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Parameterized design of nonlinear feedback controllers for servo positioning systems 被引量:1
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作者 Cheng Guoyang Jin Wenguang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第3期593-599,共7页
To achieve fast, smooth and accurate set point tracking in servo positioning systems, a parameterized design of nonlinear feedback controllers is presented, based on a so-called composite nonlinear feedback (CNF) co... To achieve fast, smooth and accurate set point tracking in servo positioning systems, a parameterized design of nonlinear feedback controllers is presented, based on a so-called composite nonlinear feedback (CNF) control technique. The controller designed here consists of a linear feedback part and a nonlinear part. The linear part is responsible for stability and fast response of the closed-loop system. The nonlinear part serves to increase the damping ratio of closed-loop poles as the controlled output approaches the target reference. The CNF control brings together the good points of both the small and the large damping ratio cases, by continuously scheduling the damping ratio of the dominant closed-loop poles and thus has the capability for superior transient performance, i.e. a fast output response with low overshoot. In the presence of constant disturbances, an integral action is included so as to remove the static bias. An explicitly parameterized controller is derived for servo positioning systems characterized by second-order model. Practical application in a micro hard disk drive servo system is then presented, together with some discussion of the rationale and characteristics of such design. Simulation and experimental results demonstrate the effectiveness of this control design methodology. 展开更多
关键词 control systems nonlinear feedback parameterized design servo tracking disturbance.
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H2 and H-Feedback Control Design for Nonlinear Gene Networks via Successive Galerkin’s Approximation
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作者 Alexander W. Bae 《Computational Molecular Bioscience》 2022年第2期95-108,共14页
This paper presents a design method of H<sub>2</sub> and H<sub>∞</sub>-feedback control loop for nonlinear smooth gene networks that are in control affine form. Formulaic solution methodology ... This paper presents a design method of H<sub>2</sub> and H<sub>∞</sub>-feedback control loop for nonlinear smooth gene networks that are in control affine form. Formulaic solution methodology for solving the nonlinear partial differential equations, namely the Hamilton-Jacobi-Bellman and Hamilton-Jacobi-Isaacs equations through successive Galerkin’s approximation is implemented and the results are compared. Throughout the implementation, there were several caveats that need to be further resolved for practical applications in general cases. Such issues and the clarification of causes are mathematically established and reviewed. 展开更多
关键词 Gene Regulatory Network GMA System Galerkin’s Approximation feedback design of Biomolecular Systems Hamilton-Jacobi Equation Nonlinear Control
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Analysis of the Design Methods of Word Oriented Linear Feedback Shift Registers
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作者 ZENG Guang HAN Wenbao HE Kaicheng 《Wuhan University Journal of Natural Sciences》 CAS 2008年第6期712-716,共5页
Based on analysis of the structure characteristics and implementation methods of some representative word oriented linear feedback shift registers (LFSRs) in several modem software oriented stream ciphers, this pape... Based on analysis of the structure characteristics and implementation methods of some representative word oriented linear feedback shift registers (LFSRs) in several modem software oriented stream ciphers, this paper firstly classifies the word oriented LFSRs into two classes: the machine instruction type and the arithmetic type. The similarities and differences between each type are illustrated by concrete examples. Then we give a detailed analysis about the word oriented LFSRs in each category from design structure, cryptographic properties and implementation issue aspects. Finally, some basic design criteria for modem word oriented LFSRs and suitable for software implementation are summarized. 展开更多
关键词 stream cipher word oriented design linear feedback shift register (LFSR) fast software encryption
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Design of Non-rational MIMO Feedback Systems with Inputs and Outputs Satisfying Certain Bounding Conditions by Using Rational Approximants
