[go: up one dir, main page]

CN110597177A - A precision control method for CNC machine tools based on precision mapping - Google Patents

A precision control method for CNC machine tools based on precision mapping Download PDF

Info

Publication number
CN110597177A
CN110597177A CN201910882028.5A CN201910882028A CN110597177A CN 110597177 A CN110597177 A CN 110597177A CN 201910882028 A CN201910882028 A CN 201910882028A CN 110597177 A CN110597177 A CN 110597177A
Authority
CN
China
Prior art keywords
precision
accuracy
motion
layer
positioning accuracy
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Granted
Application number
CN201910882028.5A
Other languages
Chinese (zh)
Other versions
CN110597177B (en
Inventor
金传喜
张根保
冉琰
王治超
黄广全
肖莉明
许文林
应广祺
李世霖
谷豪东
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Chongqing University
Original Assignee
Chongqing University
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Chongqing University filed Critical Chongqing University
Priority to CN201910882028.5A priority Critical patent/CN110597177B/en
Publication of CN110597177A publication Critical patent/CN110597177A/en
Application granted granted Critical
Publication of CN110597177B publication Critical patent/CN110597177B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B19/00Programme-control systems
    • G05B19/02Programme-control systems electric
    • G05B19/18Numerical control [NC], i.e. automatically operating machines, in particular machine tools, e.g. in a manufacturing environment, so as to execute positioning, movement or co-ordinated operations by means of programme data in numerical form
    • G05B19/19Numerical control [NC], i.e. automatically operating machines, in particular machine tools, e.g. in a manufacturing environment, so as to execute positioning, movement or co-ordinated operations by means of programme data in numerical form characterised by positioning or contouring control systems, e.g. to control position from one programmed point to another or to control movement along a programmed continuous path
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B19/00Programme-control systems
    • G05B19/02Programme-control systems electric
    • G05B19/18Numerical control [NC], i.e. automatically operating machines, in particular machine tools, e.g. in a manufacturing environment, so as to execute positioning, movement or co-ordinated operations by means of programme data in numerical form
    • G05B19/4097Numerical control [NC], i.e. automatically operating machines, in particular machine tools, e.g. in a manufacturing environment, so as to execute positioning, movement or co-ordinated operations by means of programme data in numerical form characterised by using design data to control NC machines, e.g. CAD/CAM
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B2219/00Program-control systems
    • G05B2219/30Nc systems
    • G05B2219/45Nc applications
    • G05B2219/45136Turning, lathe

Landscapes

  • Engineering & Computer Science (AREA)
  • Human Computer Interaction (AREA)
  • Manufacturing & Machinery (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • Numerical Control (AREA)

Abstract

本发明公开了一种基于精度映射的数控机床精度控制方法,采用直接传递的方式将数控机床总功能层的设计精度值映射到分功能层的设计精度值;采用特征根法将分功能层的设计精度值映射到主运动层的定位精度或重复定位精度值;采用模糊层次分析法和区间灰色系统理论将主运动层的定位精度或重复定位精度值映射到二级运动层的定位精度或重复定位精度值;采用基于灵敏度的精度映射方式将二级运动层的定位精度或重复定位精度值映射到元动作单元的运动精度值;然后在元动作单元层面进行精度控制,给出精度控制措施。本发明能够在已知机床整体精度设计要求的基础上,设计元动作单元的精度,并在元动作层对精度进行控制。

The invention discloses a CNC machine tool precision control method based on precision mapping. The design precision value of the general function layer of the CNC machine tool is mapped to the design precision value of the sub-function layer by means of direct transfer; the characteristic root method is used to map the design precision value of the sub-function layer The design accuracy value is mapped to the positioning accuracy or repeat positioning accuracy value of the main motion layer; the positioning accuracy or repeat positioning accuracy value of the main motion layer is mapped to the positioning accuracy or repeat positioning accuracy value of the secondary motion layer by using fuzzy analytic hierarchy process and interval gray system theory Positioning accuracy value; use sensitivity-based precision mapping to map the positioning accuracy or repeat positioning accuracy value of the second-level motion layer to the motion accuracy value of the meta-action unit; then perform precision control at the level of the meta-action unit, and give precision control measures. The invention can design the precision of the meta-action unit on the basis of the known overall precision design requirements of the machine tool, and control the precision at the meta-action layer.

Description

一种基于精度映射的数控机床精度控制方法A precision control method for CNC machine tools based on precision mapping

技术领域technical field

本发明涉及数控机床精度控制的改进,具体涉及一种基于精度映射的数控机床精度控制方法,属于数控机床技术领域。The invention relates to the improvement of precision control of numerical control machine tools, in particular to a precision control method of numerical control machine tools based on precision mapping, and belongs to the technical field of numerical control machine tools.

背景技术Background technique

数控机床是装备制造业的“工作母机”,一个国家机床行业的技术水平和产品质量,是衡量其装备制造业发展水平的重要标志。经过三十多年的发展,国产数控机床虽然取得了一定的进步,但是在机床加工精度方面,国产数控机床的加工精度往往比国外产品差一个数量级以上,精度不高不仅会影响加工零件的质量,而且会对数控机床本身的一些性能产生影响,所以对数控机床的精度进行控制是很有必要的。CNC machine tools are the "working machine" of the equipment manufacturing industry. The technical level and product quality of a country's machine tool industry are important symbols to measure the development level of its equipment manufacturing industry. After more than 30 years of development, although domestic CNC machine tools have made some progress, in terms of machining accuracy, the machining accuracy of domestic CNC machine tools is often an order of magnitude worse than that of foreign products. Low precision will not only affect the quality of processed parts , and will affect some properties of the CNC machine tool itself, so it is necessary to control the accuracy of the CNC machine tool.

目前,数控机床的加工精度控制方法主要分为以下五种:1、数控机床自身误差的控制;2、数控机床加工工艺误差的控制;3、数控机床加工定位误差的控制;4、对气温及工艺系统热变形影响加工精度的控制;5、对步进电机与数控机床共振影响加工精度的控制。这些加工精度控制方法大都是在机床的制造和使用阶段进行控制,没有在机床的设计过程中对精度进行控制,属于一种事后控制方法,不能从源头上对数控机床的精度进行很好地控制。At present, the machining accuracy control methods of CNC machine tools are mainly divided into the following five types: 1. The control of the error of the CNC machine tool itself; 2. The control of the machining process error of the CNC machine tool; 3. The control of the positioning error of the CNC machine tool; The thermal deformation of the process system affects the control of the machining accuracy; 5. The control of the resonance of the stepper motor and the CNC machine tool affects the machining accuracy. Most of these machining accuracy control methods are controlled during the manufacturing and use stages of the machine tool. The accuracy is not controlled during the design process of the machine tool. It belongs to a post-event control method and cannot control the accuracy of the CNC machine tool from the source. .

发明内容Contents of the invention

针对现有数控机床精度控制方法主要是一种事后控制方法,没有从源头上对数控机床精度进行控制的不足,本发明的目的在于提出一种基于精度映射的数控机床精度控制方法,本方法在设计阶段即对数控机床的精度进行控制,从而达到从源头上控制数控机床精度的目的,以实现更好的精度控制。In view of the fact that the existing CNC machine tool precision control method is mainly an after-the-fact control method, and there is no shortage of controlling the CNC machine tool precision from the source, the purpose of this invention is to propose a CNC machine tool precision control method based on precision mapping. The design stage is to control the precision of CNC machine tools, so as to achieve the purpose of controlling the precision of CNC machine tools from the source, so as to achieve better precision control.

