CN205453567U - Six phase brushless DC motor for water pump and neural network speed control system thereof - Google Patents

Six phase brushless DC motor for water pump and neural network speed control system thereof Download PDF

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CN205453567U
CN205453567U CN201620273790.5U CN201620273790U CN205453567U CN 205453567 U CN205453567 U CN 205453567U CN 201620273790 U CN201620273790 U CN 201620273790U CN 205453567 U CN205453567 U CN 205453567U
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motor
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龙驹
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Xihua University
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Abstract

The utility model discloses a six phase brushless DC motor's neural network speed control system for the water pump, including reference current module, electric current hysteresis loop control module, executable module, load torque measured module, motor main part module and be used for carrying out the NARMA that controls to the rotational speed the L2 controller, NARMA the L2 controller includes preset rotational speed input, the actual measurement rotational speed input that links to each other with the actual measurement rotational speed output of motor main part module and the load torque input that links to each other with load torque measured module, NARMA L2 control module's output links to each other with the input of reference current module. The utility model discloses a NARMA the L2 controller controls the rotational speed, and its control mode is non -linear control mode, and has stronger self -learning ability, can solve current strong, the high -order nature scheduling problem of six phase brushless DC motor's the degree of coupling that speed control system has for the water pump, and control performance is high. The utility model also discloses a six phase brushless DC motor for the water pump of including above -mentioned neural network speed control system.

Description

一种水泵用六相无刷直流电机及其神经网络调速系统A six-phase brushless DC motor for water pumps and its neural network speed regulation system

技术领域 technical field

本实用新型涉及电机转速控制技术领域,特别是涉及一种水泵用六相无刷直流电机及其神经网络调速系统。 The utility model relates to the technical field of motor speed control, in particular to a six-phase brushless DC motor for a water pump and a neural network speed regulating system thereof.

背景技术 Background technique

随着生产技术的迅速发展,水泵用六相无刷直流电机越来越多地应用到生产生活中来,如今由于工业生产需求的不断提升,人们对水泵用六相无刷直流电机的调速系统提出了更高的要求。 With the rapid development of production technology, six-phase brushless DC motors for water pumps are more and more used in production and life. The system puts forward higher requirements.

目前,水泵用六相无刷直流电机的采用的是普通PI控制器来对转速进行控制,具有结构简单、易于实现等优点。但是,由于普通PI控制是一种线性控制,无法很好地解决水泵用六相无刷直流电机的调速系统所具有的非线性、耦合度强、高阶性等问题,控制性能低。 At present, the six-phase brushless DC motor for water pumps uses a common PI controller to control the speed, which has the advantages of simple structure and easy implementation. However, since the ordinary PI control is a kind of linear control, it cannot well solve the problems of non-linearity, strong coupling and high-order characteristics of the speed control system of the six-phase brushless DC motor used in water pumps, and the control performance is low.

因此,如何提供一种控制性能高的水泵用六相无刷直流电机及其神经网络调速系统是本领域技术人员目前需要解决的问题。 Therefore, how to provide a six-phase brushless DC motor for water pumps with high control performance and its neural network speed regulation system is a problem that those skilled in the art need to solve at present.

实用新型内容 Utility model content

本实用新型的目的是提供一种水泵用六相无刷直流电机及其神经网络调速系统,采用非线性控制方式,且能够解决现有的水泵用六相无刷直流电机的调速系统所具有耦合度强、高阶性等问题,控制性能高。 The purpose of this utility model is to provide a six-phase brushless DC motor for water pumps and its neural network speed regulation system, which adopts a nonlinear control mode and can solve the problem of the existing six-phase brushless DC motor speed regulation system for water pumps. It has problems such as strong coupling and high-order, and high control performance.

为解决上述技术问题,本实用新型提供了一种水泵用六相无刷直流电机的神经网络调速系统,包括参考电流模块、电流滞环控制模块、执行模块、负载转矩测量模块、电机主体模块以及用于对转速进行控制的NARMA-L2控制器;其中; In order to solve the above technical problems, the utility model provides a neural network speed control system for six-phase brushless DC motors for water pumps, including a reference current module, a current hysteresis control module, an execution module, a load torque measurement module, and a motor body module and a NARMA-L2 controller for controlling the speed; wherein;

所述NARMA-L2控制器包括给定转速输入端、与所述电机主体模块的实测转速输出端相连的实测转速输入端以及与所述负载转矩测量模块相连的负载转矩输入端;所述NARMA-L2控制模块的输出端与所述参考电流模块的输入端相连; The NARMA-L2 controller includes a given speed input end, a measured speed input end connected to the measured speed output end of the motor body module, and a load torque input end connected to the load torque measurement module; the The output end of the NARMA-L2 control module is connected with the input end of the reference current module;

