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Deep Neural Network Based Behavioral Model of Nonlinear Circuits
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作者 Zhe Jin Sekouba Kaba 《Journal of Applied Mathematics and Physics》 2021年第3期403-412,共10页
With the rapid growth of complexity and functionality of modern electronic systems, creating precise behavioral models of nonlinear circuits has become an attractive topic. Deep neural networks (DNNs) have been recogn... With the rapid growth of complexity and functionality of modern electronic systems, creating precise behavioral models of nonlinear circuits has become an attractive topic. Deep neural networks (DNNs) have been recognized as a powerful tool for nonlinear system modeling. To characterize the behavior of nonlinear circuits, a DNN based modeling approach is proposed in this paper. The procedure is illustrated by modeling a power amplifier (PA), which is a typical nonlinear circuit in electronic systems. The PA model is constructed based on a feedforward neural network with three hidden layers, and then Multisim circuit simulator is applied to generating the raw training data. Training and validation are carried out in Tensorflow deep learning framework. Compared with the commonly used polynomial model, the proposed DNN model exhibits a faster convergence rate and improves the mean squared error by 13 dB. The results demonstrate that the proposed DNN model can accurately depict the input-output characteristics of nonlinear circuits in both training and validation data sets. 展开更多
关键词 nonlinear circuits Deep Neural Networks Behavioral Model Power Amplifier
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AN IMPROVEMENT TO THE HARMONIC-BALANCE TECHNIQUE FOR ANALYZING NONLINEAR CIRCUITS
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作者 韩良 王蕴仪 李嗣范 《Journal of Electronics(China)》 1991年第3期283-288,共6页
In this paper,an improved method,which is based on the harmonic-balance tech-nique,for speeding up the convergence iteration procedure is presented.As an example,it isapplied to the nonlinear analysis of microwave mix... In this paper,an improved method,which is based on the harmonic-balance tech-nique,for speeding up the convergence iteration procedure is presented.As an example,it isapplied to the nonlinear analysis of microwave mixer,in which a simple time domain to fre-quency domain transformation technique for the mixer diode is firstly introduced.The use of thistechnique saves computing time dramatically.And the analyzed results are in good agreementwith the results published.The improved method can also be extended to the CAA of nonlinearcircuits with multi-devices. 展开更多
关键词 nonlinear circuits Harmonic-balance TECHNIQUE Microwave MIXER CAA
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SENSITIVITY ANALYSIS OF NONLINEAR CIRCUITS AND SYSTEMS-NONLINEAR TRANSFER FUNCTION APPROACH
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作者 焦李成 《Journal of Electronics(China)》 1989年第4期306-313,共8页
Properties of the nonlinear transfer function are studied in this paper and the n-th order stabili-ty, n-th order frequency response and n-th order sensitivity as well as a novel theory and implementationon the sensit... Properties of the nonlinear transfer function are studied in this paper and the n-th order stabili-ty, n-th order frequency response and n-th order sensitivity as well as a novel theory and implementationon the sensitivity of nonlinear transfer system are proposed. 展开更多
关键词 circuitS and systems:nonlinear TRANSFER FUNCTION nonlinear sensitivity
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Analysis of Nonlinear Electrical Circuits Using Bernstein Polynomials 被引量:2
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作者 M. Arounassalame 《International Journal of Automation and computing》 EI 2012年第1期81-86,共6页
In electrical circuit analysis, it is often necessary to find the set of all direct current (d.c.) operating points (either voltages or currents) of nonlinear circuits. In general, these nonlinear equations are of... In electrical circuit analysis, it is often necessary to find the set of all direct current (d.c.) operating points (either voltages or currents) of nonlinear circuits. In general, these nonlinear equations are often represented as polynomial systems. In this paper, we address the problem of finding the solutions of nonlinear electrical circuits, which are modeled as systems of n polynomial equations contained in an n-dimensional box. Branch and Bound algorithms based on interval methods can give guaranteed enclosures for the solution. However, because of repeated evaluations of the function values, these methods tend to become slower. Branch and Bound algorithm based on Bernstein coefficients can be used to solve the systems of polynomial equations. This avoids the repeated evaluation of function values, but maintains more or less the same number of iterations as that of interval branch and bound methods. We propose an algorithm for obtaining the solution of polynomial systems, which includes a pruning step using Bernstein Krawczyk operator and a Bernstein Coefficient Contraction algorithm to obtain Bernstein coefficients of the new domain. We solved three circuit analysis problems using our proposed algorithm. We compared the performance of our proposed algorithm with INTLAB based solver and found that our proposed algorithm is more efficient and fast. 展开更多