本发明的技术方案是这样实现的:Technical scheme of the present invention is realized like this:

一种基于精度映射的数控机床精度控制方法,先获取数控机床总功能的设计精度,然后将数控机床总功能的设计精度值逐层往下映射,直到映射到元动作单元所在层级,从而得到各元动作单元需要的运动精度,最后对元动作单元进行精度控制以满足其需要的运动精度,从而实现数控机床精度控制。A precision control method for CNC machine tools based on precision mapping. Firstly, the design precision of the general function of the CNC machine tool is obtained, and then the design precision value of the general function of the CNC machine tool is mapped down layer by layer until it is mapped to the level of the meta-action unit, so that each The motion precision required by the meta-action unit, and finally the precision control of the meta-action unit is carried out to meet the required motion precision, so as to realize the precision control of the CNC machine tool.

其中,元动作单元精度影响因素包括元动作单元零件的尺寸精度、位置精度以及装配精度;在设计过程中,从这三个方面入手,针对不同的元动作单元,给出对应的精度控制措施即可。Among them, the factors affecting the accuracy of the meta-action unit include the dimensional accuracy, position accuracy and assembly accuracy of the parts of the meta-action unit; in the design process, starting from these three aspects, the corresponding precision control measures are given for different meta-action units. Can.

具体地,本发明采用如下步骤将总功能的设计精度值映射到元动作单元:Specifically, the present invention uses the following steps to map the design accuracy value of the total function to the meta-action unit:

A、按照“功能-运动-动作”模式对数控机床进行结构化分解,分解为总功能层、分功能层、主运动层、二级运动层和元动作单元层五个层级,根据结构化分解模型建立数控机床精度瀑布映射链模型;A. Structurally decompose the CNC machine tool according to the "function-movement-action" mode, and decompose it into five levels: total function layer, sub-function layer, main motion layer, secondary motion layer and meta-action unit layer, according to the structural decomposition The model establishes the precision waterfall mapping chain model of CNC machine tools;

B、根据客户需求提取数控机床总功能层的设计精度值DPTF,总功能层到分功能层的精度映射采用直接传递的方式,即分功能层各分功能的设计精度值均等于总功能的设计精度值,从而得到分功能层的设计精度矩阵为DPF=(DPTF,DPTF,…,DPTF)tB. Extract the design accuracy value DP TF of the general function layer of the CNC machine tool according to customer needs, and the precision mapping from the total function layer to the sub-function layer adopts the method of direct transfer, that is, the design accuracy value of each sub-function in the sub-function layer is equal to the total function Design precision value, thus obtain the design precision matrix of sub-functional layer as DP F = (DP TF , DP TF ,..., DP TF ) t ;

式中:t表示该数控机床具有t个分功能;In the formula: t means that the CNC machine tool has t sub-functions;

C、分功能层到主运动层的精度映射先考虑各主运动相对于某个分功能Fx精度要求的高低,采用特征根法计算得到某分功能Fx下的主运动权重向量然后按权分配将该分功能Fx的设计精度值映射到其对应的主运动层的定位精度或重复定位精度C. The accuracy mapping from the sub-function layer to the main motion layer first considers the accuracy requirements of each main motion relative to a certain sub-function F x , and uses the characteristic root method to calculate the main motion weight vector under a certain sub-function F x Then map the design accuracy value of the sub-function Fx to the positioning accuracy or repeat positioning accuracy of the corresponding main motion layer according to the weight distribution which is

采用相同的方式得到考虑精度要求的其他分功能下的主运动层的定位精度或重复定位精度,然后进行对比,每个主运动层选用精度高的,从而得到考虑精度要求的主运动层定位精度或重复定位精度矩阵 Use the same method to obtain the positioning accuracy or repeat positioning accuracy of the main motion layer under other sub-functions considering the accuracy requirements, and then compare them. Each main motion layer is selected with high precision, so as to obtain the positioning accuracy of the main motion layer considering the accuracy requirements or repeat positioning accuracy matrix

然后考虑各主运动部件结构的复杂性,采用特征根法CRM计算得到考虑部件结构复杂性的主运动层的权重向量为然后按照下式计算,得到考虑部件结构复杂性的主运动层定位精度或重复定位精度矩阵 Then, considering the complexity of the structure of each main moving part, the weight vector of the main moving layer considering the complexity of the part structure is calculated by using the characteristic root method CRM as Then calculate according to the following formula to obtain the main motion layer positioning accuracy or repeat positioning accuracy matrix considering the complexity of the component structure

最后将进行比较,每个主运动层选择精度要求高的,从而得到主运动层的定位精度或重复定位精度矩阵SPPMFinally will and For comparison, each main motion layer selects the one with high precision requirements, so as to obtain the positioning accuracy or repeat positioning accuracy matrix SP PM of the main motion layer;

D、主运动层到二级运动层的精度映射考虑各二级运动结构的复杂性,即二级运动之间的结构耦合对映射过程的影响,采用模糊层次分析法和区间灰色系统理论计算得到某主运动Mi下的二级运动层映射权重向量为再通过下面的公式将该主运动Mi的定位精度或重复定位精度映射得到对应的二级运动层的定位精度或重复定位精度 D. The precision mapping from the main motion layer to the secondary motion layer considers the complexity of each secondary motion structure, that is, the influence of the structural coupling between the secondary motions on the mapping process, and is calculated by fuzzy analytic hierarchy process and interval gray system theory The weight vector of secondary motion layer mapping under a certain main motion M i is Then the positioning accuracy or repeat positioning accuracy of the main motion M i is determined by the following formula Mapping to obtain the positioning accuracy or repeat positioning accuracy of the corresponding secondary motion layer

然后采用相同的映射方式计算其他主运动下的二级运动层的定位精度或重复定位精度值,最后整合为所有二级运动层的定位精度或重复定位精度矩阵SPSMThen use the same mapping method to calculate the positioning accuracy or repeat positioning accuracy values of the secondary motion layers under other main motions, and finally integrate them into the positioning accuracy or repeat positioning accuracy matrix SP SM of all secondary motion layers;

E、二级运动层到元动作单元层的精度映射考虑到各元动作单元之间是一种链型结构,根据二级运动定位精度或重复定位精度相对于元动作链中各元动作单元精度的灵敏度,采用下式计算得到各元动作单元的精度;E. The accuracy mapping from the second-level motion layer to the meta-action unit layer. Considering that there is a chain structure between the meta-action units, according to the accuracy of the second-level motion positioning accuracy or repeat positioning accuracy relative to the accuracy of each meta-action unit in the meta-action chain The sensitivity of each element action unit is calculated by the following formula;

式中:P(Ak)为二级运动Mic下第k个元动作单元精度;P(Mic)指的是二级运动Mic的精度值,m表示二级运动Mic包括m个元动作单元;Pk(Mic)为二级运动Mic针对第k个元动作单元的定位精度或重复定位精度分量;ΔFk(Mic)为二级运动Mic针对第k个元动作单元的定位误差或重复定位误差分量;Zpk为二级运动定位精度或重复定位精度对元动作单元运动精度的灵敏度;Zk为二级运动定位误差或重复定位误差分量与元动作单元运动误差的变化系数;In the formula: P(A k ) is the accuracy of the kth meta-action unit under the secondary motion M ic ; P(M ic ) refers to the precision value of the secondary motion M ic , and m means that the secondary motion M ic includes m meta-action unit; P k (M ic ) is the positioning accuracy or repeatability component of the second-level motion M ic for the k-th meta-action unit; ΔF k (M ic ) is the k-th meta-action for the second-level motion M ic The positioning error or repetitive positioning error component of the unit; Z pk is the sensitivity of the secondary motion positioning accuracy or repetitive positioning accuracy to the motion accuracy of the meta-action unit; Z k is the secondary motion positioning error or repetitive positioning error component and the motion error of the meta-action unit coefficient of variation;

从而得到某二级运动Mic下的所有元动作单元精度构成的精度矩阵 In this way, the precision matrix formed by the precision of all meta-action units under a certain level-2 motion M ic can be obtained

最后将所有二级运动下的元动作单元精度矩阵进行整合,即得到所有元动作单元精度构成的精度矩阵SPMAFinally, the meta-action unit precision matrix under all secondary motions After the integration, the precision matrix SP MA formed by the precision of all meta-action units is obtained.