所述参考电流模块的输出端与所述电流滞环控制模块的参考电流输入端相连,所述电流滞环控制模块的实测电流输入端与所述电机主体模块的实测电流输出端相连,所述电流滞环控制模块的输出端与所述执行模块的输入端相连; The output terminal of the reference current module is connected to the reference current input terminal of the current hysteresis control module, the measured current input terminal of the current hysteresis control module is connected to the measured current output terminal of the motor main module, and the The output end of the current hysteresis control module is connected to the input end of the execution module;

所述执行模块的输出端与所述电机主体模块的输入端相连。 The output end of the execution module is connected with the input end of the motor main body module.

优选地,所述执行模块为逆变器模块。 Preferably, the executive module is an inverter module.

为解决上述技术问题,本实用新型还提供了一种水泵用六相无刷直流电机,包括如以上任一项所述的神经网络调速系统。 In order to solve the above-mentioned technical problems, the utility model also provides a six-phase brushless DC motor for water pumps, including the neural network speed regulation system described in any one of the above items.

本实用新型提供了一种水泵用六相无刷直流电机及其神经网络调速系统,采用NARMA-L2控制器来对转速进行控制,该控制器的控制方式属于神经网络控制,为非线性控制方式,且具有较强的自学习能力,能够解决现有的水泵用六相无刷直流电机的调速系统所具有耦合度强、高阶性等问题,控制性能高。 The utility model provides a six-phase brushless DC motor for a water pump and its neural network speed regulation system. The NARMA-L2 controller is used to control the rotational speed. The control mode of the controller belongs to the neural network control and is nonlinear control. It has a strong self-learning ability, can solve the problems of strong coupling and high-order characteristics of the existing six-phase brushless DC motor speed control system for water pumps, and has high control performance.

附图说明 Description of drawings

为了更清楚地说明本实用新型实施例中的技术方案,下面将对现有技术和实施例中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本实用新型的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。 In order to more clearly illustrate the technical solutions in the embodiments of the present invention, the accompanying drawings that need to be used in the prior art and the embodiments will be briefly introduced below. Obviously, the accompanying drawings in the following description are only the present invention. For some embodiments of the present invention, those of ordinary skill in the art can also obtain other drawings based on these drawings on the premise of not paying creative efforts.

图1为本实用新型提供的一种水泵用六相无刷直流电机的神经网络调速系统的结构示意图; Fig. 1 is the structural representation of the neural network speed regulation system of a kind of water pump with six-phase brushless DC motor that the utility model provides;

图2为为本实用新型提供的一种水泵用六相无刷直流电机的神经网络调速系统的仿真模型示意图; Fig. 2 is the simulation model schematic diagram of the neural network speed regulation system of a kind of water pump with six-phase brushless DC motor that the utility model provides;

其中,图2中: Among them, in Figure 2:

n-ref—给定转速、n—实测转速、TL—负载转矩、NARMA-L2—NARMA-L2控制器、ReferenceCurrent—参考电流模块,IGBTinverter—逆变器模块、dianjizhuti—电机主体模块。 n-ref—given speed, n—measured speed, TL—load torque, NARMA-L2—NARMA-L2 controller, ReferenceCurrent—reference current module, IGBTinverter—inverter module, dianjizhuti—motor main module.

具体实施方式 detailed description

本实用新型的核心是提供一种水泵用六相无刷直流电机及其神经网络调速系统,采用非线性控制方式,且能够解决现有的水泵用六相无刷直流电机的调速系统所具有耦合度强、高阶性等问题,控制性能高。 The core of the utility model is to provide a six-phase brushless DC motor for water pumps and its neural network speed regulation system, which adopts a nonlinear control mode and can solve the problems of the existing six-phase brushless DC motor speed regulation system for water pumps. It has problems such as strong coupling and high-order, and high control performance.

为使本实用新型实施例的目的、技术方案和优点更加清楚,下面将结合本实用新型实施例中的附图,对本实用新型实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例是本实用新型一部分实施例,而不是全部的实施例。基于本实用新型中的实施例,本领域普通技术人员在没有做出创造性劳动前提下所获得的所有其他实施例,都属于本实用新型保护的范围。 In order to make the purpose, technical solutions and advantages of the embodiments of the utility model more clear, the technical solutions in the embodiments of the utility model will be clearly and completely described below in conjunction with the accompanying drawings in the embodiments of the utility model. Obviously, the described The embodiments are some embodiments of the present utility model, but not all embodiments. Based on the embodiments of the present utility model, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the scope of protection of the present utility model.

