CN116599414A - NVH performance optimization method, device, equipment and medium for permanent magnet synchronous motor - Google Patents
NVH performance optimization method, device, equipment and medium for permanent magnet synchronous motor Download PDFInfo
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Abstract
Description
技术领域technical field
本发明涉及永磁同步电机技术领域,尤其涉及一种永磁同步电机NVH性能优化方法、装置、设备及介质。The invention relates to the technical field of permanent magnet synchronous motors, in particular to a method, device, equipment and medium for optimizing the NVH performance of permanent magnet synchronous motors.
背景技术Background technique
永磁同步电机(permanent magnet synchronous motor,PMSM)与其他电机相比具有高功率密度、高输出转矩的特点,是目前新能源汽车驱动电机的主要研究方向。随着人们对驾驶体验的追求越来越高,噪声(Noise)、振动(Vibration)、舒适感(Harshness)即NVH性能指标在新能源汽车行业竞争中也发挥越来越重要的作用。因此对于永磁同步电机的NVH性能优化的研究十分必要。Compared with other motors, permanent magnet synchronous motor (PMSM) has the characteristics of high power density and high output torque, and is currently the main research direction of new energy vehicle drive motors. As people's pursuit of driving experience is getting higher and higher, noise (Noise), vibration (Vibration), and comfort (Harshness), that is, NVH performance indicators, are also playing an increasingly important role in the competition of the new energy vehicle industry. Therefore, it is necessary to study the NVH performance optimization of permanent magnet synchronous motors.
相关技术中,通常都是通过对电机的控制算法进行优化,以实现对电机NVH的性能优化。例如,相关专利(专利公开号为CN110661470A)中提供了一种基于PWM开关频率抖频控制算法,通过在不同转速段,注入不同抖频模型,使得PWM变频按照设定好的特有的抖频模型驱动电机,从而有效的降低电机NVH振动噪声,实现对电机NVH的性能优化。In related technologies, the control algorithm of the motor is usually optimized to realize the performance optimization of the NVH of the motor. For example, a related patent (the patent publication number is CN110661470A) provides a frequency shaking control algorithm based on PWM switching frequency. By injecting different frequency shaking models in different speed segments, the PWM frequency conversion follows the set unique frequency shaking model. Drive the motor, thereby effectively reducing the NVH vibration noise of the motor, and realizing the performance optimization of the NVH of the motor.
但是,对电机的控制算法进行优化较为复杂,且上述方法无法改善由于电机本体结构对电机的NVH性能造成的影响。However, it is relatively complicated to optimize the control algorithm of the motor, and the above method cannot improve the influence of the structure of the motor body on the NVH performance of the motor.
发明内容Contents of the invention
鉴于上述问题,本发明提供了一种克服上述问题或者至少部分地解决上述问题的永磁同步电机NVH性能优化方法、装置、设备及介质,该方法通过调整各个优化参数,改变电机的转子结构,使电机的电机转矩、转矩脉动和电磁力达到优化目标,以实现对电机NVH性能的优化。In view of the above problems, the present invention provides a permanent magnet synchronous motor NVH performance optimization method, device, equipment and medium that overcomes the above problems or at least partially solves the above problems. The method changes the rotor structure of the motor by adjusting various optimization parameters, Make the motor torque, torque ripple and electromagnetic force of the motor reach the optimization target, so as to realize the optimization of the NVH performance of the motor.
第一方面,本发明提供了一种永磁同步电机NVH性能优化方法,所述方法包括:In a first aspect, the present invention provides a method for optimizing the NVH performance of a permanent magnet synchronous motor, the method comprising:
响应于转子的各个结构参数对优化目标的敏感度结果,确定敏感度满足设定要求的结构参数作为优化参数,所述优化目标至少包括电机转矩目标值、转矩脉动目标值和电磁力目标值;Responding to the sensitivity results of each structural parameter of the rotor to the optimization target, determine the structural parameter whose sensitivity meets the set requirements as the optimization parameter, and the optimization target includes at least the motor torque target value, the torque ripple target value and the electromagnetic force target value;
基于预先建立的永磁电机的转子参数化模型,调整转子的所述优化参数,对电机的性能参数进行优化,使所述性能参数达到对应的所述优化目标,所述性能参数至少包括电机转矩、转矩脉动和电磁力。Based on the pre-established rotor parameterized model of the permanent magnet motor, the optimization parameters of the rotor are adjusted, and the performance parameters of the motor are optimized, so that the performance parameters reach the corresponding optimization goals, and the performance parameters include at least the motor rotation speed. torque, torque ripple and electromagnetic force.
可选的,所述确定敏感度满足设定要求的结构参数作为优化参数,包括:Optionally, the structural parameters whose sensitivity is determined to meet the set requirements are used as optimization parameters, including:
确定敏感度高于设定敏感度阈值的结构参数作为各个所述优化目标对应的所述优化参数;或者,Determining a structural parameter with a sensitivity higher than a set sensitivity threshold as the optimization parameter corresponding to each of the optimization objectives; or,
确定敏感度最高的前n个结构参数作为各个所述优化目标对应的所述优化参数,n为大于0的正整数。The first n structural parameters with the highest sensitivity are determined as the optimization parameters corresponding to each of the optimization objectives, where n is a positive integer greater than 0.
可选的,所述转子包括转子冲片和设置在所述转子冲片上的多个磁钢;Optionally, the rotor includes a rotor punch and a plurality of magnetic steels arranged on the rotor punch;
所述转子的各个结构参数至少包括:磁钢夹角、磁钢埋入深度、转子冲片辅助槽尺寸。The various structural parameters of the rotor include at least: the included angle of the magnetic steel, the embedding depth of the magnetic steel, and the size of the auxiliary slot for punching the rotor.
可选的,所述响应于转子的各个参数对优化目标的敏感度结果之前,所述方法还包括:Optionally, before responding to the results of the sensitivity of each parameter of the rotor to the optimization target, the method further includes:
根据以下公式确定转子的各个结构参数对优化目标的敏感度结果:The sensitivity results of each structural parameter of the rotor to the optimization target are determined according to the following formula:
其中,y表示所述优化目标,V(y)表示优化目标y的方差,Avg(y/xi)表示优化目标y(xi)的平均值,V[Avg(y/xi)]表示Avg(y/xi)的方差,S(xi)代表xi对优化目标y的敏感度,xi表示转子的各个结构参数。Wherein, y represents the optimization goal, V(y) represents the variance of the optimization goal y, Avg(y/ xi ) represents the average value of the optimization goal y( xi ), and V[Avg(y/xi)] represents Avg The variance of (y/xi), S( xi ) represents the sensitivity of xi to the optimization target y, and xi represents the structural parameters of the rotor.
