CN110456645B - A Discrete Repetitive Control Method for Inverters - Google Patents

A Discrete Repetitive Control Method for Inverters Download PDF

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CN110456645B
CN110456645B CN201910761405.XA CN201910761405A CN110456645B CN 110456645 B CN110456645 B CN 110456645B CN 201910761405 A CN201910761405 A CN 201910761405A CN 110456645 B CN110456645 B CN 110456645B
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inverter
tracking error
attraction
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林志明
邬玲伟
陈�光
梅盼
朱莺莺
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    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B13/00Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
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    • HELECTRICITY
    • H02GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02MAPPARATUS FOR CONVERSION BETWEEN AC AND AC, BETWEEN AC AND DC, OR BETWEEN DC AND DC, AND FOR USE WITH MAINS OR SIMILAR POWER SUPPLY SYSTEMS; CONVERSION OF DC OR AC INPUT POWER INTO SURGE OUTPUT POWER; CONTROL OR REGULATION THEREOF
    • H02M7/00Conversion of AC power input into DC power output; Conversion of DC power input into AC power output
    • H02M7/42Conversion of DC power input into AC power output without possibility of reversal
    • H02M7/44Conversion of DC power input into AC power output without possibility of reversal by static converters
    • H02M7/48Conversion of DC power input into AC power output without possibility of reversal by static converters using discharge tubes with control electrode or semiconductor devices with control electrode
    • H02M7/53Conversion of DC power input into AC power output without possibility of reversal by static converters using discharge tubes with control electrode or semiconductor devices with control electrode using devices of a triode or transistor type requiring continuous application of a control signal
    • H02M7/537Conversion of DC power input into AC power output without possibility of reversal by static converters using discharge tubes with control electrode or semiconductor devices with control electrode using devices of a triode or transistor type requiring continuous application of a control signal using semiconductor devices only, e.g. single switched pulse inverters
    • H02M7/5387Conversion of DC power input into AC power output without possibility of reversal by static converters using discharge tubes with control electrode or semiconductor devices with control electrode using devices of a triode or transistor type requiring continuous application of a control signal using semiconductor devices only, e.g. single switched pulse inverters in a bridge configuration

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Abstract

The invention discloses a discrete repetitive control method for an inverter. Constructing an attraction law with interference suppression effect by adopting an equivalent interference second-order difference compensation technology; according to the attraction law, an e/v signal conversion module is constructed, and an output signal of the e/v signal conversion module is used for repeating the correction quantity of the controller. The specific controller parameter setting can be based on a specific expression representing the maximum number of steps required by an absolute attraction layer, a steady-state error band and a tracking error in the convergence process of the system to enter the steady-state error band for the first time. The invention is a discrete repetitive controller which can completely eliminate the homogeneous harmonic and the even harmonic, effectively restrain the fractional harmonic and improve the control precision.

Description

一种用于逆变器的离散重复控制方法A Discrete Repetitive Control Method for Inverters

技术领域technical field

本发明涉及一种用于逆变器的离散重复控制方法,该方法适于逆变电源,也适用于工业控制中的周期运行过程。The invention relates to a discrete repetitive control method for an inverter, which is suitable for an inverter power supply and also for a periodic operation process in industrial control.

背景技术Background technique

重复控制器是一种具有“周期学习”特性的控制技术。这种控制技术采用延迟时间为T的延迟环节的正反馈形式1/(1-e-Ts)来构造周期为T的周期信号内模,并将其嵌入稳定的闭环系统中,内模输出就会对输入信号逐周期累加形成控制作用,解决参考信号的周期跟踪或周期性干扰信号的抑制问题。目前已经广泛应用于电机伺服系统、电力电子逆变器、硬盘/光盘伺服系统及其它重复运行过程。The repetitive controller is a control technique with a "cycle learning" feature. This control technology uses the positive feedback form 1/(1-e- Ts ) of the delay link with delay time T to construct a periodic signal internal model with a period of T, and embed it into a stable closed-loop system, the internal model output is It will form a control effect on the cycle-by-cycle accumulation of the input signal, and solve the problem of periodic tracking of the reference signal or suppression of periodic interference signals. At present, it has been widely used in motor servo systems, power electronic inverters, hard disk/optical disk servo systems and other repetitive operation processes.

实际工程中采用计算机控制技术,控制系统多是以离散时间方式实现。离散重复控制器设计主要有两种途径:一种是通过对连续重复控制器离散化得到;另一种是直接针对离散时间系统进行控制器设计。取采样周期Ts,使得参考信号周期为采样周期的整数倍,记每个周期中的采样点个数为N,即T=NTs。这样,离散周期信号内模为1/(1-Z-N)。离散重复控制器频域设计采用这种离散内模。Computer control technology is used in practical engineering, and the control system is mostly realized in discrete time mode. There are two main ways to design discrete repetitive controllers: one is obtained by discretizing continuous repetitive controllers; the other is to design controllers directly for discrete time systems. The sampling period T s is taken so that the reference signal period is an integer multiple of the sampling period, and the number of sampling points in each period is denoted as N, that is, T=NT s . In this way, the internal modulus of the discrete periodic signal is 1/(1-Z- N ). The discrete repetitive controller frequency domain design uses this discrete internal model.

实际中采用周期参考信号下的逆变器控制技术,系统多是以离散方式实现,存在抖振问题,无法对周期干扰信号进行完全抑制。对于断续特性带来的抖振问题,常用的方法就是连续化处理方法,例如饱和函数,双曲正切函数以及单位向量连续化函数等代替符号函数,但这样处理会降低系统的收敛速度和鲁棒性。此外,在消除周期干扰的同时,进一步抑制非周期干扰或分数间谐波等信号,有效减小稳态误差界是亟待解决的难题。In practice, the inverter control technology under the periodic reference signal is used, and the system is mostly implemented in a discrete manner, which has the problem of chattering and cannot completely suppress the periodic interference signal. For the chattering problem caused by discontinuous characteristics, the commonly used method is continuous processing methods, such as saturation function, hyperbolic tangent function and unit vector continuous function instead of symbolic function, but such processing will reduce the convergence speed and robustness of the system. Awesome. In addition, while eliminating periodic interference, further suppressing signals such as aperiodic interference or fractional interharmonics, and effectively reducing the steady-state error bound is an urgent problem to be solved.