本发明元动作单元分为移动元动作单元和转动元动作单元两大类,移动元动作单元的精度值为单元执行件运动的直线度,转动元动作单元的精度值为单元执行件的回转精度。The unit action unit of the present invention is divided into two categories: the moving unit action unit and the rotation unit action unit. The precision of the movement unit action unit is the straightness of the movement of the unit actuator, and the precision value of the rotation unit action unit is the rotation accuracy of the unit execution unit. .

相比现有技术,本发明具有如下有益效果:Compared with the prior art, the present invention has the following beneficial effects:

本发明在设计阶段即对数控机床的精度进行控制,在已知机床整体精度设计要求的基础上,通过层层分解,最终推演出元动作单元的精度,将这个精度值作为实际控制目标,并采取相应控制措施来保障元动作单元的精度值,从而达到从源头上控制数控机床精度的目的,实现更好的精度控制。In the design stage, the present invention controls the precision of the CNC machine tool. On the basis of the known overall precision design requirements of the machine tool, through layer-by-layer decomposition, the precision of the element action unit is finally deduced, and this precision value is used as the actual control target, and Take corresponding control measures to ensure the precision value of the element action unit, so as to achieve the purpose of controlling the precision of CNC machine tools from the source and achieve better precision control.

附图说明Description of drawings

图1为本发明基于精度映射的数控机床精度控制方法实施流程图。Fig. 1 is a flow chart of the implementation of the accuracy control method of the CNC machine tool based on the accuracy mapping in the present invention.

图2为数控机床FMA结构化分解模型。Figure 2 is the FMA structured decomposition model of the CNC machine tool.

图3为数控机床精度瀑布映射链模型。Fig. 3 is the cascade mapping chain model of CNC machine tool precision.

图4为映射耦合对结构层次量化模型。Figure 4 shows the quantitative model of mapping coupling to structure hierarchy.

图5为四种白化权函数的函数图。FIG. 5 is a function graph of four whitening weight functions.

图3中,TF-总功能层;F-分功能层;PM-主运动层;SM-二级运动层;MA-元动作单元层;DPTF-总功能设计精度;DPF-分功能设计精度矩阵;SPPM-主运动定位精度或重复定位精度矩阵;SPSM-二级运动定位精度或重复定位精度矩阵;MPMA-元动作运动精度矩阵。In Figure 3, TF-total functional layer; F-sub-functional layer; PM-main motor layer; SM-secondary motor layer; MA-meta-action unit layer; DP TF -total function design accuracy; DP F -divided function design Precision Matrix; SP PM - Primary Motion Positioning Accuracy or Repeatability Matrix; SP SM - Secondary Motion Positioning Accuracy or Repeatability Matrix; MP MA - Metamotion Motion Precision Matrix.

具体实施方式Detailed ways

本发明基于精度映射的数控机床精度控制方法,其总体思路为:先获取数控机床总功能的设计精度,然后将数控机床总功能的设计精度值逐层往下映射,直到映射到元动作单元所在层级,从而得到各元动作单元需要的运动精度,最后对元动作单元进行精度控制以满足其需要的运动精度,从而实现数控机床精度控制。The precision control method of CNC machine tools based on precision mapping in the present invention has the general idea as follows: first obtain the design precision of the general function of the CNC machine tool, and then map the design precision value of the general function of the CNC machine tool down layer by layer until it is mapped to where the element action unit is located. Level, so as to obtain the motion accuracy required by each element action unit, and finally perform precision control on the element action unit to meet the required motion accuracy, thereby realizing the precision control of the CNC machine tool.

本发明具体采用如下步骤将总功能的设计精度值映射到元动作单元,实施流程可以参见图1。The present invention specifically adopts the following steps to map the design accuracy value of the total function to the meta-action unit, and the implementation process can be referred to in FIG. 1 .

A、按照“功能-运动-动作”(Function-Motion-Action,FMA)模式对数控机床进行结构化分解,分解为总功能层、分功能层、主运动层、二级运动层和元动作单元层五个层级,图2为数控机床FMA结构化分解模型示意图,根据FMA结构化分解模型建立数控机床精度瀑布映射链模型;图3为数控机床精度瀑布映射链模型示意图;表1为精度瀑布映射链模型各层精度指标说明;A. Structurally decompose the CNC machine tool according to the "Function-Motion-Action" (Function-Motion-Action, FMA) model, and decompose it into the total functional layer, sub-functional layer, main motion layer, secondary motion layer and meta-action unit There are five layers. Figure 2 is a schematic diagram of the FMA structural decomposition model of CNC machine tools. According to the FMA structured decomposition model, the precision waterfall mapping chain model of CNC machine tools is established; Figure 3 is a schematic diagram of the precision waterfall mapping chain model of CNC machine tools; Table 1 is the precision waterfall mapping Description of the accuracy indicators of each layer of the chain model;

表1精度瀑布映射链模型各层精度指标说明Table 1 Description of the precision indicators of each layer of the precision waterfall mapping chain model

B、根据客户需求提取数控机床总功能层的设计精度值DPTF,总功能层到分功能层的精度映射采用直接传递的方式,即分功能层各分功能的设计精度值均等于总功能的设计精度值,从而得到分功能层的设计精度矩阵为DPF=(DPTF,DPTF,…,DPTF)tB. Extract the design accuracy value DP TF of the general function layer of the CNC machine tool according to customer needs, and the precision mapping from the total function layer to the sub-function layer adopts the method of direct transfer, that is, the design accuracy value of each sub-function in the sub-function layer is equal to the total function Design precision value, thus obtain the design precision matrix of sub-functional layer as DP F = (DP TF , DP TF ,..., DP TF ) t ;

式中:t表示该数控机床的t个分功能;In the formula: t represents t sub-functions of the CNC machine tool;

C、分功能层到主运动层的精度映射先考虑各主运动相对于某个分功能Fx精度要求的高低,采用特征根法(Characteristic Root Method,CRM)计算得到某分功能Fx下的主运动权重向量然后按权分配将该分功能Fx的设计精度值映射到其对应的主运动层的定位精度或重复定位精度C. The accuracy mapping from the sub-function layer to the main motion layer first considers the accuracy requirements of each main motion relative to a certain sub-function F x , and uses the characteristic root method (Characteristic Root Method, CRM) to calculate the accuracy under a certain sub-function F x main motion weight vector Then map the design accuracy value of the sub-function Fx to the positioning accuracy or repeat positioning accuracy of the corresponding main motion layer according to the weight distribution which is