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作者 Suchin Arunsawatwong Tadchanon Chuman 《International Journal of Automation and computing》 EI CSCD 2017年第3期360-370,共11页
When a feedback system has components described by non-rational transfer functions, a standard practice in designing such a system is to replace the non-rational functions with rational approximants and then carry out... When a feedback system has components described by non-rational transfer functions, a standard practice in designing such a system is to replace the non-rational functions with rational approximants and then carry out the design with the approximants by means of a method that copes with rational systems. In order to ensure that the design carried out with the approximants still provides satisfactory results for the original system, a criterion of approximation should be explicitly taken into account in the design formulation. This paper derives such a criterion for multi-input multi-output(MIMO) feedback systems whose design objective is to ensure that the absolute values of every error and every controller output components always stay within prescribed bounds whenever the inputs satisfy certain bounding conditions. The obtained criterion generalizes a known result which was derived for single-input single-output(SISO) systems; furthermore, for a given rational approximant matrix, it is expressed as a set of inequalities that can be solved in practice. Finally, a controller for a binary distillation column is designed by using the criterion in conjunction with the method of inequalities. The numerical results clearly demonstrate that the usefulness of the criterion in obtaining a design solution for the original system. 展开更多
关键词 Control design multi-input multi-output (MIMO) feedback systems non-rational systems rational approximants principle of matching method of inequalities
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On the Design of Optimal Feedback Control for Systems of Second Order
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作者 Аlexander М. Formalskii 《Applied Mathematics》 2010年第4期301-306,共6页
A difficult but important problem in optimal control theory is the design of an optimal feedback control, i.e., the design of an optimal control as function of the phase (state) coordinates [1,2]. This problem can be ... A difficult but important problem in optimal control theory is the design of an optimal feedback control, i.e., the design of an optimal control as function of the phase (state) coordinates [1,2]. This problem can be solved not often. We study here the autonomous nonlinear system of second order in general form. The constraints imposed on the control input can depend on the phase (state) coordinates of the system. The goal of the control is to maximize or minimize one phase coordinate of the considered system while other takes a prescribed in advance value. In the literature, optimal control problems for the systems of second order are most frequently associated with driving both phase coordinates to a prescribed in advance state. In this statement of the problem, the optimal control feedback can be designed only for special kind of systems. In our statement of the problem, an optimal control can be designed as function of the state coordinates for more general kind of the systems. The problem of maximization or minimization of the swing amplitude is considered explicitly as an example. Simulation results are presented. 展开更多
关键词 System of SECOND Order Optimal feedback Control design SWING ROCKING DAMPING Simulation
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Model-Following Designs Using Direct State Derivative Measurement Feedback in Novel Reciprocal State Space Form
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作者 Yuan-Wei Tseng Rong-Ching Wu 《Journal of Applied Mathematics and Physics》 2019年第2期394-409,共16页
The paper introduces effective and straightforward algorithms of both explicit and implicit model-following designs with state derivative measurement feedback in novel reciprocal state space form (RSS) to handle state... The paper introduces effective and straightforward algorithms of both explicit and implicit model-following designs with state derivative measurement feedback in novel reciprocal state space form (RSS) to handle state derivative related performance output and state related performance output design cases. Applying proposed algorithms, no integrators are required. Consequently, implementation is simple and low-cost. Simulation has also been carried out to verify the proposed algorithms. Since acceleration can only be modeled as state derivative in state space form and micro-accelerometer which is the state derivative sensor is getting more and more attentions in many microelectromechanical and nanoelectromechanical systems (MEMS/NEMS) applications, the proposed algorithms are suitable for MEMS/NEMS systems installed with micro-accelerometers. 展开更多