可选的,所述基于预先建立的永磁电机的转子参数化模型,调整转子的所述优化参数,对电机的性能参数进行优化,使所述性能参数达到对应的所述优化目标,包括:Optionally, the parameterized model of the rotor based on the pre-established permanent magnet motor, adjusting the optimization parameters of the rotor, optimizing the performance parameters of the motor, so that the performance parameters reach the corresponding optimization goals, including:
基于预先建立的永磁电机的转子参数化模型,对电机的转速、电流和电流相位角进行参数化设置,求解电机在设定转速、设定电流和设定电流相位角下对应的电机转矩、转矩脉动和电磁力;Based on the pre-established rotor parametric model of the permanent magnet motor, parameterize the motor speed, current and current phase angle, and solve the corresponding motor torque at the set speed, set current and set current phase angle of the motor , torque ripple and electromagnetic force;
当电机在设定转速、设定电流和设定电流相位角下对应的电机转矩、转矩脉动和电磁力中的至少一个未达到所述优化目标时,调整转子的所述优化参数,直至电机在设定转速、设定电流和设定电流相位角下对应的电机转矩、转矩脉动和电磁力均达到所述优化目标。When at least one of the motor torque, torque ripple, and electromagnetic force corresponding to the set speed, set current, and set current phase angle of the motor fails to reach the optimization target, adjust the optimization parameters of the rotor until The motor torque, torque ripple and electromagnetic force corresponding to the motor at the set speed, set current and set current phase angle all reach the optimization target.
可选的,所述方法还包括:Optionally, the method also includes:
当所述性能参数达到所述优化目标后,基于调整后的所述优化参数,建立新的转子参数模型;When the performance parameter reaches the optimization target, a new rotor parameter model is established based on the adjusted optimization parameter;
对所述新的转子参数模型和电机定子模态进行耦合分析,获得电机振动响应;Perform coupling analysis on the new rotor parameter model and the motor stator mode to obtain the motor vibration response;
根据所述电机振动响应判断当前转子结构是否满足电机的NVH性能要求;Judging whether the current rotor structure meets the NVH performance requirements of the motor according to the vibration response of the motor;
响应于当前转子结构满足电机的NVH性能要求时,输出当前转子结构。In response to when the current rotor structure satisfies the NVH performance requirement of the electric machine, the current rotor structure is output.
可选的,所述方法还包括:Optionally, the method also includes:
响应于当前转子结构不满足电机的NVH性能要求时,重新调整转子的所述优化参数,直至所述性能参数达到所述优化目标,且改良后的转子结构满足电机的NVH性能要求时,输出改良后的转子结构。Responding to when the current rotor structure does not meet the NVH performance requirements of the motor, readjust the optimization parameters of the rotor until the performance parameters reach the optimization target, and when the improved rotor structure meets the NVH performance requirements of the motor, output the improved The rear rotor structure.
第二方面,本发明提供了一种永磁同步电机NVH性能优化装置,所述装置包括:In a second aspect, the present invention provides a permanent magnet synchronous motor NVH performance optimization device, the device comprising:
优化参数确定模块,用于响应于转子的各个结构参数对优化目标的敏感度结果,确定敏感度满足设定要求的结构参数作为优化参数,所述优化目标至少包括电机转矩目标值、转矩脉动目标值和电磁力目标值;The optimization parameter determination module is used to determine the structural parameters whose sensitivities meet the set requirements as optimization parameters in response to the sensitivity results of each structural parameter of the rotor to the optimization target, and the optimization target includes at least the motor torque target value, torque Pulse target value and electromagnetic force target value;
优化模块,用于基于预先建立的永磁电机的转子参数化模型,调整转子的所述优化参数,对电机的性能参数进行优化,使所述性能参数达到对应的所述优化目标,所述性能参数至少包括电机转矩、转矩脉动和电磁力。An optimization module, configured to adjust the optimization parameters of the rotor based on the pre-established parameterized model of the rotor of the permanent magnet motor, and optimize the performance parameters of the motor so that the performance parameters reach the corresponding optimization target, and the performance The parameters include at least motor torque, torque ripple and electromagnetic force.
可选的,所述优化参数确定模块还用于:Optionally, the optimization parameter determination module is also used for:
确定敏感度高于设定敏感度阈值的结构参数作为各个所述优化目标对应的所述优化参数;或者,Determining a structural parameter with a sensitivity higher than a set sensitivity threshold as the optimization parameter corresponding to each of the optimization objectives; or,
确定敏感度最高的前n个结构参数作为各个所述优化目标对应的所述优化参数,n为大于0的正整数。The first n structural parameters with the highest sensitivity are determined as the optimization parameters corresponding to each of the optimization objectives, where n is a positive integer greater than 0.
可选的,所述转子包括转子冲片和设置在所述转子冲片上的多个磁钢;Optionally, the rotor includes a rotor punch and a plurality of magnetic steels arranged on the rotor punch;
所述转子的各个结构参数至少包括:磁钢夹角、磁钢埋入深度、转子冲片辅助槽尺寸。The various structural parameters of the rotor include at least: the included angle of the magnetic steel, the embedding depth of the magnetic steel, and the size of the auxiliary slot for punching the rotor.
可选的,所述装置还包括敏感度确定模块,用于:Optionally, the device also includes a sensitivity determination module, configured to:
根据以下公式确定转子的各个结构参数对优化目标的敏感度结果:The sensitivity results of each structural parameter of the rotor to the optimization target are determined according to the following formula:
其中,y表示所述优化目标,V(y)表示优化目标y的方差,Avg(y/xi)表示优化目标y(xi)的平均值,V[Avg(y/xi)]表示Avg(y/xi)的方差,S(xi)代表xi对优化目标y的敏感度,xi表示转子的各个结构参数。Wherein, y represents the optimization goal, V(y) represents the variance of the optimization goal y, Avg(y/ xi ) represents the average value of the optimization goal y( xi ), and V[Avg(y/xi)] represents Avg The variance of (y/xi), S( xi ) represents the sensitivity of xi to the optimization target y, and xi represents the structural parameters of the rotor.
可选的,所述优化模块还用于:Optionally, the optimization module is also used for:
基于预先建立的永磁电机的转子参数化模型,对电机的转速、电流和电流相位角进行参数化设置,求解电机在设定转速、设定电流和设定电流相位角下对应的电机转矩、转矩脉动和电磁力;Based on the pre-established rotor parametric model of the permanent magnet motor, parameterize the motor speed, current and current phase angle, and solve the corresponding motor torque at the set speed, set current and set current phase angle of the motor , torque ripple and electromagnetic force;
当电机在设定转速、设定电流和设定电流相位角下对应的电机转矩、转矩脉动和电磁力中的至少一个未达到所述优化目标时,调整转子的所述优化参数,直至电机在设定转速、设定电流和设定电流相位角下对应的电机转矩、转矩脉动和电磁力均达到所述优化目标。When at least one of the motor torque, torque ripple, and electromagnetic force corresponding to the set speed, set current, and set current phase angle of the motor fails to reach the optimization target, adjust the optimization parameters of the rotor until The motor torque, torque ripple and electromagnetic force corresponding to the motor at the set speed, set current and set current phase angle all reach the optimization target.