采用相同的方式得到考虑精度要求的其他分功能下的主运动层的定位精度或重复定位精度,然后进行对比,每个主运动层选用精度高的,从而得到考虑精度要求的主运动层定位精度或重复定位精度矩阵 Use the same method to obtain the positioning accuracy or repeat positioning accuracy of the main motion layer under other sub-functions considering the accuracy requirements, and then compare them. Each main motion layer is selected with high precision, so as to obtain the positioning accuracy of the main motion layer considering the accuracy requirements or repeat positioning accuracy matrix

然后考虑各主运动部件结构的复杂性,采用特征根法CRM计算得到考虑部件结构复杂性的主运动层的权重向量为然后按照下式计算,得到考虑部件结构复杂性的主运动层定位精度或重复定位精度矩阵 Then, considering the complexity of the structure of each main moving part, the weight vector of the main moving layer considering the complexity of the part structure is calculated by using the characteristic root method CRM as Then calculate according to the following formula to obtain the main motion layer positioning accuracy or repeat positioning accuracy matrix considering the complexity of the component structure

最后将进行比较,每个主运动层选择精度要求高的,从而得到主运动层的定位精度或重复定位精度矩阵SPPMFinally will and For comparison, each main motion layer selects the one with high precision requirements, so as to obtain the positioning accuracy or repeat positioning accuracy matrix SP PM of the main motion layer;

D、主运动层到二级运动层的精度映射考虑各二级运动结构的复杂性,即二级运动之间的结构耦合对映射过程的影响,采用模糊层次分析法(Fuzzy Analytic HierarchyProcess,FAHP)和区间灰色系统理论(Interval Grey System Theory,IGST)计算得到某主运动Mi下的二级运动层映射权重向量为再通过下面的公式就可以将该主运动Mi的定位精度或重复定位精度映射得到对应的二级运动层的定位精度或重复定位精度 D. The precision mapping from the main motion layer to the secondary motion layer considers the complexity of each secondary motion structure, that is, the influence of the structural coupling between the secondary motions on the mapping process, and adopts Fuzzy Analytic Hierarchy Process (FAHP) and the interval gray system theory (Interval Gray System Theory, IGST) to calculate the secondary motion layer mapping weight vector under a certain main motion M i is Then the positioning accuracy or repeat positioning accuracy of the main motion M i can be obtained by the following formula Mapping to obtain the positioning accuracy or repeat positioning accuracy of the corresponding secondary motion layer

然后采用相同的映射方式计算其他主运动下的二级运动层的定位精度或重复定位精度值,最后整合为所有二级运动层的定位精度或重复定位精度矩阵SPSMThen use the same mapping method to calculate the positioning accuracy or repeat positioning accuracy values of the secondary motion layers under other main motions, and finally integrate them into the positioning accuracy or repeat positioning accuracy matrix SP SM of all secondary motion layers;

E、二级运动层到元动作单元层的精度映射考虑到各元动作单元之间是一种链型结构,根据二级运动定位精度或重复定位精度相对于元动作链中各元动作单元精度的灵敏度,采用下式计算得到各元动作单元的精度;E. The accuracy mapping from the second-level motion layer to the meta-action unit layer. Considering that there is a chain structure between the meta-action units, according to the accuracy of the second-level motion positioning accuracy or repeat positioning accuracy relative to the accuracy of each meta-action unit in the meta-action chain The sensitivity of each element action unit is calculated by the following formula;

式中:P(Ak)为二级运动Mic下第k个元动作单元精度;P(Mic)指的是二级运动Mic的精度值,m表示二级运动Mic包括m个元动作单元;Pk(Mic)为二级运动Mic针对第k个元动作单元的定位精度或重复定位精度分量;ΔFk(Mic)为二级运动Mic针对第k个元动作单元的定位误差或重复定位误差分量;Zpk为二级运动定位精度或重复定位精度对元动作单元运动精度的灵敏度;Zk为二级运动定位误差或重复定位误差分量与元动作单元运动误差的变化系数;In the formula: P(A k ) is the accuracy of the kth meta-action unit under the secondary motion M ic ; P(M ic ) refers to the precision value of the secondary motion M ic , and m means that the secondary motion M ic includes m meta-action unit; P k (M ic ) is the positioning accuracy or repeatability component of the second-level motion M ic for the k-th meta-action unit; ΔF k (M ic ) is the k-th meta-action for the second-level motion M ic The positioning error or repetitive positioning error component of the unit; Z pk is the sensitivity of the secondary motion positioning accuracy or repetitive positioning accuracy to the motion accuracy of the meta-action unit; Z k is the secondary motion positioning error or repetitive positioning error component and the motion error of the meta-action unit coefficient of variation;

从而得到某二级运动Mic下的所有元动作单元精度构成的精度矩阵 In this way, the precision matrix formed by the precision of all meta-action units under a certain level-2 motion M ic can be obtained

最后将所有二级运动下的元动作单元精度矩阵进行整合,即得到所有元动作单元精度构成的精度矩阵ΜPMAFinally, the meta-action unit precision matrix under all secondary motions After the integration, the precision matrix MP MA formed by the precision of all meta-action units is obtained.

通过以上四步的映射,就可以将整机的设计精度映射到元动作单元层,得到元动作单元的设计输入,从而建立整机精度的映射机制。Through the mapping of the above four steps, the design accuracy of the whole machine can be mapped to the meta-action unit layer, and the design input of the meta-action unit can be obtained, so as to establish the mapping mechanism of the whole machine precision.

元动作单元分为移动元动作单元和转动元动作单元两大类,其中移动元动作单元的精度值为单元执行件运动的直线度,转动元动作单元的精度值为单元执行件的回转精度。不论是移动还是转动,单元执行件的精度都是由组成零件的尺寸精度、位置精度以及装配精度来共同保证,在设计过程中,从这三个方面入手,针对不同的元动作单元,给出不同的精度控制措施。The meta-action unit is divided into two categories: the mobile meta-action unit and the rotational meta-action unit. The precision of the mobile meta-action unit is the straightness of the motion of the unit actuator, and the precision of the rotational meta-action unit is the rotation accuracy of the unit actuator. Whether it is moving or rotating, the accuracy of the unit actuator is jointly guaranteed by the dimensional accuracy, position accuracy and assembly accuracy of the component parts. In the design process, starting from these three aspects, for different meta-action units, given Different precision control measures.

元动作单元主要的精度控制措施为:The main precision control measures of the meta-action unit are:

1、根据装配特点选择合适的装配方法。不同的元动作单元,其组成零件不同,装配的特点不相同,导致装配的方式也不相同,所以需要根据装配特点选择合适的装配方法。1. Select the appropriate assembly method according to the assembly characteristics. Different meta-action units have different component parts and different assembly characteristics, resulting in different assembly methods. Therefore, it is necessary to choose an appropriate assembly method according to the assembly characteristics.

2、选择合适的装配基准。在设计的过程中,选择不同的装配基准,元动作单元的执行件的精度值也不相同,所以应该选择合适的装配基准,从而使得元动作单元的装配误差最小。2. Select the appropriate assembly benchmark. In the design process, the accuracy of the actuators of the meta-action unit is different when different assembly datums are selected, so an appropriate assembly datum should be selected to minimize the assembly error of the meta-action unit.

3、设计合理的加工余量。为保证各组成零件的尺寸精度能够达到要求,需要根据零件的加工方式和材料,给各个零件分配合理的加工余量。3. Design a reasonable machining allowance. In order to ensure that the dimensional accuracy of each component part can meet the requirements, it is necessary to allocate a reasonable machining allowance to each part according to the processing method and material of the part.