关键词 nonlinear circuit analysis Bernstein polynomials Krawczyk operator interval analysis polynomial system
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Piezotronic transistors in nonlinear circuit:Model and simulation 被引量:1
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作者 HU GongWei ZHANG YuJing +3 位作者 LUO Lu YANG Yang ZHANG Yan WANG ZhongLin 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2015年第8期1348-1354,共7页
For the materials that simultaneously exhibit piezoelectric and semiconductor properties,such as wurtzite Zn O,Ga N and In N,as well as two-dimensional single Mo S2,piezoelectric charges induced by externally applied ... For the materials that simultaneously exhibit piezoelectric and semiconductor properties,such as wurtzite Zn O,Ga N and In N,as well as two-dimensional single Mo S2,piezoelectric charges induced by externally applied strain can tune/control carrier transport at a metal-semiconductor contact or semiconductor junction,which is named piezotronic effect.Metal-semiconductor-metal piezotronic transistors are key piezotronic nanodevices for electromechanical applications,and they are typical nonlinear elements.In this paper,a simplified current-voltage analysis solution of piezotronic transistors is developed,which can be used for circuit design and simulation.Furthermore,the typical nonlinear circuit:Chua's circuit based on piezotronic transistors is simulated.We find that the output signal of the piezotronic transistor circuit can be switched and changed asymmetrically by externally applied strain.This study provides insight into the nonlinear properties of the piezotronic transistor,as well as guidance for piezotronic transistor nonlinear circuit application. 展开更多
关键词 piezotronic transistor nonlinear nanodevice electromechanical application nonlinear circuit
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Subspace Trajectory Piecewise-Linear Model Order Reduction for Nonlinear Circuits
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作者 Xiaoda Pan Hengliang Zhu +1 位作者 Fan Yang Xuan Zeng 《Communications in Computational Physics》 SCIE 2013年第8期639-663,共25页
Despite the efficiency of trajectory piecewise-linear(TPWL)model order re-duction(MOR)for nonlinear circuits,it needs large amount of expansion points forlarge-scale nonlinear circuits.This will inevitably increase th... Despite the efficiency of trajectory piecewise-linear(TPWL)model order re-duction(MOR)for nonlinear circuits,it needs large amount of expansion points forlarge-scale nonlinear circuits.This will inevitably increase the model size as well as the simulation time of the resulting reduced macromodels.In this paper,subspaceTPWL-MOR approach is developed for the model order reduction of nonlinear cir-cuits.By breaking the high-dimensional state space into several subspaces with much lower dimensions,the subspace TPWL-MOR has very promising advantages of re-ducing the number of expansion points as well as increasing the effective region of thereduced-order model in the state space.As a result,the model size and the accuracy of the TWPL model can be greatly improved.The numerical results have shown dra-matic reduction in the model size as well as the improvement in accuracy by using the subspace TPWL-MOR compared with the conventional TPWL-MOR approach. 展开更多
关键词 Trajectory piecewise linear model order reductio nonlinear circuits
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Wavelet neural network based fault diagnosis in nonlinear analog circuits 被引量:16
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作者 Yin Shirong Chen Guangju Xie Yongle 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第3期521-526,共6页
The theories of diagnosing nonlinear analog circuits by means of the transient response testing are studled. Wavelet analysis is made to extract the transient response signature of nonlinear circuits and compress the ... The theories of diagnosing nonlinear analog circuits by means of the transient response testing are studled. Wavelet analysis is made to extract the transient response signature of nonlinear circuits and compress the signature dada. The best wavelet function is selected based on the between-category total scatter of signature. The fault dictionary of nonlinear circuits is constructed based on improved back-propagation(BP) neural network. Experimental results demonstrate that the method proposed has high diagnostic sensitivity and fast fault identification and deducibility. 展开更多
关键词 fault diagnosis nonlinear analog circuits wavelet analysis neural networks.