发明内容SUMMARY OF THE INVENTION

本发明提供了一种用于逆变器的离散重复控制方法。为了抑制逆变器齐次/偶次谐波和分数间谐波对系统性能的影响,提高跟踪控制精度,采用等效干扰二阶差分补偿技术,将其嵌入到新型双曲正切吸引律,据此设计出离散重复控制器,使得闭环系统具有双曲正切吸引律所刻画的特性,从而抑制逆变器齐次/偶次谐波和分数谐波。本发明具体给出绝对吸引层、稳态误差带以及跟踪误差首次进入稳态误差带所需的最多步数等3个指标的具体表达式,用于指导控制器参数整定。The present invention provides a discrete repetitive control method for an inverter. In order to suppress the influence of inverter homogeneous/even harmonics and fractional harmonics on system performance and improve the tracking control accuracy, the equivalent interference second-order differential compensation technology is used to embed it into the new hyperbolic tangent attraction law. The discrete repetitive controller is designed to make the closed-loop system have the characteristics described by the hyperbolic tangent attraction law, thereby suppressing the inverter homogeneous/even harmonics and fractional harmonics. The invention specifically provides the specific expressions of three indexes, such as the absolute attraction layer, the steady-state error band, and the maximum number of steps required for the tracking error to enter the steady-state error band for the first time, which is used to guide the parameter setting of the controller.

本发明解决上述技术问题采用的技术方案是:The technical scheme adopted by the present invention to solve the above-mentioned technical problems is:

一种用于逆变器的离散重复控制方法,为抑制逆变器的齐次/偶次谐波和分数间谐波,使得系统输出在有有限时间内逼近给定的参考信号,本发明构造下述离散新型双曲正切吸引律:A discrete repetitive control method for an inverter, in order to suppress the homogeneous/even harmonics and fractional inter-harmonics of the inverter, so that the system output can approach a given reference signal in a limited time, the present invention constructs The following discrete new hyperbolic tangent law of attraction:

Figure BDA0002170446390000021
Figure BDA0002170446390000021

其中,0<ρ<1,ε≥0,δ>0为用于调整吸引速度的参数;

Figure BDA0002170446390000022
ek+1,ek分为k+1,k时刻的跟踪误差,且ek=rk-yk;Among them, 0<ρ<1, ε≥0, δ>0 are the parameters used to adjust the suction speed;
Figure BDA0002170446390000022
e k+1 , e k is divided into k+1, the tracking error at time k, and e k =r k -y k ;

在吸引律(1)中,跟踪误差ek的动态行为如下:1)当

Figure BDA0002170446390000023
且ε>0时,跟踪误差将严格单调收敛,无抖振、无正负交替地收敛于
Figure BDA0002170446390000024
的邻域内;2)当
Figure BDA0002170446390000025
且ε>0时,跟踪误差将严格绝对收敛,正负交替的收敛于原点;3)当ek≠0且ε=0时,跟踪误差将严格单调收敛,无抖振、无正负交替的收敛于原点;4)当ek≠0且ε>0时,跟踪误差从任意初始值e0开始经过
Figure BDA00021704463900000210
步首次穿越原点;其中,
Figure BDA00021704463900000211
为不小于·的最小整数;In the law of attraction (1), the dynamic behavior of the tracking error ek is as follows: 1) When
Figure BDA0002170446390000023
And when ε > 0, the tracking error will converge strictly monotonically, with no chattering and no positive and negative alternation.
Figure BDA0002170446390000024
within the neighborhood of ; 2) when
Figure BDA0002170446390000025
And when ε>0, the tracking error will be strictly and absolutely convergent, and the positive and negative alternately will converge to the origin; 3) When e k ≠ 0 and ε=0, the tracking error will be strictly monotonic convergence, no chattering, no positive and negative alternating Convergence to the origin; 4) When e k ≠ 0 and ε > 0, the tracking error starts to pass from an arbitrary initial value e 0
Figure BDA00021704463900000210
step crosses the origin for the first time; where,
Figure BDA00021704463900000211
is the smallest integer not less than ·;

Figure BDA0002170446390000026
Figure BDA0002170446390000026

Figure BDA0002170446390000027
Figure BDA0002170446390000027

为了提高系统对齐次、偶次以及分数谐波干扰的抑制能力,采用等效干扰二阶差分补偿技术,将离散吸引律(1)修正为In order to improve the system's ability to suppress align-order, even-order and fractional harmonic interference, the second-order differential compensation technology of equivalent interference is used, and the discrete attraction law (1) is modified as

Figure BDA0002170446390000028
Figure BDA0002170446390000028

其中,dk+1=wk+1-wk+1-N表示k+1时刻等效干扰,可实现齐次谐波和偶次谐波的抑制;

Figure BDA0002170446390000029
用于补偿逆变器的间(分数次)谐波和其他非周期干扰;Among them, d k+1 =w k+1 -w k+1-N represents the equivalent interference at time k+1, which can realize the suppression of homogeneous harmonics and even harmonics;
Figure BDA0002170446390000029
For compensating inverter inter (fractional) harmonics and other aperiodic disturbances;

依据吸引律(4)设计离散重复控制器为According to the law of attraction (4), the discrete repetitive controller is designed as

Figure BDA0002170446390000031
Figure BDA0002170446390000031

其中,uk,uk-1,uk-N,uk-1-N分别为第k,k-1,k-N,k-1-N时刻的控制输入信号;yk,yk-1,yk-1-N,yk-N,yk+1-N分别为第k,k-1,k-1-N,k-N,k+1-N时刻的输出信号;rk+1为k+1时刻的给定参考信号;N为给定参考信号的周期;式(5)中的a1,a2,b1,b2为逆变器的系统参数,逆变器的数学模型如下:Among them, u k , u k-1 , u kN , u k-1-N are the control input signals at the kth, k-1, kN, k-1-N times respectively; y k , y k-1 , y k-1-N , y kN , y k+1-N are the output signals at the kth, k-1, k-1-N, kN, k+1-N times respectively; r k+1 is k+1 The given reference signal at the moment; N is the period of the given reference signal; a 1 , a 2 , b 1 , b 2 in the formula (5) are the system parameters of the inverter, and the mathematical model of the inverter is as follows:

yk+1+a1yk+a2yk-1=b1uk+b2uk-1+wk+1 (6)y k+1 +a 1 y k +a 2 y k-1 =b 1 u k +b 2 u k-1 +w k+1 (6)