4、对各零件的尺寸公差进行合理的分配。根据设计要求,建立每一个零件的工艺尺寸链,然后根据工艺尺寸链对零件的尺寸误差进行合理的分配,从而保证各个零件的尺寸精度都能达到要求。4. Reasonably allocate the dimensional tolerances of each part. According to the design requirements, the process size chain of each part is established, and then the dimensional errors of the parts are reasonably distributed according to the process size chain, so as to ensure that the dimensional accuracy of each part can meet the requirements.

本发明分为精度映射和精度控制两个过程。The present invention is divided into two processes of precision mapping and precision control.

精度映射过程是根据精度瀑布映射链模型将数控机床整机的设计精度映射到元动作单元,整个映射的过程分为四步:The precision mapping process is to map the design precision of the CNC machine tool to the meta-action unit according to the precision waterfall mapping chain model. The whole mapping process is divided into four steps:

TF-F层的映射。采用直接传递的方式将总功能的设计精度值映到分功能层,有利于把整机精度设计目标进行分解,从而得到各分功能的设计精度值;Mapping of TF-F layers. The design accuracy value of the overall function is reflected to the sub-function layer by direct transfer, which is beneficial to decompose the design target of the accuracy of the whole machine, so as to obtain the design accuracy value of each sub-function;

F-P层的映射。采用特征根的方式将各分功能的设计精度值映射到主运动层,在整个映射的过程中考虑了各分功能之间存在共用主运动的情况以及各主运动部件结构的复杂性,将这两个因素考虑进去可以使映射的结果更加准确;Mapping of the F-P layer. The design accuracy value of each sub-function is mapped to the main motion layer in the way of characteristic root. In the whole mapping process, the situation of sharing the main motion among the sub-functions and the complexity of the structure of each main moving part are considered. Taking into account two factors can make the mapping results more accurate;

P-S层的映射。采用模糊层次分析法和区间灰色系统理论将主运动层的定位精度或重复定位精度映射到二级运动层,映射的过程中考虑了二级运动结构的复杂性(即二级运动之间的结构耦合关系)的影响,将耦合关系作为映射权重的影响因素,从而间接达到消除耦合关系对映射过程影响的效果;Mapping of the P-S layer. Using fuzzy analytic hierarchy process and interval gray system theory to map the positioning accuracy or repeated positioning accuracy of the main motion layer to the secondary motion layer, the complexity of the secondary motion structure is considered in the mapping process (that is, the structure between the secondary motion Coupling relationship), the coupling relationship is used as the influencing factor of the mapping weight, so as to indirectly achieve the effect of eliminating the influence of the coupling relationship on the mapping process;

S-A层的映射。采用灵敏度分配和等作用原理将二级运动的定位精度或重复定位精度映射到元动作单元,映射的过程中考虑到元动作单元之间是一种链型结构,采用上述方式进行映射,可以消除这种链型结构对精度映射的影响,从而使映射的结果更加准确。S-A layer mapping. The positioning accuracy or repetitive positioning accuracy of the secondary motion is mapped to the meta-action unit by using the principle of sensitivity distribution and equal action. During the mapping process, it is considered that there is a chain structure between the meta-action units. Using the above method for mapping can eliminate The impact of this chain structure on precision mapping makes the mapping result more accurate.

精度控制过程主要是根据前面映射得到的设计精度值,对元动作单元的精度进行控制,保证元动作单元的精度值在产品的全生命周期范围内都能维持在一个合格的范围,通过控制,所有元动作单元的精度值得到保证,那么整机的精度就能得到很好地保证。这种精度控制方法能够从源头上对数控机床整机的精度进行控制,减少了事后维修的次数,从而达到提高数控机床质量和可靠性的作用。The precision control process is mainly to control the precision of the meta-action unit based on the design precision value obtained from the previous mapping, so as to ensure that the precision value of the meta-action unit can be maintained in a qualified range within the entire life cycle of the product. Through control, If the precision values of all meta-action units are guaranteed, then the precision of the whole machine can be well guaranteed. This precision control method can control the precision of the CNC machine tool from the source, reducing the number of maintenance after the event, so as to improve the quality and reliability of the CNC machine tool.

为更好地理解本发明,下面以THM6380加工中心为控制对象按本发明所述控制方法进行精度控制,具体过程如下。In order to better understand the present invention, the following takes THM6380 machining center as the control object to carry out precision control according to the control method of the present invention, and the specific process is as follows.

1)对THM6380进行FMA结构化分解,该加工中心有钻F1、镗F2、铰F3、攻丝F4、铣F5和轮廓的粗、精加工F6等6个分功能,以铣削功能F5为例建立FMA结构化分解模型,并根据FMA结构化分解模型建立该加工中心的精度瀑布映射链模型。1) FMA structural decomposition of THM6380, the machining center has 6 sub-functions of drilling F 1 , boring F 2 , reaming F 3 , tapping F 4 , milling F 5 and contour roughing and finishing F 6 . The milling function F5 is taken as an example to establish the FMA structured decomposition model, and the accuracy waterfall mapping chain model of the machining center is established according to the FMA structured decomposition model.

2)从客户需求中提取的该加工中心总功能设计精度值DPTF,采用直接传递的方式得到分功能层的设计精度矩阵DPF=(DPTF,DPTF,DPTF,DPTF,DPTF,DPTF)。2) The total functional design accuracy value DP TF of the machining center extracted from the customer's requirements is directly transferred to obtain the design accuracy matrix DP F = (DP TF , DP TF , DP TF , DP TF , DP TF , DP TF ).

3)考虑分功能之间共用主运动的情况。以铣削功能F5为例,采用CRM计算得到F5下的主运动层映射权重由于CRM确定权重很普遍,这里就不再赘述。得到考虑共用主运动的F5下的主运动层的权重向量后,就可以将分功能F5的设计精度值映射到主运动层:3) Consider the case where the main motion is shared between sub-functions. Taking the milling function F 5 as an example, the main motion layer mapping weight under F 5 is calculated by using CRM Since it is common for CRM to determine weights, details will not be repeated here. Get the weight vector of the main motion layer under F 5 considering the shared main motion After that, the design accuracy value of sub-function F 5 can be mapped to the main motion layer:

式中:DPTF为分功能F5的设计精度值,为考虑共用主运动的F5下的主运动层的定位精度或重复定位精度矩阵。In the formula: DP TF is the design accuracy value of sub-function F 5 , It is the positioning accuracy or repeat positioning accuracy matrix of the main motion layer under F 5 considering the common main motion.

采用相同的方式可以得到其他分功能下的主运动层的定位精度或重复定位精度矩阵,然后进行对比,选用精度高的,从而得到考虑分功能共用主运动的主运动层定位精度或重复定位精度矩阵 In the same way, the positioning accuracy or repetitive positioning accuracy matrix of the main motion layer under other sub-functions can be obtained, and then compared, and the high-precision one is selected, so as to obtain the positioning accuracy or repetitive positioning accuracy of the main motor layer considering the sharing of the main motion by the sub-functions matrix

考虑各主运动部件结构复杂性的情况。此时整体考虑,不需要针对于某个分功能而言,采用CRM计算得到考虑部件结构复杂性的主运动层的权重向量为从而计算得到考虑部件结构复杂性的主运动层定位精度或重复定位精度向量 Consider the complexity of the structure of each main moving part. At this time, the overall consideration does not need to be specific to a certain sub-function. The weight vector of the main motion layer considering the complexity of the component structure is calculated by using CRM as In this way, the positioning accuracy or repeat positioning accuracy vector of the main motion layer is calculated considering the complexity of the component structure

式中:DPF为分功能层的设计精度值矩阵。In the formula: DP F is the design accuracy value matrix of the functional layer.