本实用新型提供了一种水泵用六相无刷直流电机的神经网络调速系统,参见图1所示,图1为本实用新型提供的一种水泵用六相无刷直流电机的神经网络调速系统的结构示意图; The utility model provides a neural network speed regulation system of a six-phase brushless DC motor for a water pump, as shown in Figure 1, which is a neural network speed regulation system for a six-phase brushless DC motor for a water pump provided by the utility model Schematic diagram of the speed system;

该神经网络调速系统包括参考电流模块12、电流滞环控制模块13、执行模块14、负载转矩测量模块16、电机主体模块15以及用于对转速进行控制的NARMA-L2控制器11;其中; The neural network speed regulation system includes a reference current module 12, a current hysteresis control module 13, an execution module 14, a load torque measurement module 16, a motor main module 15 and a NARMA-L2 controller 11 for controlling the speed; ;

NARMA-L2控制器11包括给定转速输入端、与电机主体模块15的实测转速输出端相连的实测转速输入端以及与负载转矩测量模块16相连的负载转矩输入端;NARMA-L2控制模块的输出端与参考电流模块12的输入端相连; The NARMA-L2 controller 11 includes a given speed input, a measured speed input connected to the measured speed output of the motor body module 15, and a load torque input connected to the load torque measurement module 16; the NARMA-L2 control module The output terminal of is connected with the input terminal of reference current module 12;

参考电流模块12的输出端与电流滞环控制模块13的参考电流输入端相连,电流滞环控制模块13的实测电流输入端与电机主体模块15的实测电流输出端相连,电流滞环控制模块13的的输出端与执行模块14的输入端相连; The output terminal of the reference current module 12 is connected with the reference current input terminal of the current hysteresis control module 13, the measured current input terminal of the current hysteresis control module 13 is connected with the measured current output terminal of the motor main module 15, and the current hysteresis control module 13 The output end of is connected with the input end of execution module 14;

执行模块14的输出端与电机主体模块15的输入端相连。 The output end of the execution module 14 is connected with the input end of the motor main body module 15 .

可以理解的是,这里的NARMA-L2控制器11即为线性反馈控制器,能够根据输入的给定转速、实测转速以及负载转矩来输出合适的转速控制量。NARMA-L2控制器11是基于BP神经网络设计的一种神经网络控制器。BP神经网络是一种包含有三层以及三层以上神经元的神经网络结构,能够对很多非线性函数进行逼近,从而能够克服水泵用六相无刷直流电机具有的非线性、高阶性参数时变等问题,对水泵用六相无刷直流电机非线性的神经网络调速系统具有较好的控制效果;另外,由于BP神经网络具有自学习能力,故能够减小神经网络调速系统的超调量;同时,采用该种控制器进行控制能够减小调节时间,且鲁棒性好,抗干扰能力强,即采用NARMA-L2控制器11的神经网络调速系统具有较好的稳定性。 It can be understood that the NARMA-L2 controller 11 here is a linear feedback controller, which can output an appropriate rotational speed control amount according to the input given rotational speed, the measured rotational speed and the load torque. NARMA-L2 controller 11 is a neural network controller designed based on BP neural network. BP neural network is a neural network structure including three or more layers of neurons, which can approximate many nonlinear functions, so as to overcome the nonlinear and high-order parameters of six-phase brushless DC motors used in water pumps. It has a better control effect on the nonlinear neural network speed control system of the six-phase brushless DC motor used in water pumps; in addition, because the BP neural network has self-learning ability, it can reduce the overshoot of the neural network speed control system. At the same time, using this kind of controller for control can reduce the adjustment time, and has good robustness and strong anti-interference ability, that is, the neural network speed regulation system using NARMA-L2 controller 11 has good stability.

另外,本实用新型中的神经网络调速系统采用的是电流-转速双闭环控制,通过调整转速的控制量以及电流来实现控制水泵用六相无刷直流电机的转速的目的。 In addition, the neural network speed control system in the utility model adopts the current-speed double closed-loop control, and realizes the purpose of controlling the speed of the six-phase brushless DC motor for the water pump by adjusting the control amount of the speed and the current.

其中,执行模块14为逆变器模块。 Wherein, the execution module 14 is an inverter module.

参见图2所示,图2为为本实用新型提供的一种水泵用六相无刷直流电机的神经网络调速系统的仿真模型示意图。 Referring to Fig. 2, Fig. 2 is a schematic diagram of a simulation model of a neural network speed regulation system of a six-phase brushless DC motor for a water pump provided by the utility model.