其中,yk+1,yk,yk-1为逆变器k+1,k,k-1时刻的输出信号,uk,uk-1表示逆变器k,k-1时刻的控制输入信号,a1,a2,b1,b2为系统参数;wk+1为k+1时刻的系统干扰信号,包括齐次谐波、偶次谐波以及其他间谐波和参数摄动;Among them, y k+1 , y k , y k-1 are the output signals of the inverter k+1, k, k-1 time, u k , u k-1 represent the inverter k, k-1 time Control input signal, a 1 , a 2 , b 1 , b 2 are system parameters; w k+1 is the system interference signal at time k+1, including homogeneous harmonics, even harmonics and other interharmonics and parameters Perturbed;

将uk作为逆变器的控制输入信号,可量测获得逆变器系统输出信号yk,跟随参考信号rk变化,且系统跟踪误差的动态行为由式(4)表征;Taking u k as the control input signal of the inverter, the output signal y k of the inverter system can be measured and obtained, which changes with the reference signal r k , and the dynamic behavior of the system tracking error is represented by equation (4);

进一步,为表征吸引律的吸引过程,本发明给出绝对吸引层、稳态误差带以及跟踪误差首次进入稳态误差带所需最多步数这3个指标的具体表达式;这3个指标可用于指导控制器参数整定,其中绝对吸引层和稳态误差带的定义如下:Further, in order to characterize the attraction process of the law of attraction, the present invention provides the specific expressions of the absolute attraction layer, the steady-state error band, and the maximum number of steps required for the tracking error to enter the steady-state error band for the first time; these three indices can be used. It is used to guide the parameter tuning of the controller, where the absolute attraction layer and the steady-state error band are defined as follows:

1)绝对吸引层ΔAAL 1) Absolute attraction layer Δ AAL

|ek+1|<|ek|,当|ek|>ΔAAL (7)|e k+1 |<|e k |, when |e k |>Δ AAL (7)

2)稳态误差带ΔSSE 2) Steady state error band Δ SSE

|ek+1|≤ΔSSE,当|ek|≤ΔSSE (8)|e k+1 |≤Δ SSE , when |e k |≤Δ SSE (8)

这里,ΔAAL为绝对吸引层边界,ΔSSE为稳态误差带边界。Here, ΔAAL is the absolute attraction layer boundary, and ΔSSE is the steady-state error band boundary.

在离散重复控制器(5)作用下,且等效干扰二阶差分补偿误差满足Under the action of the discrete repetitive controller (5), and the equivalent disturbance second-order differential compensation error satisfies

Figure BDA0002170446390000032
Figure BDA0002170446390000032

时,各指标的表达式如下:, the expressions of each indicator are as follows:

1)绝对吸引层ΔAAL表示为:1) The absolute attraction layer ΔAAL is expressed as:

ΔAAL=max{ΔAAL1AAL2} (10)Δ AAL = max{Δ AAL1AAL2 } (10)

式中,ΔAAL1,ΔAAL2为正实数,且满足In the formula, Δ AAL1 and Δ AAL2 are positive real numbers and satisfy

Figure BDA0002170446390000041
Figure BDA0002170446390000041

其中,Δ为等效干扰补偿误差的上确界;Among them, Δ is the supremum of the equivalent interference compensation error;

2)稳态误差带ΔSSE表示为:2) The steady-state error band Δ SSE is expressed as:

ΔSSE=max{ΔSSE1SSE2,Δ}Δ SSE =max{Δ SSE1SSE2 ,Δ}

(12) (12)

式中,ΔSSE1,ΔSSE2为正实数,由下式确定In the formula, Δ SSE1 and Δ SSE2 are positive real numbers, which are determined by the following formula

Figure BDA0002170446390000042
Figure BDA0002170446390000042

式中,ξ为正实数,由下式确定In the formula, ξ is a positive real number, which is determined by the following formula

Figure BDA0002170446390000043
Figure BDA0002170446390000043

式中,sech(·)是双曲正割函数,

Figure BDA0002170446390000044
where sech( ) is the hyperbolic secant function,
Figure BDA0002170446390000044

3)收敛步数|k**|3) Convergence steps |k ** |

Figure BDA0002170446390000045
Figure BDA0002170446390000045

其中,e0为跟踪误差初始值,ei为第i时刻的跟踪误差;ψ满足Among them, e 0 is the initial value of the tracking error, e i is the tracking error at the ith moment; ψ satisfies

Figure BDA0002170446390000046
Figure BDA0002170446390000046

本发明的技术构思为:提出一种用于逆变器的离散重复控制器,是一种时域设计方法,它不同于普遍采用的频域方法。控制器的时域设计易于结合现有的干扰抑制手段。本发明将等效干扰二阶差分补偿项嵌入到吸引律中,在实现对齐次谐波、偶次谐波以及分数谐波干扰有效抑制的同时,使得系统跟踪误差的稳态误差界更小。The technical idea of the present invention is to propose a discrete repetitive controller for inverters, which is a time domain design method, which is different from the commonly used frequency domain method. The time-domain design of the controller is easy to incorporate with existing interference suppression methods. The invention embeds the second-order differential compensation term of equivalent interference into the law of attraction, and at the same time achieves effective suppression of the interference of aligned harmonics, even harmonics and fractional harmonics, and makes the steady-state error bound of the system tracking error smaller.

本发明的控制效果主要表现在:具有等效干扰二阶差补偿、齐次谐波和偶次谐波完全消除、分数谐波有效抑制、快速收敛性能和高跟踪精度。The control effects of the present invention are mainly manifested in: equivalent interference second-order difference compensation, complete elimination of homogeneous harmonics and even-order harmonics, effective suppression of fractional harmonics, fast convergence performance and high tracking accuracy.

附图说明Description of drawings

图1是基于吸引律方法的控制系统设计流程图。Fig. 1 is the control system design flow chart based on the law of attraction method.

图2是本发明所提出的吸引律、指数吸引律以及常规双曲正切吸引律的误差收敛速度比较图。FIG. 2 is a comparison diagram of the error convergence speed of the law of attraction proposed by the present invention, the law of exponential attraction and the conventional law of attraction of hyperbolic tangent.

图3是离散重复控制器方框图。Figure 3 is a block diagram of a discrete repetitive controller.

图4是离散重复控制系统的内模方框图。Figure 4 is an internal model block diagram of the discrete repetitive control system.