关键词 Reciprocal STATE Space Form STATE DERIVATIVE Measurement feedback EXPLICIT Model-Following design IMPLICIT Model-Following design
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基于Altium Designer的负反馈放大电路特性研究 被引量:3
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作者 周佐 张志成 《自动化与仪器仪表》 2018年第2期29-32,36,共5页
负反馈能非常有效地改善放大器的性能,在电子电路中有着广泛的应用。为了更深入的研究引入负反馈后对放大电路性能的影响,利用Altium Designer混合电路仿真平台创建仿真电路,并分别采用瞬态分析、交流小信号分析、参数扫描等仿真方式对... 负反馈能非常有效地改善放大器的性能,在电子电路中有着广泛的应用。为了更深入的研究引入负反馈后对放大电路性能的影响,利用Altium Designer混合电路仿真平台创建仿真电路,并分别采用瞬态分析、交流小信号分析、参数扫描等仿真方式对两级阻容耦合放大电路中引入电压串联负反馈前后的电路的特性进行了仿真分析。结果表明放大电路中引入电压串联负反馈后,使得通频带和反馈环内输入阻抗增大为原来的(1+AF)倍,而电压放大倍数和输出阻抗减小为1/(1+AF),同时还提高放大电路的稳定性。通过这样的方式,既对理论中的结论进行了有效的验证,又图文并茂的显示了比较结果,加深了对负反馈放大电路特性的理解。 展开更多
关键词 ALTIUM designER 电路仿真 负反馈放大电路 瞬态分析 参数扫描 交流小信号分析
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Key Crowdsourcing Technologies for Product Design and Development 被引量:1
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作者 Xiao-Jing Niu Sheng-Feng Qin +2 位作者 John Vines Rose Wong Hui Lu 《International Journal of Automation and computing》 EI CSCD 2019年第1期1-15,共15页
Traditionally, small and medium enterprises(SMEs) in manufacturing rely heavily on a skilled, technical and professional workforce to increase productivity and remain globally competitive. Crowdsourcing offers an oppo... Traditionally, small and medium enterprises(SMEs) in manufacturing rely heavily on a skilled, technical and professional workforce to increase productivity and remain globally competitive. Crowdsourcing offers an opportunity for SMEs to get access to online communities who may provide requested services such as generating design ideas or problem solutions. However, there are some barriers preventing them from adopting crowdsourcing into their product design and development(PDD) practice. In this paper, we provide a literature review of key crowdsourcing technologies including crowdsourcing platforms and tools, crowdsourcing frameworks,and techniques in terms of open call generation, rewarding, crowd qualification for working, organization structure of crowds, solution evaluation, workflow and quality control and indicate the challenges of integrating crowdsourcing with a PDD process. We also explore the necessary techniques and tools to support the crowdsourcing PDD process. Finally, we propose some key guidelines for coping with the aforementioned challenges in the crowdsourcing PDD process. 展开更多
关键词 Crowdsourcing TECHNOLOGIES product design and development(PDD) communication information SHARING design evaluation feedback
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H-Feedback Control of Heparin-Controlled Blood Clotting Network for Cardiac Surgeries
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作者 Alexander W. Bae 《Journal of Biosciences and Medicines》 CAS 2022年第8期57-67,共11页
This paper presents a solution methodology for H<sub>∞</sub>-feedback control design problem of Heparin controlled blood clotting network under the presence of stochastic noise. The formulaic solution pro... This paper presents a solution methodology for H<sub>∞</sub>-feedback control design problem of Heparin controlled blood clotting network under the presence of stochastic noise. The formulaic solution procedure to solve nonlinear partial differential equation, the Hamilton-Jacobi-Isaacs equation with Successive Galrkin’s Approximation is sketched and validity is proved. According to Lyapunov’s theory, with solutions of the nonlinear PDEs, robust feedback control is designed. To confirm the performance and robustness of the designed controller, numerical and Monte-Carlo simulation results by Simulink software on MATLAB are provided. 展开更多
关键词 Gene Regulatory Network GMA System Galerkin Method feedback design of Biomolecular Systems Hamilton-Jacobi Equation Nonlinear Control Heparin-Controlled Blood Clotting Network
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一种高性能并网逆变器的控制策略研究 被引量:4
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作者 张涛 苏建徽 杨向真 《太阳能学报》 北大核心 2025年第1期449-459,共11页
针对传统并网逆变器控制系统存在静差和富含背景谐波的非理想电网电压下网侧电流质量不高等问题,提出一种高性能并网逆变器的控制策略。首先采用反Park变换(IPT)方法构造网侧电流正交分量,然后在dq旋转坐标系下建立网侧电流控制环路,再... 针对传统并网逆变器控制系统存在静差和富含背景谐波的非理想电网电压下网侧电流质量不高等问题,提出一种高性能并网逆变器的控制策略。首先采用反Park变换(IPT)方法构造网侧电流正交分量,然后在dq旋转坐标系下建立网侧电流控制环路,再选用PI控制器实现电流无差跟踪。为了解决并网电流的谐波问题,引入多谐振控制器,抑制并网电流的低次谐波。在静止坐标系下推导并网逆变器控制系统的数学模型,提出控制系统中PI控制器和多谐振控制器参数的简化设计方法,分析所提控制系统的鲁棒性;最后,针对6 kW单相LCL型并网逆变器控制系统,通过仿真和实验验证所提控制策略的正确性和有效性。 展开更多
关键词 并网逆变器 正交分量构造 多谐振控制器 参数设计 电容电流反馈
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State Feedback Stabilzation for a Class of Time-delay Nonlinear Systems 被引量:5