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A Neural-based L1-Norm Optimization Approach for Fault Diagnosis of Nonlinear Resistive Circuits 被引量:2
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作者 Yigang He School of Electrical & Information Engineering, Hunan Univ,Changsha 410082,P.R.China Yichuang Sun Department of Electronic,Communication & electrical Engineering,Faculty of Engineering and Information Sciences,University of Hertfordshire,Hatfie 《湖南大学学报(自然科学版)》 EI CAS CSCD 2000年第S2期143-147,共5页
This paper deals with fault isolation in nonlinear analog circuits with tolerance under an insufficient number of independent voltage measurements.A neural network-based L1-norm optimization approach is proposed and u... This paper deals with fault isolation in nonlinear analog circuits with tolerance under an insufficient number of independent voltage measurements.A neural network-based L1-norm optimization approach is proposed and utilized in locating the most likely faulty elements in nonlinear circuits.The validity of the proposed method is verified by both extensive computer simulations and practical examples.One simulation example is presented in the paper. 展开更多
关键词 FAULT DIAGNOSIS NEURAL networks Optimization methods nonlinear circuitS Anlog circuitS
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A nonlinear equivalent circuit method for analysis of passive intermodulation of mesh reflectors 被引量:5
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作者 Jiang Jie Li Tuanjie +1 位作者 Ma Xiaofei Wang Pei 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2014年第4期924-929,共6页
Passive intermodulation(PIM) has gradually become a serious electromagnetic interference due to the development of high-power and high-sensitivity RF/microwave communication systems, especially large deployable mesh... Passive intermodulation(PIM) has gradually become a serious electromagnetic interference due to the development of high-power and high-sensitivity RF/microwave communication systems, especially large deployable mesh reflector antennas. This paper proposes a field-circuit coupling method to analyze the PIM level of mesh reflectors. With the existence of many metal–metal(MM) contacts in mesh reflectors, the contact nonlinearity becomes the main reason for PIM generation. To analyze these potential PIM sources, an equivalent circuit model including nonlinear components is constructed to model a single MM contact so that the transient current through the MM contact point induced by incident electromagnetic waves can be calculated. Taking the electric current as a new electromagnetic wave source, the far-field scattering can be obtained by the use of electromagnetic numerical methods or the communication link method. Finally, a comparison between simulation and experimental results is illustrated to verify the validity of the proposed method. 展开更多
关键词 Contact nonlinearity Equivalent circuit Mesh reflector Metal-metal contact nonlinear distortion Passive intermodulation Scattering
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Nonlinear feedback control of a novel hyperchaotic system and its circuit implementation 被引量:7
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作者 汪浩祥 蔡国梁 +1 位作者 缪盛 田立新 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第3期150-157,共8页
This paper reports a new hyperchaotic system by adding an additional state variable into a three-dimensional chaotic dynamical system. Some of its basic dynamical properties, such as the hyperchaotic attractor, Lyapun... This paper reports a new hyperchaotic system by adding an additional state variable into a three-dimensional chaotic dynamical system. Some of its basic dynamical properties, such as the hyperchaotic attractor, Lyapunov expo- nents, bifurcation diagram and the hyperchaotic attractor evolving into periodic, quasi-periodic dynamical behaviours by varying parameter k are studied. An effective nonlinear feedback control method is used to suppress hyperchaos to unstable equilibrium. Furthermore, a circuit is designed to realize this new hyperchaotic system by electronic workbench (EWB). Numerical simulations are presented to show these results. 展开更多
关键词 HYPERCHAOS nonlinear feedback control Lyapunov exponents chaos circuit
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NEW EFFICIENT ALGORITHM FOR NONLINEAR CIRCUIT SYSTEM
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作者 孔俊宝 《Science China Mathematics》 SCIE 1989年第6期746-757,共12页
A new efficient algorithm is given for calculation of the steady-state response of non-linear circuit driven by multifrequency signals, which are possibly made up of incommen-surable frequencies. The algorithm is part... A new efficient algorithm is given for calculation of the steady-state response of non-linear circuit driven by multifrequency signals, which are possibly made up of incommen-surable frequencies. The algorithm is particularly useful when the steady state responseis not periodic. The algorithm is much more efficient than numerical integration methods for circuitscontaining only a few nonlinear elements, compared with the number of inductors andcapacitors. It is based on a combined application of the "harmonic balancen" and "leastsquare approach", and does not require any transient analysis. The algorithm can be usedin a microcomputer. 展开更多
关键词 nonlinear circuit COMPUTER-AIDED analysis HARMONIC BALANCE methed.