图5是本发明实施例中逆变器控制系统框图。FIG. 5 is a block diagram of an inverter control system in an embodiment of the present invention.

图6是在控制器(9)(只存在齐次/偶次谐波,且考虑干扰补偿项

Figure BDA0002170446390000051
作用下的给定参考信号、输出信号和跟踪误差信号;Fig. 6 is in the controller (9) (there are only homogeneous/even harmonics, and the interference compensation term is considered
Figure BDA0002170446390000051
The given reference signal, output signal and tracking error signal under the action;

图7是在控制器(9)(只存在齐次/偶次谐波,且考虑干扰补偿项

Figure BDA0002170446390000052
)作用下的给定参考信号、输出信号和跟踪误差信号;Fig. 7 is in the controller (9) (there are only homogeneous/even harmonics, and the interference compensation term is considered
Figure BDA0002170446390000052
) under the action of the given reference signal, output signal and tracking error signal;

图8是在控制器(9)(只存在齐次/偶次谐波,且考虑干扰补偿项

Figure BDA0002170446390000053
)作用下的给定参考信号、输出信号和跟踪误差信号;Fig. 8 is in the controller (9) (there are only homogeneous/even harmonics, and the interference compensation term is considered
Figure BDA0002170446390000053
) under the action of the given reference signal, output signal and tracking error signal;

图9是在控制器(9)(存在齐次/偶次/分数谐波,且考虑干扰补偿项

Figure BDA0002170446390000054
)作用下的给定参考信号、输出信号和跟踪误差信号;Fig. 9 is in the controller (9) (the existence of homogeneous/even/fractional harmonics, and considering the interference compensation term
Figure BDA0002170446390000054
) under the action of the given reference signal, output signal and tracking error signal;

图10是在控制器(9)(只存在齐次/偶次/分数谐波,且考虑干扰补偿项

Figure BDA0002170446390000055
)作用下的给定参考信号、输出信号和跟踪误差信号;Fig. 10 is in the controller (9) (there are only homogeneous/even/fractional harmonics, and the interference compensation term is considered
Figure BDA0002170446390000055
) under the action of the given reference signal, output signal and tracking error signal;

图11是在控制器(9)(只存在齐次/偶次/分数谐波,且考虑干扰补偿项

Figure BDA0002170446390000056
)作用下的给定参考信号、输出信号和跟踪误差信号;Fig. 11 is in the controller (9) (only homogeneous/even/fractional harmonics exist, and the disturbance compensation term is considered
Figure BDA0002170446390000056
) under the action of the given reference signal, output signal and tracking error signal;

具体实施方式Detailed ways

下面结合附图对本发明具体实施方式做进一步描述。The specific embodiments of the present invention will be further described below with reference to the accompanying drawings.

参照图1-11,一种用于逆变器的离散重复控制方法,控制系统设计流程图见图1,其所述的逆变器控制系统数学模型为:Referring to Figure 1-11, a discrete repetitive control method for an inverter, the control system design flowchart is shown in Figure 1, and the mathematical model of the inverter control system is:

yk+1+a1yk+a2yk-1=b1uk+b2uk-1+wk+1 (1)y k+1 +a 1 y k +a 2 y k-1 =b 1 u k +b 2 u k-1 +w k+1 (1)

其中,yk+1,yk,yk-1为逆变器k+1,k,k-1时刻的输出信号,uk,uk-1表示逆变器k,k-1时刻的控制输入信号,a1,a2,b1,b2为系统参数;wk+1为k+1时刻的系统干扰信号,包括齐次谐波、偶次谐波以及其他间(分数次)谐波和参数摄动;Among them, y k+1 , y k , y k-1 are the output signals of the inverter k+1, k, k-1 time, u k , u k-1 represent the inverter k, k-1 time Control input signal, a 1 , a 2 , b 1 , b 2 are system parameters; w k+1 is the system interference signal at time k+1, including homogeneous harmonics, even harmonics and other inter (fractional) Harmonics and parametric perturbations;

给定参考信号rk是周期为N的正弦信号,满足The given reference signal r k is a sinusoidal signal with a period of N, which satisfies

rk=Asin(2πk/N),rk=rk-N (2)r k =Asin(2πk/N), r k =r kN (2)

其中,rk,rk-N分别为k,k-N时刻的给定参考信号,A为给定参考信号rk的幅值;Among them, r k , r kN are the given reference signals at time k, kN respectively, and A is the amplitude of the given reference signal r k ;

本发明构造下述离散新型双曲正切吸引律:The present invention constructs the following discrete new hyperbolic tangent attraction law:

Figure BDA0002170446390000061
Figure BDA0002170446390000061

其中,0<ρ<1,ε≥0,δ>0为用于调整吸引速度的参数;

Figure BDA0002170446390000062
ek+1,ek分为k+1,k时刻的跟踪误差,且ek=rk-yk;图2为本发明所提出的吸引律(实线)、常规双曲正切吸引律
Figure BDA0002170446390000063
(点划线)和指数吸引律ek+1=(1-ρ)ek-εsgn(ek)(虚线)的比较图;由图2可知本发明所提出的吸引律在减少了系统颤振的同时,实现了更快速误差收敛;Among them, 0<ρ<1, ε≥0, δ>0 are the parameters used to adjust the suction speed;
Figure BDA0002170446390000062
e k+1 , e k is divided into k+1, the tracking error at time k, and e k =r k -y k ; Fig. 2 is the law of attraction (solid line) proposed by the present invention, the law of attraction of conventional hyperbolic tangent
Figure BDA0002170446390000063
(dotted line) and exponential attraction law e k+1 =(1-ρ)e k -εsgn(e k ) (dotted line) comparison diagram; it can be seen from FIG. 2 that the attraction law proposed by the present invention reduces the system vibration At the same time of vibration, faster error convergence is achieved;