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作者 张宪福 程兆林 《自动化学报》 EI CSCD 北大核心 2005年第2期287-290,共4页
The problem of global stabilization by state feedback for a class of time-delay nonlinear system is considered. By constructing the appropriate Lyapunov-Krasovskii functionals (LKF) and using the backstepping design, ... The problem of global stabilization by state feedback for a class of time-delay nonlinear system is considered. By constructing the appropriate Lyapunov-Krasovskii functionals (LKF) and using the backstepping design, a linear state feedback controller making the closed-loop system globally asymptotically stable is constructed. 展开更多
关键词 非线性时滞系统 状态反馈镇定 球形渐近稳定性 支持分极设计方法
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Ethernet Controller SoC Design and Its Low-Power DFT Considerations 被引量:1
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作者 ZHENG Zhaoxia ZOU Xuecheng YU Guoyi 《Wuhan University Journal of Natural Sciences》 CAS 2008年第1期75-80,共6页
In this paper, an Ethernet controller SoC solution and its low power design for testability (DFT) for information appliances are presented. On a single chip, an enhanced one-cycle 8-bit micro controller unit (MCU)... In this paper, an Ethernet controller SoC solution and its low power design for testability (DFT) for information appliances are presented. On a single chip, an enhanced one-cycle 8-bit micro controller unit (MCU), media access control (MAC) circuit and embedded memories such as static random access memory (SRAM), read only memory (ROM) and flash are all integrated together. In order to achieve high fault coverage, at the same time with low test power, different DFT techniques are adopted for different circuits: the scan circuit that reduces switching activity is implemented for digital logic circuits; BIST-based method is employed for the on-chip SRAM and ROM. According to the fault-modeling of embedded flash, we resort to a March-like method for flash built in self test (BIST). By all means above, the result shows that the fault coverage may reach 97%, and the SoC chip is implemented successfully by using 0.25 μm two-poly four-metal mixed signal complementary metal oxide semiconductor (CMOS) technology, the die area is 4.8×4.6 mm^2. Test results show that the maximum throughput of Ethemet packets may reach 7Mb·s^1. 展开更多
关键词 linear feedback shift registers (LFSR) design for testability(DFT) built in selftest(BIST) circuit under test (CUT)
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Qualitative System Dynamics as a Tool in Accessible Design
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作者 Anthony S. White 《Journal of Software Engineering and Applications》 2011年第1期69-80,共12页
A description of the Systems Dynamics paradigm is given and the reduced Qualitative System Dynamics (QSD) form explained. A simple example is given to illustrate the diagram construction. The principles of states (lev... A description of the Systems Dynamics paradigm is given and the reduced Qualitative System Dynamics (QSD) form explained. A simple example is given to illustrate the diagram construction. The principles of states (levels), rates and feedback loops are outlined. The QSD method is used to address the problem of accessibility by using human control of automation as an example, and applying the QSD method to evaluate the effects of the researcher and user in the de- sign of an accessible artefact. This simple automation model illustrates what can be found out from such a picture, in this indicating how the feedback from users has an influence on the time to deliver such designs. 展开更多
关键词 Qualitative System Dynamics COMPUTER Interaction ACCESSIBILITY USER feedback SOFTWARE design
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具有压力反馈的电磁比例阀死区补偿策略设计 被引量:1
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作者 谢红杰 宋文博 王国强 《机械设计与制造》 北大核心 2025年第5期167-170,共4页
为了降低无阀芯位移传感器由于电磁比例阀死区产生流量非线性影响,设计了一种具有压力反馈的电磁比例阀死区补偿策略,达到不需要位移反馈就能实现死区补偿效果。将模拟补偿电压信号经过数模转换处理后再通过数字信号形式添加至阀控系统... 为了降低无阀芯位移传感器由于电磁比例阀死区产生流量非线性影响,设计了一种具有压力反馈的电磁比例阀死区补偿策略,达到不需要位移反馈就能实现死区补偿效果。将模拟补偿电压信号经过数模转换处理后再通过数字信号形式添加至阀控系统。基于Simulink仿真平台从静态和动态角度开展验证分析,结果表明:控制特性仿真结果得到,死区补偿后使电液伺服阀死区减小到3.5%,成功完成对电液伺服阀死区补偿。死区补偿实验结果得到,压差变化对比例方向阀死区影响较大。实验与仿真结果具有较高的一致性,基本可以证明设置补偿后模型能够满足比例方向阀运行工况的准确测试。该研究有助于提高电磁比例阀的运行稳定性,对保证液压系统工作具有重要的意义。 展开更多
关键词 电磁比例阀 死区补偿 压力反馈 策略设计 仿真分析
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Robust Control Design of Wheeled Inverted Pendulum Assistant Robot 被引量:2
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作者 Magdi S.Mahmoud Mohammad T.Nasir 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2017年第4期628-638,共11页