可选的,所述装置还包括转子结构确定模块,用于:Optionally, the device further includes a rotor structure determination module, configured to:
当所述性能参数达到所述优化目标后,基于调整后的所述优化参数,建立新的转子参数模型;When the performance parameter reaches the optimization target, a new rotor parameter model is established based on the adjusted optimization parameter;
对所述新的转子参数模型和电机定子模态进行耦合分析,获得电机振动响应;Perform coupling analysis on the new rotor parameter model and the motor stator mode to obtain the motor vibration response;
根据所述电机振动响应判断当前转子结构是否满足电机的NVH性能要求;Judging whether the current rotor structure meets the NVH performance requirements of the motor according to the vibration response of the motor;
响应于当前转子结构满足电机的NVH性能要求时,输出当前转子结构。In response to when the current rotor structure satisfies the NVH performance requirement of the electric machine, the current rotor structure is output.
可选的,所述转子结构确定模块还用于:Optionally, the rotor structure determining module is also used for:
响应于当前转子结构不满足电机的NVH性能要求时,重新调整转子的所述优化参数,直至所述性能参数达到所述优化目标,且改良后的转子结构满足电机的NVH性能要求时,输出改良后的转子结构。Responding to when the current rotor structure does not meet the NVH performance requirements of the motor, readjust the optimization parameters of the rotor until the performance parameters reach the optimization target, and when the improved rotor structure meets the NVH performance requirements of the motor, output the improved The rear rotor structure.
第三方面,本发明提供了一种电子设备,包括:存储器和处理器,所述存储器和所述处理器之间互相通信连接,所述存储器中存储有计算机指令,所述处理器通过执行所述计算机指令,从而执行如第一方面所述的方法。In a third aspect, the present invention provides an electronic device, including: a memory and a processor, the memory and the processor are connected in communication with each other, and computer instructions are stored in the memory, and the processor executes the said computer instructions, thereby performing the method as described in the first aspect.
第四方面,本发明提供了一种计算机可读存储介质,所述计算机可读存储介质存储有计算机指令,所述计算机指令用于使所述计算机执行如第一方面所述的方法。In a fourth aspect, the present invention provides a computer-readable storage medium, the computer-readable storage medium stores computer instructions, and the computer instructions are used to make the computer execute the method as described in the first aspect.
本发明实施例中提供的技术方案,至少具有如下技术效果或优点:The technical solutions provided in the embodiments of the present invention have at least the following technical effects or advantages:
本发明实施例提供的一种永磁同步电机NVH性能优化方法、装置、设备及介质,通过设置多个优化目标,对电机NVH性能进行优化,优化效果更好。然后根据转子的各个结构参数对优化目标的敏感度结果,确定优化参数,可以精准定位出转子结构中需调整的结构参数,减少参数调整量。最后通过调整各个优化参数,改变电机的转子结构,使电机的电机转矩、转矩脉动和电磁力达到优化目标,以实现对电机NVH性能的优化。The NVH performance optimization method, device, equipment and medium of a permanent magnet synchronous motor provided in the embodiments of the present invention optimize the NVH performance of the motor by setting multiple optimization objectives, and the optimization effect is better. Then, according to the sensitivity results of each structural parameter of the rotor to the optimization target, the optimization parameters are determined, which can accurately locate the structural parameters that need to be adjusted in the rotor structure and reduce the amount of parameter adjustment. Finally, by adjusting various optimization parameters and changing the rotor structure of the motor, the motor torque, torque ripple and electromagnetic force of the motor can be optimized to achieve the optimization of the NVH performance of the motor.
上述说明仅是本发明技术方案的概述,为了能够更清楚了解本发明的技术手段,而可依照说明书的内容予以实施,并且为了让本发明的上述和其它目的、特征和优点能够更明显易懂,以下特举本发明的具体实施方式。The above description is only an overview of the technical solution of the present invention. In order to better understand the technical means of the present invention, it can be implemented according to the contents of the description, and in order to make the above and other purposes, features and advantages of the present invention more obvious and understandable , the specific embodiments of the present invention are enumerated below.
附图说明Description of drawings
通过阅读下文优选实施方式的详细描述,各种其他的优点和益处对于本领域普通技术人员将变得清楚明了。附图仅用于示出优选实施方式的目的,而并不认为是对本发明的限制。而且在整个附图中,用相同的参考符号表示相同的部件。在附图中:Various other advantages and benefits will become apparent to those of ordinary skill in the art upon reading the following detailed description of the preferred embodiment. The drawings are only for the purpose of illustrating a preferred embodiment and are not to be considered as limiting the invention. Also throughout the drawings, the same reference numerals are used to designate the same components. In the attached picture:
图1是本发明实施例提供的一种永磁同步电机NVH性能优化方法流程图;Fig. 1 is a flow chart of a method for optimizing the NVH performance of a permanent magnet synchronous motor provided by an embodiment of the present invention;
图2是本发明实施例提供的一种转子的部分结构示意图;Fig. 2 is a partial structural schematic diagram of a rotor provided by an embodiment of the present invention;
图3是本发明实施例提供的一种优化后的电机振动响应图;Fig. 3 is an optimized motor vibration response diagram provided by an embodiment of the present invention;
图4是本发明实施例提供的一种优化前的电机振动响应图;Fig. 4 is a motor vibration response diagram before optimization provided by an embodiment of the present invention;
图5是本发明实施例提供的一种优化后的电机噪声辐射图;Fig. 5 is an optimized motor noise radiation diagram provided by an embodiment of the present invention;
图6是本发明实施例提供的一种优化前的电机噪声辐射图;Fig. 6 is a motor noise radiation diagram before optimization provided by an embodiment of the present invention;
图7是本发明实施例提供的一种永磁同步电机NVH性能优化装置的结构框图。Fig. 7 is a structural block diagram of a permanent magnet synchronous motor NVH performance optimization device provided by an embodiment of the present invention.
具体实施方式Detailed ways
为使本申请的目的、技术方案和优点更加清楚,下面将结合附图对本申请实施方式作进一步地详细描述。In order to make the purpose, technical solution and advantages of the present application clearer, the implementation manners of the present application will be further described in detail below in conjunction with the accompanying drawings.