在吸引律(1)中,跟踪误差ek的动态行为如下:1)当

Figure BDA0002170446390000064
且ε>0时,跟踪误差将严格单调收敛,无抖振、无正负交替地收敛于
Figure BDA0002170446390000065
的邻域内;2)当
Figure BDA0002170446390000066
且ε>0时,跟踪误差将严格绝对收敛,正负交替地收敛于原点地邻域内;3)当ek≠0且ε=0时,跟踪误差将严格单调收敛,无抖振、无正负交替地收敛于原点;4)当ek≠0且ε>0时,跟踪误差从任意初始值e0开始经过
Figure BDA00021704463900000610
步首次穿越原点;其中,
Figure BDA00021704463900000611
为不小于·的最小整数;In the law of attraction (1), the dynamic behavior of the tracking error ek is as follows: 1) When
Figure BDA0002170446390000064
And when ε > 0, the tracking error will converge strictly monotonically, with no chattering and no positive and negative alternation.
Figure BDA0002170446390000065
within the neighborhood of ; 2) when
Figure BDA0002170446390000066
And when ε>0, the tracking error will converge strictly and absolutely, and the positive and negative will converge in the neighborhood of the origin alternately; 3) When e k ≠ 0 and ε=0, the tracking error will converge strictly monotonically, no chattering, no positive Negative alternately converge to the origin; 4) When e k ≠ 0 and ε > 0, the tracking error starts to pass from an arbitrary initial value e 0
Figure BDA00021704463900000610
step crosses the origin for the first time; where,
Figure BDA00021704463900000611
is the smallest integer not less than ·;

Figure BDA0002170446390000067
Figure BDA0002170446390000067

Figure BDA0002170446390000068
Figure BDA0002170446390000068

为了提高系统对齐次、偶次以及分数谐波干扰的抑制能力,可将离散吸引律(3)修正为In order to improve the suppression ability of the system for align-order, even-order and fractional harmonic interference, the discrete attraction law (3) can be modified as

Figure BDA0002170446390000069
Figure BDA0002170446390000069

其中,dk+1=wk+1-wk+1-N表示k+1时刻等效干扰,可实现齐次谐波和偶次谐波的抑制;

Figure BDA0002170446390000075
用于补偿逆变器的间(分数次)谐波和其他非周期干扰;Among them, d k+1 =w k+1 -w k+1-N represents the equivalent interference at time k+1, which can realize the suppression of homogeneous harmonics and even harmonics;
Figure BDA0002170446390000075
For compensating inverter inter (fractional) harmonics and other aperiodic disturbances;

由跟踪误差ek=rk-yk和系统(1)知,According to the tracking error e k =r k -y k and the system (1),

Figure BDA0002170446390000071
Figure BDA0002170446390000071

将dk+1=wk+1-wk+1-N表达为Express d k+1 =w k+1 -w k+1-N as

Figure BDA0002170446390000072
Figure BDA0002170446390000072

将式(8)代入式(6),则离散重复控制器的表达式(见图3)为Substituting Equation (8) into Equation (6), the expression of the discrete repetitive controller (see Figure 3) is

Figure BDA0002170446390000073
Figure BDA0002170446390000073

如图4所示,重复控制器(9)也可以表达成As shown in Figure 4, the repetition controller (9) can also be expressed as

uk=uk-N+vk (10)u k = u kN +v k (10)

其中,in,

Figure BDA0002170446390000074
Figure BDA0002170446390000074

将uk作为逆变器的控制输入信号,可量测获得逆变器系统输出信号yk,跟随参考信号rk变化,且系统跟踪误差的动态行为由式(6)表征;Taking u k as the control input signal of the inverter, the output signal y k of the inverter system can be measured and obtained, which changes with the reference signal r k , and the dynamic behavior of the system tracking error is represented by equation (6);

进一步,为表征吸引律的吸引过程,本发明给出绝对吸引层、稳态误差带以及跟踪误差首次进入稳态误差带所需最多步数这3个指标的具体表达式;这3个指标可用于指导控制器参数整定,其中绝对吸引层和稳态误差带的定义如下:Further, in order to characterize the attraction process of the law of attraction, the present invention provides the specific expressions of the absolute attraction layer, the steady-state error band, and the maximum number of steps required for the tracking error to enter the steady-state error band for the first time; these three indices can be used. It is used to guide the parameter tuning of the controller, where the absolute attraction layer and the steady-state error band are defined as follows:

1)绝对吸引层ΔAAL 1) Absolute attraction layer Δ AAL

|ek+1|<|ek|,当|ek|>ΔAAL (12)|e k+1 |<|e k |, when |e k |>Δ AAL (12)

2)稳态误差带ΔSSE 2) Steady state error band Δ SSE

|ek+1|≤ΔSSE,当|ek|≤ΔSSE (13)|e k+1 |≤Δ SSE , when |e k |≤Δ SSE (13)

这里,ΔAAL为绝对吸引层边界,ΔSSE为稳态误差带边界。Here, ΔAAL is the absolute attraction layer boundary, and ΔSSE is the steady-state error band boundary.

在离散重复控制器(9)作用下,且等效干扰二阶差分补偿误差满足Under the action of the discrete repetitive controller (9), and the equivalent disturbance second-order differential compensation error satisfies

Figure BDA0002170446390000081
Figure BDA0002170446390000081

时,各指标的表达式如下:, the expressions of each indicator are as follows:

1)绝对吸引层ΔAAL表示为:1) The absolute attraction layer ΔAAL is expressed as:

ΔAAL=max{ΔAAL1AAL2} (15)Δ AAL = max{Δ AAL1AAL2 } (15)

式中,ΔAAL1,ΔAAL2为正实数,且满足In the formula, Δ AAL1 and Δ AAL2 are positive real numbers and satisfy

Figure BDA0002170446390000082
Figure BDA0002170446390000082

其中,Δ为等效干扰二阶差分补偿误差的上确界;Among them, Δ is the supremum of the second-order differential compensation error of equivalent interference;

2)稳态误差带ΔSSE表示为:2) The steady-state error band Δ SSE is expressed as:

ΔSSE=max{ΔSSE1SSE2,Δ}Δ SSE =max{Δ SSE1SSE2 ,Δ}

(17) (17)

式中,ΔSSE1,ΔSSE2为正实数,由下式确定In the formula, Δ SSE1 and Δ SSE2 are positive real numbers, which are determined by the following formula

Figure BDA0002170446390000083
Figure BDA0002170446390000083

式中,ξ为正实数,由下式确定In the formula, ξ is a positive real number, which is determined by the following formula

Figure BDA0002170446390000084
Figure BDA0002170446390000084

式中,sech(·)是双曲正割函数,

Figure BDA0002170446390000085
where sech( ) is the hyperbolic secant function,
Figure BDA0002170446390000085

3)收敛步数|k**|3) Convergence steps |k ** |

Figure BDA0002170446390000086
Figure BDA0002170446390000086

其中,e0为跟踪误差初始值,ei为第i时刻的跟踪误差;ψ满足Among them, e 0 is the initial value of the tracking error, e i is the tracking error at the ith moment; ψ satisfies

Figure BDA0002170446390000091
Figure BDA0002170446390000091

再进一步,离散重复控制器设计完成后,需要整定其中的控制器参数。可调参数ρ,ε,δ的整定可根据表征吸引律吸引过程的3个指标进行。Further, after the discrete repetitive controller design is completed, the controller parameters need to be tuned. Adjustable parameters ρ, ε, δ can be adjusted according to the three indicators that characterize the attraction process of the law of attraction.