将这两种情况下各主运动的精度值进行比较,同样选择精度要求高的,最后得到主运动层的定位精度或重复定位精度矩阵SPPMComparing the accuracy values of the main motions in these two cases, select the one with high accuracy requirements, and finally obtain the positioning accuracy or repeat positioning accuracy matrix SP PM of the main motion layer.

4)将主运动层的定位精度或重复定位精度映射到二级运动层,考虑的是二级运动结构的复杂性(即结构耦合关系),整个映射过程分为两步:4) Map the positioning accuracy or repetitive positioning accuracy of the main motion layer to the secondary motion layer, considering the complexity of the secondary motion structure (that is, the structural coupling relationship). The whole mapping process is divided into two steps:

a、基于FAHP的结构耦合度计算。现假设某个主运动Mi的映射耦合对有m对,则映射耦合对集合为其中指的是主运动Mi的第m个映射耦合对。采用FAHP对映射耦合对进行量化的过程如下:a. Calculation of structural coupling degree based on FAHP. Assuming that there are m pairs of mapping coupling pairs for a certain main motion M i , then the set of mapping coupling pairs is in refers to the m- th mapped coupling pair of the main motion Mi. The process of quantifying mapping coupled pairs using FAHP is as follows:

①建立映射耦合对层次结构量化模型。对于映射耦合对的评价,建立的准则层包括H个指标,如耦合紧密性、耦合程度、耦合稳定性和耦合可靠性等,所以指标集U={u1,u2,u3,…uh},其中uh指的是第h个量化指标。量化过程中总共有W个专家,所有专家集V={v1,v2,v3,…vw},其中vw指的是第w个专家。建立的映射耦合对层次结构量化模型如图4所示。① Establish a quantitative model of mapping coupling pair hierarchy. For the evaluation of mapping coupled pairs, the established criterion layer includes H indicators, such as coupling tightness, coupling degree, coupling stability and coupling reliability, etc., so the index set U={u 1 , u 2 , u 3 ,...u h }, where u h refers to the hth quantitative index. There are a total of W experts in the quantization process, all expert sets V={v 1 , v 2 , v 3 ,...v w }, where v w refers to the wth expert. The established mapping coupling pair hierarchy quantization model is shown in Figure 4.

②建立FAHP量化矩阵语言标度。对于建立的这些指标,都是越高越好,所以根据1-9标度法将量化矩阵的语言标度分为9个等级,具体的模糊值分配如表2所示。②Establish the language scale of FAHP quantization matrix. For these established indicators, the higher the better, so the language scale of the quantization matrix is divided into 9 levels according to the 1-9 scale method, and the specific fuzzy value distribution is shown in Table 2.

③建立并综合专家量化矩阵。令专家vy认为映射耦合对对应满足h个指标要求的程度值表示如下:其中为三角模糊数(x=1,2…M;y=1,2…W;j=1,2…H),采用直觉模糊熵计算得到③Establish and synthesize the expert quantitative matrix. Let expert v y think that the mapping coupled pair The value corresponding to the degree of meeting the requirements of h indicators is expressed as follows: in It is a triangular fuzzy number (x=1,2...M; y=1,2...W; j=1,2...H), calculated by using intuitionistic fuzzy entropy

表2模糊层次分析法量化矩阵语言标度Table 2 Fuzzy AHP Quantification Matrix Linguistic Scale

专家权重G=(G1,G2,…,Gw),其中Gw指的是第w个专家的权重,其三角模糊加权平均公式为:Expert weight G=(G 1 , G 2 ,...,G w ), where G w refers to the weight of the wth expert, and its triangular fuzzy weighted average formula is:

式中:LTxhy指的是第y个专家认为映射耦合对对应满足第h个指标要求的程度值三角模糊数的第一个值,MTxhy,UTxhy分别为第二个值和第三个值。In the formula: LT xhy refers to the yth expert thinks that the mapping coupling pair Corresponding to the first value of the degree value triangular fuzzy number that meets the requirements of the h-th index, MT xhy and UT xhy are the second and third values respectively.

从而计算得到专家综合量化矩阵为:Thus, the expert comprehensive quantification matrix is calculated as:

式中:为加权平均后的三角模糊数值。In the formula: is the triangular fuzzy value after weighted average.

④进行层次单排序,得到映射耦合对量值。根据专家量化矩阵,映射耦合对bx i对应满足H个指标的综合重要性程度值为:④Perform hierarchical single sorting to obtain the value of the mapping coupling pair. According to the expert quantification matrix, the value of the comprehensive importance of mapping coupling pair b x i corresponding to H indicators is:

式中:Sx为综合重要程度值。In the formula: S x is the comprehensive importance value.

两个三角模糊数M1=(l1,m1,μ1)和M2=(l2,m2,μ2),M2≥M1的可能性的程度为:Two triangular fuzzy numbers M 1 =(l 1 ,m 11 ) and M 2 =(l 2 ,m 22 ), the degree of possibility of M 2 ≥M 1 is:

若存在(x,y),且x>y,则有V(M2≥M1)=1,其中M1和M2为凸函数,公式表示如下If (x,y) exists, and x>y, Then there is V(M 2 ≥M 1 )=1, where M 1 and M 2 are convex functions, and the formula is expressed as follows

一个凸模糊数比其余k个凸模糊数Mi(i=1,2,…,k)大的可能性程度为The probability that a convex fuzzy number is larger than the other k convex fuzzy numbers M i (i=1,2,...,k) is

V(M≥M1,M2,…,Mk)=V(M≥M1)∪V(M≥M2)∪V(M≥M3)…V(M≥Mk)=minV(M≥Mi)V(M≥M 1 , M 2 ,...,M k )=V(M≥M 1 )∪V(M≥M 2 )∪V(M≥M 3 )...V(M≥M k )=minV( M≥M i )

假设d'(Ax)=minV(Sx≥Sk),k=1,2,…,M;k≠i,Sx为综合重要程度值,Ax表示第x个映射耦合对,则各映射耦合对的量值为W'=(d'(A1),d'(A2),…,d'(Am))T,归一化后,最后的映射耦合对的量值为W=(d'(A1),d'(A2),…,d'(Am))T,即映射耦合度该映射耦合度即为两个二级运动之间的结构耦合度η。Suppose d'(A x )=minV(S x ≥S k ), k=1,2,...,M; k≠i, S x is the comprehensive importance value, A x represents the xth mapping coupling pair, then The magnitude of each mapping coupling pair is W'=(d'(A 1 ), d'(A 2 ),...,d'(A m )) T , after normalization, the magnitude of the final mapping coupling pair W=(d'(A 1 ), d'(A 2 ),...,d'(A m )) T , that is, the mapping coupling degree The mapping coupling degree is the structural coupling degree η between the two secondary motions.

b、基于IGST的映射权重计算。为了计算主运动Mi下的各二级运动Mic的映射权重,将结构耦合关系作为映射权重的影响因素,并通过得到的耦合度η计算出第c个二级运动映射权重影响因素的耦合权重b. IGST-based mapping weight calculation. In order to calculate the mapping weight of each secondary motion M ic under the main motion M i , the structural coupling relationship is used as the influencing factor of the mapping weight, and the coupling of the cth secondary motion mapping weight influencing factor is calculated by the obtained coupling degree η Weights

式中:指的是第c个二级运动的第k个影响因素的耦合权重,指的是第c个二级运动的第k个影响因素的耦合度。In the formula: refers to the coupling weight of the kth influencing factor of the cth secondary movement, Refers to the coupling degree of the kth influencing factor of the cth secondary motion.