图1是本发明实施例提供的一种永磁同步电机NVH性能优化方法流程图,如图1所示,该控制方法包括:Fig. 1 is a flow chart of a method for optimizing the NVH performance of a permanent magnet synchronous motor provided by an embodiment of the present invention. As shown in Fig. 1, the control method includes:
步骤S110、响应于转子的各个结构参数对优化目标的敏感度结果,确定敏感度满足设定要求的结构参数作为优化参数。Step S110, in response to the results of the sensitivity of each structural parameter of the rotor to the optimization target, determine the structural parameter whose sensitivity meets the set requirement as the optimization parameter.
其中,优化目标至少包括电机转矩目标值、转矩脉动目标值和电磁力目标值。电机转矩目标值、转矩脉动目标值和电磁力目标值具体可以由本领域技术人人员根据实际需要进行设置,本实施例对此不作限定。Wherein, the optimization target at least includes a motor torque target value, a torque ripple target value and an electromagnetic force target value. The motor torque target value, the torque ripple target value and the electromagnetic force target value can be specifically set by those skilled in the art according to actual needs, which is not limited in this embodiment.
电机的转矩脉动是指电机输出转矩的周期性变化。它通常由电机内部的不均匀磁场或机械系统的不平衡引起。转矩脉动会对电机的运行产生不利影响,包括降低电机的运行平稳性、增加噪声、加速机械部件的磨损等。因此,通过优化电机转矩脉动可以提高电机NVH性能。而电机转矩和电磁力均与电机的NVH性能有直接关系,因此,本实施例中通过设置三个优化目标,从多个方面对电机NVH性能进行优化,以保证优化效果。The torque ripple of the motor refers to the periodic change of the output torque of the motor. It is usually caused by an uneven magnetic field inside the motor or an imbalance in the mechanical system. Torque ripple will have adverse effects on the operation of the motor, including reducing the running stability of the motor, increasing noise, and accelerating the wear of mechanical parts. Therefore, the motor NVH performance can be improved by optimizing the motor torque ripple. Both the motor torque and the electromagnetic force are directly related to the NVH performance of the motor. Therefore, in this embodiment, by setting three optimization objectives, the NVH performance of the motor is optimized from multiple aspects to ensure the optimization effect.
图2是本发明实施例提供的一种转子的部分结构示意图,如图2所示,转子包括转子冲片21和设置在转子冲片上的多个磁钢22。在本实施例中,转子冲片21上具有沿转子冲片的周向布置的多个第一层V型磁钢槽、以及沿转子冲片的周向布置的多个第二层V型磁钢槽,多个第二层V型磁钢槽和多个第一层V型磁钢槽一一对应布置,每个第二层V型磁钢槽的开口处均设有一个第一层V型磁钢槽。多个磁钢22包括一一对应的设置在多个第一层V型磁钢槽中的多个第一组磁钢221、以及一一对应的设置在多个第二层V型磁钢槽中的多个第二组磁钢222。Fig. 2 is a partial structural schematic diagram of a rotor provided by an embodiment of the present invention. As shown in Fig. 2 , the rotor includes a rotor punch 21 and a plurality of magnetic steels 22 arranged on the rotor punch. In this embodiment, the rotor punch 21 has a plurality of first-layer V-shaped magnetic steel grooves arranged along the circumferential direction of the rotor punch, and a plurality of second-layer V-shaped magnetic steel grooves arranged along the circumferential direction of the rotor punch. Steel channels, multiple second-layer V-shaped magnetic steel grooves and multiple first-layer V-shaped magnetic steel grooves are arranged in one-to-one correspondence, and a first-layer V-shaped magnetic steel groove is provided at the opening of each second-layer V-shaped magnetic steel groove. type magnetic steel slot. The plurality of magnetic steels 22 includes a plurality of first group magnetic steels 221 arranged in a plurality of V-shaped magnetic steel grooves of the first layer in one-to-one correspondence, and arranged in a plurality of V-shaped magnetic steel grooves of the second layer in one-to-one correspondence. A plurality of second group magnets 222 in.
在本实施例中,转子的各个结构参数至少包括:磁钢夹角Angle_V、磁钢埋入深度D和转子冲片辅助槽尺寸。其中,转子冲片辅助槽尺寸包括辅助槽中心夹角R_slot_V、辅助槽夹角Alfa和辅助槽深度h。In this embodiment, the various structural parameters of the rotor at least include: Angle_V of the magnetic steel, the embedding depth D of the magnetic steel, and the size of the auxiliary groove of the rotor stamping. Wherein, the dimensions of the auxiliary slot of the rotor punch include the center angle R_slot_V of the auxiliary slot, the angle Alfa of the auxiliary slot and the depth h of the auxiliary slot.
具体的,如图2所示,每个第一组磁钢221均包括两个第一磁钢,两个第一磁钢之间的磁钢夹角为Angle_V1。第一组磁钢221的磁钢埋入深度为D1。第一辅助槽中心夹角为R_slot_V1、第一辅助槽夹角为Alfa1、第一辅助槽深度位h1。Specifically, as shown in FIG. 2 , each first group of magnets 221 includes two first magnets, and the included angle between the two first magnets is Angle_V1. The embedding depth of the magnets of the first group of magnets 221 is D1. The center angle of the first auxiliary slot is R_slot_V1, the included angle of the first auxiliary slot is Alfa1, and the depth of the first auxiliary slot is h1.
每个第一组磁钢221均包括两个第二磁钢,两个第二磁钢之间的磁钢夹角为Angle_V2。第二组磁钢221的磁钢埋入深度为D2。第二辅助槽中心夹角为R_slot_V2、第二辅助槽夹角为Alfa2、第二辅助槽深度为h2。Each first group of magnets 221 includes two second magnets, and the included angle between the two second magnets is Angle_V2. The embedding depth of the magnets of the second group of magnets 221 is D2. The center angle of the second auxiliary slot is R_slot_V2, the included angle of the second auxiliary slot is Alfa2, and the depth of the second auxiliary slot is h2.
需要说明的是,在本实施例中,每个第一磁钢的长度为Mag_L1,宽为Mag_H1;每个第二磁钢的长度为Mag_L2,宽为Mag_H2。各个磁钢对应的尺寸参数(即第一磁钢的长度和宽度、以及第二磁钢对应的长度和宽度)是固定不变的。在磁钢尺寸不变的情况下,对转子的其它结构参数进行优化。It should be noted that, in this embodiment, the length of each first magnet is Mag_L1 and the width is Mag_H1; the length of each second magnet is Mag_L2 and the width is Mag_H2. The size parameters corresponding to each magnet (that is, the length and width of the first magnet, and the length and width corresponding to the second magnet) are fixed. Under the condition that the size of the magnetic steel remains unchanged, other structural parameters of the rotor are optimized.