对于上述重复控制器设计做以下说明:The following descriptions are made for the above repetitive controller design:

1)本发明所提出的吸引律采用双曲正切函数设计新型的吸引律;与指数吸引律和常规双曲正切吸引律相比较,本发明所提出的吸引律在收敛速度和减少系统抖振方面有显著的优势(见图2);1) The law of attraction proposed by the present invention adopts the hyperbolic tangent function to design a new law of attraction; compared with the law of attraction of the exponential and the conventional law of attraction of the hyperbolic tangent, the law of attraction proposed by the present invention is in terms of convergence speed and reduction of system chattering. There are significant advantages (see Figure 2);

2)在吸引律中引入dk+1反映了对于已知周期的周期干扰信号的抑制措施,比如逆变器中的齐次和偶次谐波干扰;

Figure BDA0002170446390000092
为dk+1的补偿值,用于补偿分数谐波和其他非周期干扰。干扰补偿方法常用的有两种:(1)一种简单的补偿值确定方法是一步延迟方法,即
Figure BDA0002170446390000093
(2)一种dk+1界已知时的补偿值确定方法。设等效干扰dk+1的上、下界分别为du、dl,则dk+1满足不等式dl≤dk+1≤du;记
Figure BDA0002170446390000094
Figure BDA0002170446390000095
可取
Figure BDA0002170446390000096
2) The introduction of d k+1 into the law of attraction reflects the suppression measures for periodic interference signals with known periods, such as homogeneous and even harmonic interference in inverters;
Figure BDA0002170446390000092
is the compensation value of d k+1 , which is used to compensate fractional harmonics and other aperiodic disturbances. There are two commonly used interference compensation methods: (1) A simple compensation value determination method is a one-step delay method, namely
Figure BDA0002170446390000093
(2) A compensation value determination method when the d k+1 bound is known. Let the upper and lower bounds of the equivalent disturbance d k+1 be d u and d l respectively, then d k+1 satisfies the inequality d l ≤d k+1 ≤d u ;
Figure BDA0002170446390000094
but
Figure BDA0002170446390000095
desirable
Figure BDA0002170446390000096

本发明采用等效干扰二阶差分补偿技术,用

Figure BDA0002170446390000097
用于补偿逆变器的间(分数次)谐波和其他非周期干扰,可得使得使得系统跟踪误差的稳态误差界达到dk+1-2dk+dk-1=O(T3),获得更小稳态误差界。The invention adopts the equivalent interference second-order differential compensation technology, and uses
Figure BDA0002170446390000097
For compensating the inverter's inter (fractional) harmonics and other aperiodic disturbances, it can be obtained that the steady-state error bound of the system tracking error reaches d k+1 -2d k +d k-1 =O(T 3 ) to obtain a smaller steady-state error bound.

3)式(9)中,yk-1,yk+1-N,yk,yk-N,yk-N-1均可通过量测得到;uk-N,uk,uk-1,uk-1-N,为控制信号的存储值,可从内存中读取。3) In formula (9), y k-1 , y k+1-N , y k , y kN , y kN-1 can be obtained by measurement; u kN , u k , u k-1 , u k -1-N , which is the stored value of the control signal, which can be read from memory.

4)本发明给出的吸引律方法也适用于常值参考信号下的反馈控制。等效干扰为dk+1=wk+1-wk;其控制器如下:4) The law of attraction method given in the present invention is also suitable for feedback control under the constant value reference signal. The equivalent disturbance is d k+1 =w k+1 -w k ; its controller is as follows:

Figure BDA0002170446390000098
Figure BDA0002170446390000098

实施例Example

针对逆变器输出波形进行闭环控制。如图5所示,采用的逆变器系统由给定正弦信号部分,重复控制器,PWM调制部分,逆变器主控电路以及采样电路构成。其中给定正弦信号、重复控制器以及PWM调制模块均由DSP控制板实现,其余部分均由逆变器硬件电路实现。整个逆变器控制系统由DSP给定需要输出的期望信号,经过PWM调制后驱动逆变器的功率开关管的高低脉冲信号,实现导通和关断。逆变器输出信号经过LC滤波器还原成正弦信号,由电压传感器和和电流传感器来采样所需的电压和电流等信号数据返回到DSP,然后经过重复控制器作用后修正输入信号,实现逆变器波形跟踪控制,降低逆变器输出波形的THD值。Closed-loop control of the inverter output waveform. As shown in Figure 5, the adopted inverter system consists of a given sinusoidal signal part, a repetitive controller, a PWM modulation part, an inverter main control circuit and a sampling circuit. The given sinusoidal signal, repetitive controller and PWM modulation module are all realized by the DSP control board, and the rest are realized by the inverter hardware circuit. The entire inverter control system is given the desired output signal by the DSP, and after PWM modulation, the high and low pulse signals of the power switch tube of the inverter are driven to realize on and off. The output signal of the inverter is restored to a sinusoidal signal through the LC filter, and the required voltage and current signal data are sampled by the voltage sensor and the current sensor and returned to the DSP, and then the input signal is corrected after repeating the action of the controller to realize the inverter. The inverter waveform tracking control reduces the THD value of the inverter output waveform.

下面给出逆变器离散重复控制器的设计过程。The design process of the inverter discrete repetitive controller is given below.