为了避免出现映射权重为零的情况,采用熵权法对耦合权重进行修正,计算过程如下:In order to avoid the situation where the mapping weight is zero, the entropy weight method is used to correct the coupling weight, and the calculation process is as follows:

式中:dck为第k个影响因素下第c个二级运动的判断值;fck为第c个二级运动的第k个影响因素的比重;Hk为第k个影响因素的熵值。In the formula: d ck is the judgment value of the c-th secondary motion under the k-th influencing factor; f ck is the proportion of the k-th influencing factor of the c-th secondary motion; H k is the entropy of the k-th influencing factor value.

根据上面的式子可以求得各映射权重影响因素的修正值熵权βkAccording to the above formula, the correction value entropy weight β k of each mapping weight influencing factor can be obtained:

式中:K为第c个二级运动影响因素总个数;In the formula: K is the total number of the cth secondary sports influencing factors;

则最终映射权重影响因素的权重为:Then the weight of the final mapping weight influencing factor is:

式中:为第c个二级运动的第k个影响因素的权重,为第c个二级运动的第k个影响因素的修正值熵权。In the formula: is the weight of the kth influencing factor of the cth secondary movement, is the correction value entropy weight of the kth influencing factor of the cth secondary motion.

令第l位专家对第c个二级运动映射权重的影响因素的评估矩阵耦合关系会对映射权重产生影响,评估影响程度所属灰类集合记为X={x1,x2,…,xh},将这种影响程度分为四种,分别是高,较高,一般和低,即h=4,X={x1,x2,x3,x4}={高,较高,一般,低}。结合IGST,就可以求属于第s类的权值s=1~4,采用的方法就是白化权函数。图5(a)和5(b)就是四种白化权函数的函数图,图中P为第一类下限,G为第二类中限,Q为第三类中限,Z为第四类上限,且令{P,G,Q,Z}={9,7,5,2},从图中可得到各类白化权函数的计算公式。Let the evaluation matrix of the influence factors of the l-th expert on the c-th secondary motion mapping weight The coupling relationship will have an impact on the mapping weight, and the gray class set to which the evaluation influence degree belongs is recorded as X={x 1 , x 2 ,…, x h }, and this influence degree is divided into four types, namely high, relatively high, Average and low, ie h=4, X={x 1 , x 2 , x 3 , x 4 }={high, higher, average, low}. Combined with IGST, you can find Weights belonging to class s s=1~4, the method adopted is the whitening weight function. Figures 5(a) and 5(b) are the function diagrams of four whitening weight functions. In the figure, P is the lower limit of the first category, G is the middle limit of the second category, Q is the middle limit of the third category, and Z is the fourth category upper limit, and let {P, G, Q, Z}={9, 7, 5, 2}, the calculation formulas of various whitening weight functions can be obtained from the figure.

①灰数其计算公式为:① gray number Its calculation formula is:

式中:为第l位专家对第c个二级运动映射权重的第k个影响因素的评估值;属于第s类的权值。In the formula: is the evaluation value of the kth influencing factor of the cth secondary motion mapping weight by the lth expert; for The weights belonging to the sth class.

②灰数其计算公式为:② gray number Its calculation formula is:

③灰数其计算公式为:③ gray number Its calculation formula is:

④灰数其计算公式为:④ gray number Its calculation formula is:

得到在第s灰类的权值后,进而可以求出判断矩阵的灰色统计数ncs和总的灰色统计数ncget The weight of the sth gray class Finally, the gray statistics n cs and the total gray statistics n c of the judgment matrix can be obtained;

综合L位专家对各二级运动的评估值,对于第c个二级运动,映射权重影响因素k属于第s灰类评估权值为从而可以得到第c个二级运动的灰色评估矩阵为:Based on the evaluation values of L experts for each secondary movement, for the c-th secondary movement, the mapping weight influencing factor k belongs to the s-th gray class evaluation weight is Thus, the gray evaluation matrix of the cth secondary motion can be obtained as:

第c个二级运动的灰色评估矩阵R(c)和映射权重影响因素的权重向量β(c)确定之后,就可以得到第c个二级运动的综合灰色评估值:After the gray evaluation matrix R (c) of the c-th secondary motion and the weight vector β (c) of the mapping weight influencing factors are determined, the comprehensive gray evaluation value of the c-th secondary motion can be obtained:

Z(c)=w(c)·R(c)·DT Z (c) = w (c) R (c) D T

式中:Z(c)为第c个二级运动的综合灰色评估值,DT为该四级评估法所对应的值,D={P,G,Q,Z}={9,7,5,2},w(c)为第c个二级运动影响因素的权重向量。In the formula: Z (c) is the comprehensive gray evaluation value of the cth two-level movement, D T is the value corresponding to the four-level evaluation method, D={P, G, Q, Z}={9, 7, 5, 2}, w (c) is the weight vector of the cth secondary motion influencing factor.

按照相同的方式就可以得到主运动Mi下的其他二级运动的综合灰色评估值,那么每个二级运动的映射权重为In the same way, the comprehensive gray evaluation value of other secondary motions under the main motion M i can be obtained, then the mapping weight of each secondary motion is

式中为主运动Mi下的第c个二级运动的权重值。In the formula The weight value of the cth secondary motion under the main motion Mi.

从而可以得到主运动Mi下的二级运动层映射权重向量为按权分配将主运动Mi的定位精度或重复定位精度映射到二级运动运动层:Thus, the weight vector of the secondary motion layer mapping under the main motion M i can be obtained as Map the positioning accuracy or repeated positioning accuracy of the main motion Mi to the secondary motion motion layer according to the weight distribution:

式中:为主运动Mi下的二级运动层定位精度或重复定位精度矩阵,为主运动Mi的定位精度或重复定位精度值。In the formula: The positioning accuracy or repeatability matrix of the secondary motion layer under the main motion M i , The positioning accuracy or repeat positioning accuracy value of the main motion M i .

然后采用相同的映射方式计算其他主运动下的二级运动层的定位精度或重复定位精度值,最后整合为所有二级运动层的定位精度或重复定位精度矩阵SPSMThen use the same mapping method to calculate the positioning accuracy or repeat positioning accuracy values of the secondary motion layers under other main motions, and finally integrate them into the positioning accuracy or repeat positioning accuracy matrix SP SM of all secondary motion layers.

