicable for 3-D beam structures, is developed in this paper. Both the generalized elastic coefficient matrix of the flexible connector and the mass matrix of discrete element may be off-diagonal in a general case. The zero-length rigid element is introduced to simulate the node at which multiple elements are jointed together. It may also be effective when the axes of adjacent elements are not in the same line. The examples for eigenvalue calculation show that the model is successful. It can be extended to the geometric nonlinear response analysis. 展开更多
关键词 discrete element flexible connector zero-length rigid element 3-d beam structures dynamic analysis
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一种高速2-D滑动FFT的设计实现
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作者 许丁鸿 张多利 +2 位作者 陶相颖 韩帅鹏 宋宇鲲 《合肥工业大学学报(自然科学版)》 CAS 北大核心 2023年第7期912-918,共7页
文章介绍了采用2-D快速傅里叶变换(fast Fourier transform,FFT)算法的滑动窗FFT的基本特性原理和硬件实现过程,完成了窗长256点、步长16点的2-D滑动窗FFT的专用集成电路(application specific integrated circuit,ASIC)设计。传统FFT... 文章介绍了采用2-D快速傅里叶变换(fast Fourier transform,FFT)算法的滑动窗FFT的基本特性原理和硬件实现过程,完成了窗长256点、步长16点的2-D滑动窗FFT的专用集成电路(application specific integrated circuit,ASIC)设计。传统FFT算法受序列完整性的制约,时滞较大,无法满足某些高实时性信号分析领域的处理速度要求。该文采用滑动FFT算法,克服了传统FFT对序列完整性的依赖,设计的滑动FFT处理器使用2-D FFT压缩新序列计算时间,以基16蝶形运算器为核心,采用系数复用和高基Booth方法优化系数编码技术压缩乘法器的数量,减少电路面积。所设计的2-D滑动FFT完成单次滑动窗长的计算时间比传统算法节约了16.1%,变换结果与MATLAB的运算结果相比,信噪比(signal-to-noise ratio,SNR)大于130 dB。在TSMC 28 nm的工艺下,工作主频为600 MHz,面积为1980μm×2060μm。 展开更多
关键词 快速傅里叶变换(FFT) 滑动FFT 2-d FFT算法 高基Booth编码
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Event-triggered robust guaranteed cost control for two-dimensional nonlinear discrete-time systems 被引量:2
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作者 WANG Sen BU Xuhui LIANG Jiaqi 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2019年第6期1243-1251,共9页
An event-triggered scheme is proposed to solve the problems of robust guaranteed cost control for a class of two-dimensional(2-D)discrete-time systems.Firstly,an eventtriggered scheme is proposed for 2-D discrete-time... An event-triggered scheme is proposed to solve the problems of robust guaranteed cost control for a class of two-dimensional(2-D)discrete-time systems.Firstly,an eventtriggered scheme is proposed for 2-D discrete-time systems with parameter uncertainties and sector nonlinearities.Then,according to the Lyapunov functional method,the sufficient conditions for the existence of event-triggered robust guaranteed cost controller for 2-D discrete-time systems with parameter uncertainties and sector nonlinearities are given.Furthermore,based on the sufficient conditions and the linear matrix inequality(LMI)technique,the problem of designing event-triggered robust guaranteed cost controller is transformed into a feasible solution problem of LMI.Finally,a numerical example is given to demonstrate that,under the proposed event-triggered robust guaranteed cost control,the closed-loop system is asymptotically stable and fewer communication resources are occupied. 展开更多
关键词 event-triggered robust guaranteed cost control two dimensional(2-d)nonlinear system networked control system.
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