首先建立系统数学模型。将逆变器的主控电路、LC滤波电路以及采样电路作为对象进行建模,得到如下二阶差分方程模型Firstly, the mathematical model of the system is established. The main control circuit, LC filter circuit and sampling circuit of the inverter are modeled as objects, and the following second-order differential equation model is obtained

yk+1+a1yk+a2yk-1=b1uk+b2uk-1+wk+1 (23)y k+1 +a 1 y k +a 2 y k-1 =b 1 u k +b 2 u k-1 +w k+1 (23)

其中,yk+1,yk,yk-1分别表示k+1,k,k-1时刻的逆变器输出电压,uk,uk-1表示k和k-1时刻逆变器的控制量,wk+1为逆变器系统的不确定特性,由外部干扰以及未建模特性等所组成。模型中的系统参数a1,a2,b1,b2通过机理建模所获得,其具体取值如下:Among them, y k+1 , y k , y k-1 represent the inverter output voltages at times k+1, k, k-1, respectively, and u k , u k-1 represent the inverters at times k and k-1 The control quantity of , w k+1 is the uncertain characteristic of the inverter system, which is composed of external disturbances and unmodeled characteristics. The system parameters a 1 , a 2 , b 1 , and b 2 in the model are obtained through mechanism modeling, and their specific values are as follows:

a1=-0.5775,a2=0.2804,b1=0.4102,b2=0.2589 (24)a 1 =-0.5775,a 2 =0.2804,b 1 =0.4102,b 2 =0.2589 (24)

实施例中,逆变器的给定参考信号rk+1=220sin(2πfkTs),单位为V,信号频率为50Hz,采样周期为Ts=0.0001s,参考信号周期为0.02s。逆变器系统的扰动信号为In the embodiment, the inverter's given reference signal r k+1 =220sin( 2πfkTs ), the unit is V, the signal frequency is 50Hz, the sampling period is Ts =0.0001s, and the reference signal period is 0.02s. The disturbance signal of the inverter system is

Figure BDA0002170446390000101
Figure BDA0002170446390000101

其中,第一项用于模拟逆变器齐次谐波干扰信号,第二项用于模拟逆变器偶次谐波干扰信号,第三项用于模拟逆变器间(分数次)谐波干扰信号,第四项为随机扰动信号。Among them, the first term is used to simulate the homogeneous harmonic interference signal of the inverter, the second term is used to simulate the even harmonic interference signal of the inverter, and the third term is used to simulate the inter-inverter (fractional) harmonics The interference signal, the fourth term is the random disturbance signal.

取上述系统参数进行数值仿真,用于检验离散重复控制器在逆变器系统上的实施结果。Numerical simulation is carried out with the above system parameters to verify the implementation results of discrete repetitive controller on the inverter system.

1)采用控制器(9)且考虑干扰补偿项

Figure BDA0002170446390000102
仿真时,逆变器系统干扰只考虑齐次谐波和偶次谐波干扰,则h1=10,h2=5,h3=0,h4=0;控制器参数选取为ρ=0.5,ε=0.2,δ=0.5,仿真结果见图6。1) Using the controller (9) and considering the interference compensation term
Figure BDA0002170446390000102
During the simulation, the inverter system interference only considers the homogeneous harmonic and even harmonic interference, then h 1 =10,h 2 =5,h 3 =0,h 4 =0; the controller parameters are selected as ρ=0.5 , ε = 0.2, δ = 0.5, the simulation results are shown in Figure 6.

2)采用控制器(9)且考虑干扰补偿项

Figure BDA0002170446390000103
仿真时,逆变器系统干扰只考虑齐次谐波和偶次谐波干扰,则h1=10,h2=5,h3=0,h4=0;控制器参数选取为ρ=0.5,ε=0.2,δ=0.5,仿真结果见图7。2) Adopt the controller (9) and consider the interference compensation term
Figure BDA0002170446390000103
During the simulation, the inverter system interference only considers the homogeneous harmonic and even harmonic interference, then h 1 =10,h 2 =5,h 3 =0,h 4 =0; the controller parameters are selected as ρ=0.5 , ε=0.2, δ=0.5, the simulation results are shown in Figure 7.

3)采用控制器(9)且考虑干扰补偿项

Figure BDA0002170446390000104
仿真时,逆变器系统干扰只考虑齐次谐波和偶次谐波干扰,则h1=10,h2=5,h3=0,h4=0;控制器参数选取为ρ=0.5,ε=0.2,δ=0.5,仿真结果见图8。3) Using the controller (9) and considering the interference compensation term
Figure BDA0002170446390000104
During the simulation, the inverter system interference only considers the homogeneous harmonic and even harmonic interference, then h 1 =10,h 2 =5,h 3 =0,h 4 =0; the controller parameters are selected as ρ=0.5 , ε=0.2, δ=0.5, and the simulation results are shown in Figure 8.

4)采用控制器(9)且考虑干扰补偿项

Figure BDA0002170446390000105
仿真时,逆变器系统干扰考虑齐次谐波、偶次谐波干扰、分数谐波干扰以及随机干扰,则h1=10,h2=5,h3=2,h4=0.05,可获得Δ=2.6341;控制器参数选取为ρ=0.5,ε=0.2,δ=0.5,可得ΔAAL=ΔSSE=3.6483;仿真结果见图9。4) Using the controller (9) and considering the interference compensation term
Figure BDA0002170446390000105
During simulation, the inverter system interference considers homogeneous harmonics, even-order harmonics, fractional harmonics and random interference, then h 1 =10, h 2 =5, h 3 =2,h 4 =0.05, which can be Obtain Δ = 2.6341; the controller parameters are selected as ρ = 0.5, ε = 0.2, δ = 0.5, Δ AAL = Δ SSE = 3.6483; the simulation results are shown in Figure 9.

5)采用控制器(9)且考虑干扰补偿项

Figure BDA0002170446390000111
仿真时,逆变器系统干扰考虑齐次谐波、偶次谐波干扰、分数谐波干扰以及随机干扰,则h1=10,h2=5,h3=2,h4=0.05,可获得Δ=0.762;控制器参数选取为ρ=0.5,ε=0.2,δ=0.5,可得ΔAAL=ΔSSE=0.7929;仿真结果见图10。5) Adopt the controller (9) and consider the interference compensation term
Figure BDA0002170446390000111
During simulation, the inverter system interference considers homogeneous harmonics, even-order harmonics, fractional harmonics and random interference, then h 1 =10, h 2 =5, h 3 =2,h 4 =0.05, which can be Δ=0.762 is obtained; the controller parameters are selected as ρ=0.5, ε=0.2, δ=0.5, and ΔAAL = ΔSSE =0.7929 can be obtained; the simulation results are shown in Figure 10.