This paper examines the design concept and mobile control strategy of the human assistant robot I-PENTAR(inverted pendulum type assistant robot). The motion equation is derived considering the non-holonomic constraint... This paper examines the design concept and mobile control strategy of the human assistant robot I-PENTAR(inverted pendulum type assistant robot). The motion equation is derived considering the non-holonomic constraint of the twowheeled mobile robot. Different optimal control approaches are applied to a linearized model of I-PENTAR. These include linear quadratic regulator(LQR), linear quadratic Gaussian control(LQG), H_2 control and H_∞ control. Simulation is performed for all the approaches yielding good performance results. 展开更多
关键词 I-PENTAR robot linear quadratic regulator(LQR) control design model predictive control(MPC) observerbased feedback control robust H_∞ control
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Robust output-feedback stabilization of a class of nonlinear systems with the nonlinearities of varied form
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作者 Sun Xiping Wang Yongji 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第3期629-634,共6页
The back-stepping designs based on confine functions are suggested for the robust output-feedback global stabilization of a class of nonlinear continuous systems; the proposed stabilizer is efficient for the nonlinear... The back-stepping designs based on confine functions are suggested for the robust output-feedback global stabilization of a class of nonlinear continuous systems; the proposed stabilizer is efficient for the nonlinear continuous systems confined by a bound function, the nonlinearities of the systems may be of varied forms or uncertain; the designed stabilizer is robust means that a class of nonlinear continuous systems can be stabilized by the same output feedback stabilization schemes; numerical simulation examples are given. 展开更多
关键词 nonlinear systems robust output-feedback control back-stepping design bound function
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Observer Design —— A Survey
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作者 Chia-Chi Tsui 《International Journal of Automation and computing》 EI CSCD 2015年第1期50-61,共12页
This paper surveys the results of observer design for linear time-invariant(L-T-I) deterministic irreducible open-loop systems(OLS), the most basic type of OLS. An observer estimates Kxx(t) signal where K is a constan... This paper surveys the results of observer design for linear time-invariant(L-T-I) deterministic irreducible open-loop systems(OLS), the most basic type of OLS. An observer estimates Kxx(t) signal where K is a constant and x(t) is the state vector of the OLS. Thus, an observer can be used as a feedback controller that implements state feedback control(SFC) or Kxx(t)-control,and observer design is therefore utterly important in all feedback control designs of state space theory. In this survey, the observer design results are divided into three categories and for three respective main purposes. The first category of observers estimate signal Kxx(t) only with a given K, and this survey has four conclusions: 1) Function observer that estimates Kxx(t) directly is more general than state observer that estimates x(t), and may be designed with order lower than that of state observer, and the additional design objective is to minimize observer order; 2) The function observer design problem has already been simplified to the solving of a single set of linear equations only while seeking the lowest possible number of rows of the solution matrix, and an apparently most effective and general algorithm of solving such a problem can guarantee unified upper and lower bounds of the observer order; 3) Because such a single set of linear equations is the simplest possible theoretical formulation of the design problem and such theoretical observer order bounds are the lowest possible, and because the general, simple, and explicit theoretical formula for the function observer order itself do not exist, the theoretical part of this design problem is solved; 4) Because the function observer order is generically near its upper bound, further improvement on the computational design algorithm so that the corresponding observer order can be further reduced,is generically not worthwhile. The second category of observers further realize the loop transfer function and robustness properties of the direct SFC, and the conclusion of this survey is also fourfold: 1) To fully realize the loop transfer function of a practically designed Kxx(t)-control, the observer must be an output feedback controller(OFC) which has zero gain to OLS input; 2) If parameter K is separately designed before the observer design, as in the separation principle which has been followed by almost