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EQUIVALENT CIRCUIT OF NONLINEAR EFFECT OF SPECTRAL IP
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作者 He, Jishan Li, Daqing Tang, Jingtian(Department of Geology, Central South University of Technology, Changsha 410083) 《中国有色金属学会会刊:英文版》 EI CSCD 1995年第3期1-7,共7页
EQUIVALENTCIRCUITOFNONLINEAREFFECTOFSPECTRALIP¥He,Jishan;Li,Daqing;Tang,Jingtian(DepartmentofGeology,Central... EQUIVALENTCIRCUITOFNONLINEAREFFECTOFSPECTRALIP¥He,Jishan;Li,Daqing;Tang,Jingtian(DepartmentofGeology,CentralSouthUniversityof... 展开更多
关键词 SPECTRAL IP nonlinear effect EQUIVALENT circuit ADMITTANCE anode/cathode polarizaTion
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Mapping equivalent approach to analysis and realization of memristor-based dynamical circuit 被引量:3
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作者 包伯成 胡丰伟 +1 位作者 刘中 许建平 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第7期303-310,共8页
A novel mapping equivalent approach is proposed in this paper, which can be used for analyzing and realizing a memristor-based dynamical circuit equivalently by a nonlinear dynamical circuit with the same topologies a... A novel mapping equivalent approach is proposed in this paper, which can be used for analyzing and realizing a memristor-based dynamical circuit equivalently by a nonlinear dynamical circuit with the same topologies and circuit parameters. A memristor-based chaotic circuit and the corresponding Chua's chaotic circuit with two output differentiators are taken as examples to illustrate this approach. Equivalent dynamical analysis and realization of the memristor-based chaotic circuit are performed by using Chua's chaotic circuit. The results indicate that the outputs of memristor-based chaotic circuit and the corresponding outputs of Chua's chaotic circuit have identical dynamics. The proposed approach verified by numerical simulations and experimental observations is useful in designing and analyzing memristor-based dynamical circuits. 展开更多
关键词 dynamics mapping equivalent approach MEMRISTOR nonlinear circuit
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Model Reduction by Generalized Falk Method for Efficient Dedicated to Professor Karl Stark Pister for his 95th birthday Field-Circuit Simulations
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作者 Loc Vu-Quoc Yuhu Zhai Khai D.T.Ngo 《Computer Modeling in Engineering & Sciences》 SCIE EI 2021年第12期1441-1486,共46页
The Generalized Falk Method(GFM)for coordinate transformation,together with two model-reduction strategies based on this method,are presented for efficient coupled field-circuit simulations.Each model-reduction strate... The Generalized Falk Method(GFM)for coordinate transformation,together with two model-reduction strategies based on this method,are presented for efficient coupled field-circuit simulations.Each model-reduction strategy is based on a decision to retain specific linearly-independent vectors,called trial vectors,to construct a vector basis for coordinate transformation.The reduced-order models are guaranteed to be stable and passive since the GFM is a congruence transformation of originally symmetric positive definite systems.We also show that,unlike the Pade-via-Lanczos(PVL)method,the GFM does not generate unstable positive poles while reducing the order´of circuit problems.Further,the proposed GFM is also faster when compared to methods of the type Lanczos(or Krylov)that are already widely used in circuit simulations for electrothermal and electromagnetic problems.The concept of response participation factors is introduced for the selection of the trial vectors in the proposed model-reduction methods.Further,we present methods to develop simple equivalent circuit networks for the field component of the overall field-circuit system.The implementation of these equivalent circuit networks in circuit simulators is discussed.With the proposed model-reduction strategies,significant improvement on the efficiency of the generalized Falk method is illustrated for coupled field-circuit problems. 展开更多
关键词 nonlinear circuits power electronics IGBT MOSFET model-order reduction modeling module generation power modeling and estimation electrothermal simulation
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A new approach for modelling the damped Helmholtz oscillator:applications to plasma physics and electronic circuits 被引量:1
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作者 S A El-Tantawy Alvaro H Salas M R Alharthi 《Communications in Theoretical Physics》 SCIE CAS CSCD 2021年第3期119-130,共12页