6)采用控制器(9)且考虑干扰补偿项

Figure BDA0002170446390000112
仿真时,逆变器系统干扰考虑齐次谐波、偶次谐波干扰、分数谐波干扰以及随机干扰,则h1=10,h2=5,h3=2,h4=0.05,可获得Δ=0.2989;控制器参数选取为ρ=0.5,ε=0.2,δ=0.5,可得ΔAAL=0.331,ΔSSE=0.3327;仿真结果见图11。6) Adopt the controller (9) and consider the interference compensation term
Figure BDA0002170446390000112
During simulation, the inverter system interference considers homogeneous harmonics, even-order harmonics, fractional harmonics and random interference, then h 1 =10, h 2 =5, h 3 =2,h 4 =0.05, which can be Δ=0.2989 is obtained; the controller parameters are selected as ρ=0.5, ε=0.2, δ=0.5, ΔAAL =0.331, ΔSSE =0.3327; the simulation results are shown in Figure 11.

上述数值仿真结果验证了本发明专利给出的离散重复控制器在0.02s起作用,从图6-8所示,重复控制可以很好的消除周期干扰(齐次谐波和偶次谐波干扰)。从图9-11所示,采用等效干扰二阶差分补偿技术的重复控制器在抑制分数谐波信号上有更大的优势,稳态误差界更小。The above numerical simulation results verify that the discrete repetitive controller given by the patent of the present invention works in 0.02s. As shown in Figure 6-8, the repetitive control can well eliminate periodic interference (homogeneous harmonic and even harmonic interference). ). As shown in Figure 9-11, the repetitive controller using the equivalent interference second-order differential compensation technology has a greater advantage in suppressing fractional harmonic signals, and the steady-state error bound is smaller.

Claims (2)

1. A discrete repetitive control method for an inverter, characterized by:
1) constructing a discrete hyperbolic tangent attraction law:
Figure FDA0003421619460000011
wherein rho is more than 0 and less than 1, epsilon is more than or equal to 0, and delta is more than 0 and is a parameter for adjusting the suction speed;
Figure FDA0003421619460000012
ek+1,ektracking divided into k +1, k momentsError, and ek=rk-yk
In the attraction law (1), tracking error ekThe dynamic behavior of (c) is as follows: 1) when in use
Figure FDA0003421619460000013
When epsilon is more than 0, the tracking error will be strictly and monotonously converged, and no buffeting and no positive and negative alternation are converged at
Figure FDA0003421619460000014
Within a neighborhood of (c); 2) when in use
Figure FDA0003421619460000015
When epsilon is more than 0, the tracking error is strictly and absolutely converged, and the positive and negative alternate convergence is at the origin; 3) when e iskWhen not equal to 0 and epsilon is 0, the tracking error is strictly and monotonously converged, and the tracking error is converged to the origin without buffeting and positive and negative alternation; 4) when e iskNot equal to 0 and epsilon > 0, the tracking error is from an arbitrary initial value e0Begin to pass through
Figure FDA0003421619460000016
The step passes through the origin for the first time; wherein,
Figure FDA0003421619460000017
is the smallest integer not less than;
Figure FDA0003421619460000018
Figure FDA0003421619460000019
2) in order to improve the inhibiting capability of the system on the even order, the even order and the fractional harmonic interference, an equivalent interference second order difference compensation technology is adopted to modify the discrete attraction law (1) into a discrete attraction law
Figure FDA00034216194600000110
Wherein d isk+1=wk+1-wk+1-NThe equivalent interference at the k +1 moment is expressed, and the suppression of the homogeneous harmonic and the even harmonic can be realized;
Figure FDA00034216194600000111
for compensating inter-fractional sub-harmonics and other non-periodic disturbances of the inverter;
3) the discrete repetitive controller is designed according to the attraction law (4)
Figure FDA0003421619460000021
Wherein u isk,uk-1,uk-N,uk-1-NRespectively are control input signals at the k, k-1, k-N, k-1-N moments; y isk,yk-1,yk-1-N,yk-N,yk+1-NRespectively are output signals at the k, k-1, k-1-N, k-N, k +1-N moments; r isk+1A given reference signal at time k + 1; n is the period of a given reference signal; a in formula (5)1,a2,b1,b2For the system parameters of the inverter, the mathematical model of the inverter is as follows:
yk+1+a1yk+a2yk-1=b1uk+b2uk-1+wk+1 (6)
wherein, yk+1,yk,yk-1Is the output signal at the moment k +1, k, k-1 of the inverter, uk,uk-1Control input signal representing the time of inverter k, k-1, a1,a2,b1,b2Is a system parameter; w is ak+1System interference signals at the moment k +1 comprise homogeneous harmonics, even harmonics and other inter-harmonics and parameter perturbations;
4) will ukAs control input signal for inverterAnd the output signal y of the inverter system can be measured and obtainedkFollows the reference signal rkThe dynamic behavior of the system tracking error is characterized by equation (4);
5) and a repetitive controller (5) is adopted, the attraction process of the tracking error of the system is represented by an absolute attraction layer, a steady-state error band and at most 3 indexes of the steps required by the tracking error entering the steady-state error band for the first time, and the 3 indexes can be used for guiding the parameter setting of the controller.
2. A discrete repetitive control method for an inverter as set forth in claim 1, characterized in that: under the action of the repetitive controller (5), the equivalent interference second order differential compensation error meets the requirement
Figure FDA0003421619460000022
The expression of the 3 indices is as follows:
1) absolute attraction layer ΔAALExpressed as:
ΔAAL=max{ΔAAL1AAL2} (8)
in the formula,. DELTA.AAL1,ΔAAL2Is positive and real, and satisfies
Figure FDA0003421619460000023
Wherein, delta is the supremum of the equivalent interference second order difference compensation error;
2) steady state error band ΔSSEExpressed as:
ΔSSE=max{ΔSSE1SSE2,Δ} (10)
in the formula,. DELTA.SSE1,ΔSSE2Is positive and real, is determined by
Figure FDA0003421619460000031
Where ξ is a positive real number and is determined by the following equation
Figure FDA0003421619460000032
Where sech (-) is a hyperbolic secant function,
Figure FDA0003421619460000033
3) convergence step number | k**|
Figure FDA0003421619460000034
Wherein e is0As initial value of tracking error, eiTracking error at the ith moment; psi satisfies
Figure FDA0003421619460000035
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