可选的,在执行步骤S110之前,该方法还包括:Optionally, before performing step S110, the method further includes:
根据以下公式确定转子的各个结构参数对优化目标的敏感度结果:The sensitivity results of each structural parameter of the rotor to the optimization target are determined according to the following formula:
其中,y表示优化目标,V(y)表示优化目标y的方差,Avg(y/xi)表示优化目标y(xi)的平均值,V[Avg(y/xi)]表示Avg(y/xi)的方差,S(xi)代表xi对优化目标y的敏感度,xi表示转子的各个结构参数。Among them, y represents the optimization goal, V(y) represents the variance of the optimization goal y, Avg(y/ xi ) represents the average value of the optimization goal y( xi ), V[Avg(y/xi)] represents Avg(y /xi), S(xi ) represents the sensitivity of xi to the optimization target y, and xi represents the structural parameters of the rotor.
在本实施例中,对于不同的优化目标(即电机转矩目标值、转矩脉动目标值和电磁力目标值),均可以采用上述公式计算出转子的各个结构参数对各个优化目标的敏感度结果。由于转子的每个结构参数对电机转矩、转矩脉动和电磁力的影响程度不一样,因此根据每个结构参数对优化目标的敏感度结果确定优化参数,可以更加高效的对转子结构进行参数,有利于减少参数的调整量。In this embodiment, for different optimization objectives (namely motor torque target value, torque ripple target value and electromagnetic force target value), the sensitivity of each structural parameter of the rotor to each optimization target can be calculated by using the above formula result. Since each structural parameter of the rotor has a different influence on the motor torque, torque ripple, and electromagnetic force, the optimization parameters can be determined according to the sensitivity of each structural parameter to the optimization target, which can more efficiently parameterize the rotor structure. , which is beneficial to reduce the amount of parameter adjustment.
在本实施例的一种实现方式中,步骤S110中确定敏感度满足设定要求的结构参数作为优化参数,可以包括:In an implementation of this embodiment, in step S110, the structural parameters whose sensitivity meets the set requirements are determined as optimization parameters, which may include:
确定敏感度高于设定敏感度阈值的结构参数作为各个优化目标对应的优化参数。The structural parameters whose sensitivity is higher than the set sensitivity threshold are determined as the optimization parameters corresponding to each optimization objective.
其中,设定敏感度阈值可以由本领域技术人员根据经验或者实际需要进行设置,本实施例对此不作限定。Wherein, setting the sensitivity threshold may be set by those skilled in the art according to experience or actual needs, which is not limited in this embodiment.
对于不同的优化目标,均可以根据敏感度结果确定出与各个优化目标对应的优化参数。例如,对于电机转矩目标值来说,当转子的各个结构参数对电机转矩目标值的敏感度结果中,存在结构参数A和B的敏感度高于敏感度阈值,即可确定结构参数A和B为优化参数;对于电磁力目标值来说,当转子的各个结构参数对电机转矩目标的敏感度结果中,存在结构参数C的敏感度高于敏感度阈值,即可将结构参数C也确定为优化参数。For different optimization objectives, the optimization parameters corresponding to each optimization objective can be determined according to the sensitivity results. For example, for the motor torque target value, when the sensitivity results of the various structural parameters of the rotor to the motor torque target value show that the sensitivity of the structural parameters A and B is higher than the sensitivity threshold, the structural parameter A can be determined and B are optimization parameters; for the electromagnetic force target value, when the sensitivity of each structural parameter of the rotor to the motor torque target is found to be higher than the sensitivity threshold of the structural parameter C, the structural parameter C is also determined as an optimization parameter.
在本实施例的另一种实现方式,步骤S110中确定敏感度满足设定要求的结构参数作为优化参数,可以包括:In another implementation of this embodiment, in step S110, the structural parameters whose sensitivity meets the set requirements are determined as optimization parameters, which may include:
确定敏感度最高的前n个结构参数作为各个优化目标对应的优化参数,n为大于0的正整数。The first n structural parameters with the highest sensitivity are determined as the optimization parameters corresponding to each optimization objective, and n is a positive integer greater than 0.
其中,n的个数可以由本领域技术人员根据经验或者实际需要进行设置,对于不同的优化目标,n的取值可以相同也可以不同,本实施例对此不作限定。The number of n can be set by those skilled in the art based on experience or actual needs. For different optimization objectives, the value of n can be the same or different, which is not limited in this embodiment.
示例性的,对于电机转矩目标值来说,可以选取敏感度最高的前2个结构参数作为优化参数;对于转矩脉动目标值和电磁力目标值和来说,可以选取敏感度最高的前2个结构参数作为优化参数等。Exemplarily, for the motor torque target value, the first two structural parameters with the highest sensitivity can be selected as optimization parameters; for the sum of the torque ripple target value and the electromagnetic force target value, the top two most sensitive 2 structure parameters as optimization parameters etc.
步骤S120、基于预先建立的永磁电机的转子参数化模型,调整转子的优化参数,对电机的性能参数进行优化,使性能参数达到对应的优化目标。Step S120 , based on the pre-established parameterized model of the rotor of the permanent magnet motor, the optimization parameters of the rotor are adjusted, and the performance parameters of the motor are optimized, so that the performance parameters reach the corresponding optimization target.
其中,性能参数至少包括电机转矩、转矩脉动和电磁力。Wherein, the performance parameters at least include motor torque, torque ripple and electromagnetic force.
可选的,步骤S120包括:Optionally, step S120 includes:
基于预先建立的永磁电机的转子参数化模型,对电机的转速、电流和电流相位角进行参数化设置,求解电机在设定转速、设定电流和设定电流相位角下对应的电机转矩、转矩脉动和电磁力;Based on the pre-established rotor parametric model of the permanent magnet motor, parameterize the motor speed, current and current phase angle, and solve the corresponding motor torque at the set speed, set current and set current phase angle of the motor , torque ripple and electromagnetic force;
当电机在设定转速、设定电流和设定电流相位角下对应的电机转矩、转矩脉动和电磁力中的至少一个未达到优化目标时,调整转子的优化参数,直至电机在设定转速、设定电流和设定电流相位角下对应的电机转矩、转矩脉动和电磁力均达到优化目标。When at least one of the corresponding motor torque, torque ripple and electromagnetic force under the set speed, set current and set current phase angle of the motor does not reach the optimization target, adjust the optimization parameters of the rotor until the motor is at the set The corresponding motor torque, torque ripple and electromagnetic force under the speed, set current and set current phase angle all reach the optimization target.
在本实施例中,可以参见以下表1对电机的转速、电流和电流相位角进行参数化设置。In this embodiment, the rotational speed, current and current phase angle of the motor can be parameterized with reference to Table 1 below.
表1Table 1
由上表1可知,在本实施例中,设定转速可以为1000~10000r/min内的多个转速,以覆盖全转速工况。设定电流可以为电机在峰值工况下的峰值电流,设定相位角可以为对应峰值电流下的电流控制角。It can be seen from the above table 1 that in this embodiment, the set rotational speed may be multiple rotational speeds within 1000-10000 r/min, so as to cover the full rotational speed condition. The set current may be the peak current of the motor under the peak working condition, and the set phase angle may be the current control angle under the corresponding peak current.