本实用新型提供了一种水泵用六相无刷直流电机的神经网络调速系统,采用NARMA-L2控制器来对转速进行控制,该控制器的控制方式属于神经网络控制,为非线性控制方式,且具有较强的自学习能力,能够解决现有的水泵用六相无刷直流电机的调速系统所具有耦合度强、高阶性等问题,控制性能高。 The utility model provides a neural network speed regulation system of a six-phase brushless DC motor for a water pump, which uses a NARMA-L2 controller to control the speed. The control method of the controller belongs to the neural network control and is a nonlinear control method. , and has a strong self-learning ability, can solve the problems of strong coupling and high-order characteristics of the existing six-phase brushless DC motor speed control system for water pumps, and has high control performance.

本实用新型还提供了一种水泵用六相无刷直流电机,包括以上神经网络调速系统。 The utility model also provides a six-phase brushless DC motor for a water pump, which includes the above neural network speed regulating system.

此时,水泵用六相水泵用六相无刷直流电机内包括有两个相同的NARMA-L2控制器11。 At this time, the six-phase brushless DC motor for the water pump includes two identical NARMA-L2 controllers 11 .

需要说明的是,在本说明书中,术语“包括”、“包含”或者其任何其他变体意在涵盖非排他性的包含,从而使得包括一系列要素的过程、方法、物品或者设备不仅包括那些要素,而且还包括没有明确列出的其他要素,或者是还包括为这种过程、方法、物品或者设备所固有的要素。在没有更多限制的情况下,由语句“包括一个……”限定的要素,并不排除在包括所述要素的过程、方法、物品或者设备中还存在另外的相同要素。 It should be noted that in this specification, the term "comprises", "comprises" or any other variation thereof is intended to cover a non-exclusive inclusion such that a process, method, article or device comprising a set of elements includes not only those elements , but also includes other elements not expressly listed, or also includes elements inherent in such process, method, article or equipment. Without further limitations, an element defined by the phrase "comprising a ..." does not exclude the presence of additional identical elements in the process, method, article or apparatus comprising said element.

对所公开的实施例的上述说明,使本领域专业技术人员能够实现或使用本实用新型。对这些实施例的多种修改对本领域的专业技术人员来说将是显而易见的,本文中所定义的一般原理可以在不脱离本实用新型的精神或范围的情况下,在其他实施例中实现。因此,本实用新型将不会被限制于本文所示的这些实施例,而是要符合与本文所公开的原理和新颖特点相一致的最宽的范围。 The above description of the disclosed embodiments enables those skilled in the art to realize or use the utility model. Various modifications to these embodiments will be readily apparent to those skilled in the art, and the general principles defined herein may be implemented in other embodiments without departing from the spirit or scope of the invention. Therefore, the present invention will not be limited to these embodiments shown herein, but will conform to the widest scope consistent with the principles and novel features disclosed herein.

Claims (3)

1. the water pump neutral net governing system of six phase brushless DC motors, it is characterized in that, including reference current module, current hysteresis-band control module, perform module, load torque measurement module, motor body module and for the NARMA-L2 controller that rotating speed is controlled;Wherein;
Described NARMA-L2 controller includes given rotating speed input, the actual measurement rotating speed input being connected with the actual measurement rotating speed outfan of described motor body module and the load torque input being connected with described load torque measurement module;The outfan of described NARMA-L2 control module is connected with the input of described reference current module;
The outfan of described reference current module is connected with the reference current input of described current hysteresis-band control module, the measured current input of described current hysteresis-band control module is connected with the measured current outfan of described motor body module, and the outfan of described current hysteresis-band control module is connected with the input of described execution module;
The outfan of described execution module is connected with the input of described motor body module.
System the most according to claim 1, it is characterised in that described execution module is inverter module.
3. water pump six phase brushless DC motors, it is characterised in that include the neutral net governing system as described in any one of claim 1-2.
CN201620273790.5U 2016-04-05 2016-04-05 Six phase brushless DC motor for water pump and neural network speed control system thereof Expired - Fee Related CN205453567U (en)

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Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107947650A (en) * 2017-11-22 2018-04-20 湖南工业大学 A kind of brushless direct current motor sensorless control method based on extreme learning machine classification
CN116131714A (en) * 2023-04-14 2023-05-16 西华大学 Driving circuit of permanent magnet multiphase brushless direct current motor

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107947650A (en) * 2017-11-22 2018-04-20 湖南工业大学 A kind of brushless direct current motor sensorless control method based on extreme learning machine classification
CN107947650B (en) * 2017-11-22 2020-08-11 湖南工业大学 A position sensorless control method of brushless DC motor based on extreme learning machine classification
CN116131714A (en) * 2023-04-14 2023-05-16 西华大学 Driving circuit of permanent magnet multiphase brushless direct current motor
CN116131714B (en) * 2023-04-14 2023-06-16 西华大学 Driving circuit of permanent magnet multiphase brushless direct current motor

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