all people for over half of a century, then OFC that estimates Kxx(t) does not exist for almost all OLS s; 3) As a result, a synthesized design principle that designs an OFC first and is valid for almost all OLS s, is proposed and fully developed, the corresponding K will be designed afterwards and will be constrained by the OFC order as well as the OFC parameters; 4) Although the Kxx(t)-control is constrained in this new design principle and is therefore called the "generalized SFC"(as compared to the existing SFC in which K is unconstrained), it is still strong enough for most OLS s and this new design principle overcomes many fundamental drawbacks of the existing separation principle. The third category of observers estimate Kxx(t) signal at special applications such as fault detection and identification and systems with time delay effects. Using directly the result of OFC that estimates Kxx(t) of the second category, these observers can be generally and satisfactorily designed. 展开更多
关键词 Low order function observer robust output feedback observer synthesized design principle faults and time-delays
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Transformer for the Design of Automatic Control Systems with Prefilters
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作者 Isaac Hughes John F. O’Brien 《World Journal of Engineering and Technology》 2024年第3期575-586,共12页
A machine learning model, using the transformer architecture, is used to design a feedback compensator and prefilter for various simulated plants. The output of the transformer is a sequence of compensator and prefilt... A machine learning model, using the transformer architecture, is used to design a feedback compensator and prefilter for various simulated plants. The output of the transformer is a sequence of compensator and prefilter parameters. The compensator and prefilter are linear models, preserving the ability to analyze the system with linear control theory. The input to the network is a window of recent reference and output samples. The goal of the transformer is to minimize tracking error at each time step. The plants under consideration range from simple to challenging. The more difficult plants contain closely spaced, lightly damped, complex conjugate pairs of poles and zeros. Results are compared to PID controllers tuned for a similar crossover frequency and optimal phase margin. For simple plants, the transformer converges to solutions which overly rely on the prefilter, neglecting the maximization of negative feedback. For more complex plants, the transformer designs a compensator and prefilter with more desirable qualities. In all cases, the transformer can start with random model parameters and modify them to minimize tracking error on the step reference. 展开更多
关键词 feedback Machine Learning Compensator design
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An Algorithm for the Feedback Vertex Set Problem on a Normal Helly Circular-Arc Graph
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作者 Hirotoshi Honma Yoko Nakajima Atsushi Sasaki 《Journal of Computer and Communications》 2016年第8期23-31,共9页
The feedback vertex set (FVS) problem is to find the set of vertices of minimum cardinality whose removal renders the graph acyclic. The FVS problem has applications in several areas such as combinatorial circuit desi... The feedback vertex set (FVS) problem is to find the set of vertices of minimum cardinality whose removal renders the graph acyclic. The FVS problem has applications in several areas such as combinatorial circuit design, synchronous systems, computer systems, and very-large-scale integration (VLSI) circuits. The FVS problem is known to be NP-hard for simple graphs, but polynomi-al-time algorithms have been found for special classes of graphs. The intersection graph of a collection of arcs on a circle is called a circular-arc graph. A normal Helly circular-arc graph is a proper subclass of the set of circular-arc graphs. In this paper, we present an algorithm that takes  time to solve the FVS problem in a normal Helly circular-arc graph with n vertices and m edges. 展开更多
关键词 design and Analysis of Algorithms feedback Vertex Set Normal Helly Circular-Arc Graphs Intersection Graphs
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基于用户行为分析的UI标准化设计 被引量:1
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作者 沈涵 《中国标准化》 2025年第4期123-125,共3页
随着数字化发展进程加快,UI设计需更好地满足用户需求。当前设计缺乏对用户行为的深入考量,影响用户体验。本文从用户浏览习惯、用户操作频率、用户视觉焦点、用户交互反馈四个角度出发,提出了包含UI界面布局、功能模块、色彩搭配、元... 随着数字化发展进程加快,UI设计需更好地满足用户需求。当前设计缺乏对用户行为的深入考量,影响用户体验。本文从用户浏览习惯、用户操作频率、用户视觉焦点、用户交互反馈四个角度出发,提出了包含UI界面布局、功能模块、色彩搭配、元素响应的标准化设计方案,有利于构建一致性更强、效率更高的用户界面,提升用户体验。 展开更多
关键词 用户行为分析 UI标准化设计 界面布局 交互反馈 用户体验
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