在具体实现时,可以利用电机电磁仿真软件Maxwell预先建立永磁电机的转子参数化模型。然后,将转子参数化模型导入到电磁力优化计算软件ENOS中,在软件内对电机的转速、电流和电流相位角进行参数化设置,由电磁力优化计算软件仿真输出电机在设定转速、设定电流和设定电流相位角下对应的电机转矩、转矩脉动和电磁力。当仿真结果显示电机在设定转速、设定电流和设定电流相位角下对应的电机转矩、转矩脉动和电磁力中的至少一个未达到优化目标时,即调整转子的优化参数,通过遗传算法对电机的优化目标转矩、转矩脉动和电磁力进行优化,直至仿真结果显示电机在设定转速、设定电流和设定电流相位角下对应的电机转矩、转矩脉动和电磁力均达到优化目标。电磁力优化计算软件可以通过遗传算法比较快的优化全转速工况下电机的转矩、转矩脉动和对应阶次的电磁力。In actual implementation, the parameterized model of the rotor of the permanent magnet motor can be pre-established by using the motor electromagnetic simulation software Maxwell. Then, the parameterized model of the rotor is imported into the electromagnetic force optimization calculation software ENOS, and the motor speed, current and current phase angle are parameterized in the software, and the electromagnetic force optimization calculation software simulates and outputs the motor at the set speed, set Corresponding motor torque, torque ripple and electromagnetic force under constant current and set current phase angle. When the simulation results show that at least one of the motor torque, torque ripple, and electromagnetic force corresponding to the set speed, set current, and set current phase angle of the motor does not reach the optimization target, the optimized parameters of the rotor are adjusted, and the The genetic algorithm optimizes the optimized target torque, torque ripple and electromagnetic force of the motor until the simulation results show the corresponding motor torque, torque ripple and electromagnetic force under the set speed, set current and set current phase angle of the motor. reach the optimization goal. The electromagnetic force optimization calculation software can quickly optimize the torque, torque ripple and electromagnetic force of the corresponding order under the full speed condition through the genetic algorithm.
需要说明的是,本实施例中的电磁力和电磁力目标值均对应为电机的18阶径向电磁力,以实现对对应的阶次噪声的电磁力进行优化。It should be noted that both the electromagnetic force and the target value of the electromagnetic force in this embodiment correspond to the 18th order radial electromagnetic force of the motor, so as to optimize the electromagnetic force of the corresponding order noise.
可选的,该方法还包括:Optionally, the method also includes:
当性能参数达到优化目标后,基于调整后的优化参数,建立新的转子参数模型;When the performance parameters reach the optimization target, a new rotor parameter model is established based on the adjusted optimization parameters;
对新的转子参数模型和电机定子模态进行耦合分析,获得电机振动响应;Coupling analysis of the new rotor parameter model and the motor stator mode to obtain the motor vibration response;
根据电机振动响应判断当前转子结构是否满足电机的NVH性能要求;Judging whether the current rotor structure meets the NVH performance requirements of the motor according to the vibration response of the motor;
响应于当前转子结构满足电机的NVH性能要求时,输出当前转子结构。In response to when the current rotor structure satisfies the NVH performance requirement of the electric machine, the current rotor structure is output.
响应于当前转子结构不满足电机的NVH性能要求时,重新调整转子的优化参数,直至性能参数达到优化目标,且改良后的转子结构满足电机的NVH性能要求时,输出改良后的转子结构。In response to when the current rotor structure does not meet the NVH performance requirements of the motor, the optimization parameters of the rotor are readjusted until the performance parameters reach the optimization target, and when the improved rotor structure meets the NVH performance requirements of the motor, the improved rotor structure is output.
在本实施例中,可以在电磁力优化计算软件ENOS中对新的转子参数模型和电机定子模态进行耦合分析,输出电机振动响应,得到优化后的电机振动响应图。然后对电机振动响应结果进行处理,输出优化后的电机噪声辐射图。根据优化后的电机振动响应图和优化后的电机噪声辐射图识别噪声分布情况以及各个转速下的声压级大小,即可断当前转子结构是否满足电机的NVH性能要求。In this embodiment, the coupling analysis of the new rotor parameter model and the motor stator mode can be performed in the electromagnetic force optimization calculation software ENOS, and the vibration response of the motor can be output to obtain the optimized vibration response diagram of the motor. Then the motor vibration response results are processed, and the optimized motor noise radiation diagram is output. According to the optimized motor vibration response diagram and the optimized motor noise radiation diagram, the noise distribution and the sound pressure level at each speed can be identified to determine whether the current rotor structure meets the NVH performance requirements of the motor.
图3是本发明实施例提供的一种优化后的电机振动响应图,图4是本发明实施例提供的一种优化前的电机振动响应图,通过对比图3和图4可知,采用本发明提供的优化方法后,电机的振动性能有所改善。Fig. 3 is an optimized motor vibration response diagram provided by an embodiment of the present invention, and Fig. 4 is a pre-optimized motor vibration response diagram provided by an embodiment of the present invention. By comparing Fig. 3 and Fig. 4, it can be known that the present invention After the optimization method provided, the vibration performance of the motor is improved.
图5是本发明实施例提供的一种优化后的电机噪声辐射图,图6是本发明实施例提供的一种优化前的电机噪声辐射图,通过对比图5和图6可知,采用本发明提供的优化方法后,电机产生的电磁噪声有所改善。Figure 5 is an optimized motor noise radiation diagram provided by an embodiment of the present invention, and Figure 6 is a pre-optimized motor noise radiation diagram provided by an embodiment of the present invention. After the optimization method provided, the electromagnetic noise generated by the motor is improved.
基于同样的发明构思,本发明实施例还提供了一种永磁同步电机NVH性能优化装置,图7是本发明实施例提供的一种永磁同步电机NVH性能优化装置的结构框图,如图7所示,该装置700包括优化参数确定模块710和优化模块720。Based on the same inventive concept, the embodiment of the present invention also provides a permanent magnet synchronous motor NVH performance optimization device, Figure 7 is a structural block diagram of a permanent magnet synchronous motor NVH performance optimization device provided by the embodiment of the present invention, as shown in Figure 7 As shown, the apparatus 700 includes an optimization parameter determination module 710 and an optimization module 720 .