In this paper,a new approach is devoted to find novel analytical and approximate solutions to the damped quadratic nonlinear Helmholtz equation(HE)in terms of the Weiersrtrass elliptic function.The exact solution for ... In this paper,a new approach is devoted to find novel analytical and approximate solutions to the damped quadratic nonlinear Helmholtz equation(HE)in terms of the Weiersrtrass elliptic function.The exact solution for undamped HE(integrable case)and approximate/semi-analytical solution to the damped HE(non-integrable case)are given for any arbitrary initial conditions.As a special case,the necessary and sufficient condition for the integrability of the damped HE using an elementary approach is reported.In general,a new ansatz is suggested to find a semi-analytical solution to the non-integrable case in the form of Weierstrass elliptic function.In addition,the relation between the Weierstrass and Jacobian elliptic functions solutions to the integrable case will be derived in details.Also,we will make a comparison between the semi-analytical solution and the approximate numerical solutions via using Runge-Kutta fourth-order method,finite difference method,and homotopy perturbation method for the first-two approximations.Furthermore,the maximum distance errors between the approximate/semi-analytical solution and the approximate numerical solutions will be estimated.As real applications,the obtained solutions will be devoted to describe the characteristics behavior of the oscillations in RLC series circuits and in various plasma models such as electronegative complex plasma model. 展开更多
关键词 damped and undamped Helmholtz equation Korteweg-de Vries type equation plasma oscillations nonlinear RLC circuits Weierstrass ellliptic function periodical solution
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Dynamical analysis and circuit simulation of a new three-dimensional chaotic system 被引量:1
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作者 王爱元 凌志浩 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第7期96-101,共6页
This paper reports a new three-dimensional autonomous chaotic system. It contains six control parameters and three nonlinear terms. Two cross-product terms are respectively in two equations. And one square term is in ... This paper reports a new three-dimensional autonomous chaotic system. It contains six control parameters and three nonlinear terms. Two cross-product terms are respectively in two equations. And one square term is in the third equation. Basic dynamic properties of the new system are investigated by means of theoretical analysis, numerical simulation, sensitivity to initial, power spectrum, Lyapunov exponent, and Poincar~ diagrams. The dynamic properties affected by variable parameters are also analysed. Finally, the chaotic system is simulated by circuit. The results verify the existence and implementation of the system. 展开更多
关键词 chaotic system dynamical properties circuit simulation nonlinear analysis
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A monolithic distributed phase shifter based on right-handed nonlinear transmission lines at 30 GHz 被引量:1
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作者 黄杰 赵倩 +2 位作者 杨浩 董军荣 张海英 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第12期451-455,共5页
The epitaxial material, device structure, and corresponding equivalent large signal circuit model of GaAs planar Schottky varactor diode are successfully developed to design and fabricate a monolithic phase shifter, w... The epitaxial material, device structure, and corresponding equivalent large signal circuit model of GaAs planar Schottky varactor diode are successfully developed to design and fabricate a monolithic phase shifter, which is based on right-handed nonlinear transmission lines and consists of a coplanar waveguide transmission line and periodically distributed GaAs planar Schottky varactor diode. The distributed-Schottky transmission-line-type phase shifter at a bias voltage greater than 1.5 V presents a continuous 0°–360° differential phase shift over a frequency range from 0 to 33 GHz. It is demonstrated that the minimum insertion loss is about 0.5 dB and that the return loss is less than-10 dB over the frequency band of 0–33 GHz at a reverse bias voltage less than 4.5 V. These excellent characteristics, such as broad differential phase shift, low insertion loss, and return loss, indicate that the proposed phase shifter can entirely be integrated into a phased array radar circuit. 展开更多
关键词 GaAs planar Schottky diode phase shifter right-handed nonlinear transmission lines monolithic microwave integrated circuit
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Synchronization of the fractional-order generalized augmented L u¨system and its circuit implementation 被引量:2