优化参数确定模块710,用于响应于转子的各个结构参数对优化目标的敏感度结果,确定敏感度满足设定要求的结构参数作为优化参数,优化目标至少包括电机转矩目标值、转矩脉动目标值和电磁力目标值;The optimization parameter determination module 710 is used to respond to the sensitivity results of the various structural parameters of the rotor to the optimization target, and determine the structural parameters whose sensitivity meets the set requirements as the optimization parameter. The optimization target includes at least the motor torque target value, torque ripple target value and electromagnetic force target value;
优化模块720,用于基于预先建立的永磁电机的转子参数化模型,调整转子的优化参数,对电机的性能参数进行优化,使性能参数达到对应的优化目标,性能参数至少包括电机转矩、转矩脉动和电磁力。The optimization module 720 is used to adjust the optimization parameters of the rotor based on the pre-established rotor parameterized model of the permanent magnet motor, optimize the performance parameters of the motor, and make the performance parameters reach the corresponding optimization goals. The performance parameters include at least the motor torque, Torque ripple and electromagnetic force.
可选的,优化参数确定模块710还用于:Optionally, the optimization parameter determination module 710 is also used for:
确定敏感度高于设定敏感度阈值的结构参数作为各个优化目标对应的优化参数;或者,Determining the structural parameters whose sensitivity is higher than the set sensitivity threshold as the optimization parameters corresponding to each optimization goal; or,
确定敏感度最高的前n个结构参数作为各个优化目标对应的优化参数,n为大于0的正整数。The first n structural parameters with the highest sensitivity are determined as the optimization parameters corresponding to each optimization objective, and n is a positive integer greater than 0.
可选的,转子包括转子冲片和设置在转子冲片上的多个磁钢;Optionally, the rotor includes a rotor punch and a plurality of magnetic steels arranged on the rotor punch;
转子的各个结构参数至少包括:磁钢夹角、磁钢埋入深度、转子冲片辅助槽尺寸。The various structural parameters of the rotor include at least: the included angle of the magnetic steel, the embedding depth of the magnetic steel, and the size of the auxiliary groove of the rotor punch.
可选的,该装置700还包括敏感度确定模块,用于:Optionally, the device 700 also includes a sensitivity determination module, configured to:
根据以下公式确定转子的各个结构参数对优化目标的敏感度结果:The sensitivity results of each structural parameter of the rotor to the optimization target are determined according to the following formula:
其中,y表示优化目标,V(y)表示优化目标y的方差,Avg(y/xi)表示优化目标y(xi)的平均值,V[Avg(y/xi)]表示Avg(y/xi)的方差,S(xi)代表xi对优化目标y的敏感度,xi表示转子的各个结构参数。Among them, y represents the optimization goal, V(y) represents the variance of the optimization goal y, Avg(y/ xi ) represents the average value of the optimization goal y( xi ), V[Avg(y/xi)] represents Avg(y /xi), S(xi ) represents the sensitivity of xi to the optimization target y, and xi represents the structural parameters of the rotor.
可选的,优化模块720还用于:Optionally, the optimization module 720 is also used for:
基于预先建立的永磁电机的转子参数化模型,对电机的转速、电流和电流相位角进行参数化设置,求解电机在设定转速、设定电流和设定电流相位角下对应的电机转矩、转矩脉动和电磁力;Based on the pre-established rotor parametric model of the permanent magnet motor, parameterize the motor speed, current and current phase angle, and solve the corresponding motor torque at the set speed, set current and set current phase angle of the motor , torque ripple and electromagnetic force;
当电机在设定转速、设定电流和设定电流相位角下对应的电机转矩、转矩脉动和电磁力中的至少一个未达到优化目标时,调整转子的优化参数,直至电机在设定转速、设定电流和设定电流相位角下对应的电机转矩、转矩脉动和电磁力均达到优化目标。When at least one of the corresponding motor torque, torque ripple and electromagnetic force under the set speed, set current and set current phase angle of the motor does not reach the optimization target, adjust the optimization parameters of the rotor until the motor is at the set The corresponding motor torque, torque ripple and electromagnetic force under the speed, set current and set current phase angle all reach the optimization target.
可选的,该装置700还包括转子结构确定模块,用于:Optionally, the device 700 also includes a rotor structure determination module, which is used for:
当性能参数达到优化目标后,基于调整后的优化参数,建立新的转子参数模型;When the performance parameters reach the optimization target, a new rotor parameter model is established based on the adjusted optimization parameters;
对新的转子参数模型和电机定子模态进行耦合分析,获得电机振动响应;Coupling analysis of the new rotor parameter model and the motor stator mode to obtain the motor vibration response;
根据电机振动响应判断当前转子结构是否满足电机的NVH性能要求;Judging whether the current rotor structure meets the NVH performance requirements of the motor according to the vibration response of the motor;
响应于当前转子结构满足电机的NVH性能要求时,输出当前转子结构。In response to when the current rotor structure satisfies the NVH performance requirement of the electric machine, the current rotor structure is output.
可选的,转子结构确定模块还用于:Optionally, the rotor structure determination module is also used for:
响应于当前转子结构不满足电机的NVH性能要求时,重新调整转子的优化参数,直至性能参数达到优化目标,且改良后的转子结构满足电机的NVH性能要求时,输出改良后的转子结构。In response to when the current rotor structure does not meet the NVH performance requirements of the motor, the optimization parameters of the rotor are readjusted until the performance parameters reach the optimization target, and when the improved rotor structure meets the NVH performance requirements of the motor, the improved rotor structure is output.
可以理解的是,上述实施例提供的装置,仅以上述各功能模块的划分进行举例说明,实际应用中,可以根据需要而将上述功能分配由不同的功能模块完成,即将装置的内部结构划分成不同的功能模块,以完成以上描述的全部或者部分功能。It can be understood that the device provided by the above embodiment is only illustrated by dividing the above functional modules. In practical applications, the above function distribution can be completed by different functional modules according to needs, that is, the internal structure of the device is divided into Different functional modules to complete all or part of the functions described above.
本发明实施例还提供了一种电子设备,该电子设备可以包括处理器和存储器,其中处理器和存储器可以通过总线或者其他方式互相通信连接。An embodiment of the present invention also provides an electronic device, which may include a processor and a memory, where the processor and the memory may be communicatively connected to each other through a bus or in other ways.
处理器可以为中央处理器(Central Processing Unit,CPU),或者特定集成电路(APPlication SPecific Integrated Circuit,ASIC),或者可以被配置成实施本申请实施例的一个或多个集成电路。The processor may be a central processing unit (Central Processing Unit, CPU), or a specific integrated circuit (Application Specific Integrated Circuit, ASIC), or may be configured to implement one or more integrated circuits in the embodiments of the present application.
存储器可以包括用于数据或指令的大容量存储器。举例来说而非限制,存储器可包括硬盘驱动器(Hard Disk Drive,HDD)、软盘驱动器、闪存、光盘、磁光盘、磁带或通用串行总线(Universal Serial Bus,USB)驱动器或者两个或更多个以上这些的组合。在合适的情况下,存储器可包括可移除或不可移除(或固定)的介质。在合适的情况下,存储器可在电子设备的内部或外部。在特定实施例中,存储器可以是非易失性固态存储器。Memory may include mass storage for data or instructions. By way of example and not limitation, the memory may include a Hard Disk Drive (HDD), a floppy disk drive, a flash memory, an optical disk, a magneto-optical disk, a magnetic tape, or a Universal Serial Bus (USB) drive or two or more a combination of the above. Storage may include removable or non-removable (or fixed) media, where appropriate. Memory may be internal or external to the electronic device, where appropriate. In certain embodiments, the memory may be non-volatile solid-state memory.
在一个实例中,存储器可以是只读存储器(Read Only Memory,ROM)。在一个实例中,该ROM可以是掩模编程的ROM、可编程ROM(PROM)、可擦除PROM(EPROM)、电可擦除PROM(EEPROM)、电可改写ROM(EAROM)或闪存或者两个或更多个以上这些的组合。In one example, the memory may be a read only memory (Read Only Memory, ROM). In one example, the ROM can be mask programmed ROM, programmable ROM (PROM), erasable PROM (EPROM), electrically erasable PROM (EEPROM), electrically rewritable ROM (EAROM), or flash memory or both. A combination of one or more of the above.
处理器通过读取并执行存储器中存储的计算机程序指令,以实现上述实施例中的任意一种方法。The processor implements any method in the foregoing embodiments by reading and executing the computer program instructions stored in the memory.
在一个示例中,电子设备可包括通信接口和总线。其中,处理器、存储器、通信接口通过总线连接并完成相互间的通信。通信接口,主要用于实现本申请实施例中各模块、装置、单元和/或设备之间的通信。在合适的情况下,总线可包括一个或多个总线。In one example, an electronic device may include a communication interface and a bus. Wherein, the processor, the memory, and the communication interface are connected through a bus and complete mutual communication. The communication interface is mainly used to realize the communication between modules, devices, units and/or devices in the embodiments of the present application. A bus may comprise one or more buses, where appropriate.
另外,结合上述实施例中的方法,本发明实施例可提供一种计算机可读存储介质来实现。该计算机可读存储介质上存储有计算机程序指令;该计算机程序指令被处理器执行时实现上述实施例中的任意一种方法。In addition, in combination with the methods in the foregoing embodiments, embodiments of the present invention may provide a computer-readable storage medium for implementation. Computer program instructions are stored on the computer-readable storage medium; when the computer program instructions are executed by a processor, any method in the above-mentioned embodiments is implemented.
上述本申请实施例中的技术方案,至少具有如下的技术效果或优点:The above-mentioned technical solutions in the embodiments of the present application have at least the following technical effects or advantages:
本发明实施例提供的一种永磁同步电机NVH性能优化方法、装置、设备及介质,通过设置多个优化目标,对电机NVH性能进行优化,优化效果更好。然后根据转子的各个结构参数对优化目标的敏感度结果,确定优化参数,可以精准定位出转子结构中需调整的结构参数,减少参数调整量。最后通过调整各个优化参数,改变电机的转子结构,使电机的电机转矩、转矩脉动和电磁力达到优化目标,以实现对电机NVH性能的优化。The NVH performance optimization method, device, equipment and medium of a permanent magnet synchronous motor provided in the embodiments of the present invention optimize the NVH performance of the motor by setting multiple optimization objectives, and the optimization effect is better. Then, according to the sensitivity results of each structural parameter of the rotor to the optimization target, the optimization parameters are determined, which can accurately locate the structural parameters that need to be adjusted in the rotor structure and reduce the amount of parameter adjustment. Finally, by adjusting various optimization parameters and changing the rotor structure of the motor, the motor torque, torque ripple and electromagnetic force of the motor can be optimized to achieve the optimization of the NVH performance of the motor.
在此处所提供的说明书中,说明了大量具体细节。然而,能够理解,本发明的实施例可以在没有这些具体细节的情况下实践。在一些实例中,并未详细示出公知的方法、结构和技术,以便不模糊对本说明书的理解。In the description provided herein, numerous specific details are set forth. However, it is understood that embodiments of the invention may be practiced without these specific details. In some instances, well-known methods, structures and techniques have not been shown in detail in order not to obscure the understanding of this description.
类似地,应当理解,为了精简本公开并帮助理解各个发明方面中的一个或多个,在上面对本发明的示例性实施例的描述中,本发明的各个特征有时被一起分组到单个实施例、图、或者对其的描述中。然而,并不应将该公开的方法解释成反映如下意图:即所要求保护的本发明要求比在每个权利要求中所明确记载的特征更多的特征。更确切地说,如下面的权利要求书所反映的那样,发明方面在于少于前面公开的单个实施例的所有特征。因此,遵循具体实施方式的权利要求书由此明确地并入该具体实施方式,其中每个权利要求本身都作为本发明的单独实施例。Similarly, it should be appreciated that in the foregoing description of exemplary embodiments of the invention, in order to streamline this disclosure and to facilitate an understanding of one or more of the various inventive aspects, various features of the invention are sometimes grouped together in a single embodiment, figure, or its description. This method of disclosure, however, is not to be interpreted as reflecting an intention that the claimed invention requires more features than are expressly recited in each claim. Rather, as the following claims reflect, inventive aspects lie in less than all features of a single foregoing disclosed embodiment. Thus, the claims following the Detailed Description are hereby expressly incorporated into this Detailed Description, with each claim standing on its own as a separate embodiment of this invention.
应该注意的是上述实施例对本发明进行说明而不是对本发明进行限制,并且本领域技术人员在不脱离所附权利要求的范围的情况下可设计出替换实施例。在权利要求中,不应将位于括号之间的任何参考符号构造成对权利要求的限制。单词“包含”不排除存在未列在权利要求中的部件或步骤。位于部件之前的单词“一”或“一个”不排除存在多个这样的部件。本发明可以借助于包括有若干不同部件的硬件以及借助于适当编程的计算机来实现。在列举了若干装置的单元权利要求中,这些装置中的若干个可以是通过同一个硬件项来具体体现。单词第一、第二、以及第三等的使用不表示任何顺序。可将这些单词解释为名称。It should be noted that the above-mentioned embodiments illustrate rather than limit the invention, and that those skilled in the art will be able to design alternative embodiments without departing from the scope of the appended claims. In the claims, any reference signs placed between parentheses shall not be construed as limiting the claim. The word "comprising" does not exclude the presence of elements or steps not listed in a claim. The word "a" or "an" preceding an element does not exclude the presence of a plurality of such elements. The invention can be implemented by means of hardware comprising several distinct elements, and by means of a suitably programmed computer. In a unit claim enumerating several means, several of these means can be embodied by one and the same item of hardware. The use of the words first, second, and third, etc. does not indicate any order. These words can be interpreted as names.
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