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作者 薛薇 徐进康 +1 位作者 仓诗建 贾红艳 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第6期82-89,共8页
In this paper, the synchronization of the fractional-order generalized augmented Lti system is investigated. Based on the predictor--corrector method, we obtain phase portraits, bifurcation diagrams, Lyapunov exponent... In this paper, the synchronization of the fractional-order generalized augmented Lti system is investigated. Based on the predictor--corrector method, we obtain phase portraits, bifurcation diagrams, Lyapunov exponent spectra, and Poincar6 maps of the fractional-order system and find that a four-wing chaotic attractor exists in the system when the system pa- rameters change within certain ranges. Further, by varying the system parameters, rich dynamical behaviors occur in the 2.7-order system. According to the stability theory of a fractional-order linear system, and adopting the linearization by feedback method, we have designed a nonlinear feedback controller in our theoretical analysis to implement the synchro- nization of the drive system with the response system. In addition, the synchronization is also shown by an electronic circuit implementation for the 2.7-order system. The obtained experiment results accord with the theoretical analyses, which further demonstrate the feasibility and effectiveness of the proposed synchronization scheme. 展开更多
关键词 fractional-order generalized augmented Lii system nonlinear feedback synchronization numericalsimulation circuit design
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Stability of operation versus temperature of a three-phase clock-driven chaotic circuit
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作者 周继超 Hyunsik Son +1 位作者 Namtae Kim Han Jung Song 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第12期152-159,共8页
We evaluate the influence of temperature on the behavior of a three-phase clock-driven metal–oxide–semiconductor (MOS) chaotic circuit. The chaotic circuit consists of two nonlinear functions, a level shifter, and... We evaluate the influence of temperature on the behavior of a three-phase clock-driven metal–oxide–semiconductor (MOS) chaotic circuit. The chaotic circuit consists of two nonlinear functions, a level shifter, and three sample and hold blocks. It is necessary to analyze a CMOS-based chaotic circuit with respect to variation in temperature for stability because the circuit is sensitive to the behavior of the circuit design parameters. The temperature dependence of the proposed chaotic circuit is investigated via the simulation program with integrated circuit emphasis (SPICE) using 0.6-μm CMOS process technology with a 5-V power supply and a 20-kHz clock frequency. The simulation results demonstrate the effects of temperature on the chaotic dynamics of the proposed chaotic circuit. The time series, frequency spectra, bifurcation phenomena, and Lyapunov exponent results are provided. 展开更多
关键词 chaotic circuit nonlinear functions temperature effect bifurcation Lyapunov exponent
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Simulation of Analog Costas Loop Circuits 被引量:3
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作者 Roland E.Best Nikolay V.Kuznetsov +2 位作者 Gennady A.Leonov Marat V.Yuldashev Renat V.Yuldashev 《International Journal of Automation and computing》 EI CSCD 2014年第6期571-579,共9页
The analysis of stability and numerical simulation of Costas loop circuits for the high-frequency signals is a challenging task. The problem lies in the fact that it is necessary to observe very fast time scale of inp... The analysis of stability and numerical simulation of Costas loop circuits for the high-frequency signals is a challenging task. The problem lies in the fact that it is necessary to observe very fast time scale of input signals and slow time scale of signal s phases simultaneously. To overcome this difficulty, it is possible to follow the classical ideas of Gardner and Viterbi to construct a mathematical model of Costas loop, in which only slow time change of signal s phases and frequencies is considered. Such an construction, in turn,requires the computation of phase detector characteristic, depending on the waveforms of the considered signals. In this paper, the problems of nonlinear analysis of Costas loops and the approaches to the simulation of the classical Costas loop, the quadrature phase shift keying(QPSK) Costas loop, and the two-phase Costas loop are discussed. The analytical method for the computation of phase detector characteristics of Costas loops is described. 展开更多
关键词 Phase-locked loop (PLL) based circuits Costas loop phase detector characteristic SIMULATION nonlinear analysis
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