5)将二级运动层的定位精度或重复定位精度映射到元动作单元层,考虑的是元动作单元之间是一种链型结构。现以某个二级运动Mic为例来进行精度映射,该二级运动包括m个元动作单元,建立精度数学模型为:5) Map the positioning accuracy or repetitive positioning accuracy of the second-level motion layer to the meta-action unit layer, considering that there is a chain structure between the meta-action units. Now take a certain secondary motion M ic as an example to perform precision mapping. The secondary motion includes m meta-action units, and the mathematical model of precision is established as follows:

灵敏度指的是机械系统在稳定的状态下,系统的设计输出与设计输入的变化量之比。将二级运动定位精度或重复定位精度P(Mic)作为设计输出,各元动作单元的精度P(Ak)作为设计输入,那么二级运动Mic的定位精度或重复定位精度P(Mic)对元动作单元精度P(Ak)的灵敏度Zpk为:Sensitivity refers to the ratio of the change in the design output of the system to the design input in a stable state of the mechanical system. Taking the secondary motion positioning accuracy or repetitive positioning accuracy P(M ic ) as the design output, and the accuracy P(A k ) of each element action unit as the design input, then the positioning accuracy or repetitive positioning accuracy of the secondary motion M ic P(M ic ) The sensitivity Z pk to the precision P(A k ) of the meta-action unit is:

将二级运动层的定位精度或重复定位精度映射到元动作单元,根据等作用原理,采用基于灵敏度的分配方式。等作用法则是在进行精度分配的时候,使二级运动的定位精度或重复定位精度变化量与各元动作单元的精度变化量满足如下关系:Map the positioning accuracy or repetitive positioning accuracy of the second-level motor layer to the meta-action unit, and adopt a sensitivity-based allocation method according to the principle of equal action. The principle of equal action is to make the positioning accuracy or repeat positioning accuracy variation of the secondary motion and the accuracy variation of each element action unit satisfy the following relationship when performing precision allocation:

根据等作用原理,二级运动定位精度或重复定位精度P(Mic)与各元动作单元的精度P(Ak)、P(Ak+1)、…、P(Ak+m-1)之间应该满足如下关系:According to the principle of equal action, the secondary motion positioning accuracy or repeat positioning accuracy P(M ic ) is related to the accuracy of each element action unit P(A k ), P(A k+1 ),...,P(A k+m-1 ) should satisfy the following relationship:

(ZPkP(Ak))2≈(ZP(k+1)P(Ak+1))2≈…≈(ZP(k+m-1)P(Ak+m-1))2 (Z Pk P(A k )) 2 ≈(Z P(k+1) P(A k+1 )) 2 ≈…≈(Z P(k+m-1) P(A k+m-1 ) ) 2

(P(Mic))2=(ZPkP(Ak))2+(ZP(k+1)P(Ak+1))2+…+(ZP(k+m-1)P(Ak+m-1))2 (P(M ic )) 2 =(Z Pk P(A k )) 2 +(Z P(k+1) P(A k+1 )) 2 +…+(Z P(k+m-1) P(A k+m-1 )) 2

所以对二级运动的定位精度或重复定位精度进行映射的时候,各元动作单元的精度P(Ak)须满足:Therefore, when mapping the positioning accuracy or repetitive positioning accuracy of the secondary motion, the accuracy P(A k ) of each element action unit must satisfy:

式中:P(Ak)为二级运动Mic下第k个元动作单元精度;P(Mic)指的是二级运动Mic的精度值,m表示二级运动Mic包括m个元动作单元;Pk(Mic)为二级运动Mic针对第k个元动作单元的定位精度或重复定位精度分量;ΔFk(Mic)为二级运动Mic针对第k个元动作单元的定位误差或重复定位误差分量;Zpk为二级运动定位精度或重复定位精度对元动作单元运动精度的灵敏度;Zk为二级运动定位误差或重复定位误差分量与元动作单元运动误差的变化系数;In the formula: P(A k ) is the accuracy of the kth meta-action unit under the secondary motion M ic ; P(M ic ) refers to the precision value of the secondary motion M ic , and m means that the secondary motion M ic includes m meta-action unit; P k (M ic ) is the positioning accuracy or repeatability component of the second-level motion M ic for the k-th meta-action unit; ΔF k (M ic ) is the k-th meta-action for the second-level motion M ic The positioning error or repetitive positioning error component of the unit; Z pk is the sensitivity of the secondary motion positioning accuracy or repetitive positioning accuracy to the motion accuracy of the meta-action unit; Z k is the secondary motion positioning error or repetitive positioning error component and the motion error of the meta-action unit coefficient of variation;

公式前面等号计算得到的是元动作单元的精度P(Ak)实际值,因为实际值无法准确计算,所以采用放缩的方式,将根据等作用原理计算到的值(后面等号)作为最后的映射值,从而得到元动作单元的精度值P(Ak)。The calculation of the equal sign in front of the formula is the actual value of the precision P(A k ) of the meta-action unit, because the actual value cannot be accurately calculated, so the scaling method is adopted, and the value calculated according to the principle of equal action (the equal sign behind) is used as The final mapping value, thereby obtaining the precision value P(A k ) of the meta-action unit.

得到二级运动Mic下的元动作单元精度矩阵后,同理可以得到其他二级运动下的元动作单元精度矩阵。进行整合,从而可以得到整体的元动作单元层精度矩阵MPMAGet the meta-action unit precision matrix under the second-level motion M ic After that, the precision matrix of meta-action units under other secondary motions can be obtained in the same way. Integration is performed so that the overall meta-action unit layer precision matrix MP MA can be obtained.

更进一步的需要对各个元动作单元的精度值进行控制,这里以齿轮转动元动作单元为例,精度控制措施如下:Further, it is necessary to control the precision value of each meta-action unit. Here, taking the gear rotation meta-action unit as an example, the precision control measures are as follows:

1、因齿轮转动元动作单元得零件大都属于大批、大量生产,高精度的少环尺寸,所以该元动作单元采用分组选配的方式进行装配。1. Because most of the parts of the gear rotation unit are mass-produced and high-precision with less ring size, the unit is assembled by group selection.

2、在设计的过程中,对于齿轮的装配基准选择齿轮轴的外圆轮廓作为装配基准,轴上的其他零件同样可以以齿轮轴的外圆轮廓作为装配基准。2. In the process of design, the outer circular contour of the gear shaft is selected as the assembly reference for the assembly reference of the gear, and other parts on the shaft can also use the external circular contour of the gear shaft as the assembly reference.

3、对于齿轮轴和齿轮在进行加工的时候,为保证这两者的精度,需要为这两者分配合理的加工余量。3. When machining the gear shaft and gear, in order to ensure the accuracy of the two, it is necessary to allocate a reasonable machining allowance for the two.

4、对各零件的尺寸公差进行合理的分配。根据设计要求,建立每一个零件的工艺尺寸链,然后根据工艺尺寸链对零件的尺寸误差进行合理的分配,从而保证各个零件的尺寸精度都能达到要求。4. Reasonably allocate the dimensional tolerances of each part. According to the design requirements, the process size chain of each part is established, and then the dimensional errors of the parts are reasonably distributed according to the process size chain, so as to ensure that the dimensional accuracy of each part can meet the requirements.

最后需要说明的是,本发明的上述实施例仅仅是为说明本发明所作的举例,而并非是对本发明的实施方式的限定。尽管申请人参照较佳实施例对本发明进行了详细说明,对于所属领域的普通技术人员来说,在上述说明的基础上还可以做出其他不同形式的变化和变动。这里无法对所有的实施方式予以穷举。凡是属于本发明的技术方案所引申出的显而易见的变化或变动仍处于本发明的保护范围之列。Finally, it should be noted that the above-mentioned embodiments of the present invention are only examples for illustrating the present invention, rather than limiting the implementation of the present invention. Although the applicant has described the present invention in detail with reference to preferred embodiments, those skilled in the art can make other changes and changes in different forms on the basis of the above description. All the implementation manners cannot be exhaustively listed here. All obvious changes or changes derived from the technical solutions of the present invention are still within the protection scope of the present invention.

Claims (4)

1.一种基于精度映射的数控机床精度控制方法,其特征在于:先获取数控机床总功能的设计精度,然后将数控机床总功能的设计精度值逐层往下映射,直到映射到元动作单元所在层级,从而得到各元动作单元需要的运动精度,最后对元动作单元进行精度控制以满足其需要的运动精度,从而实现数控机床精度控制。1. A precision control method for CNC machine tools based on precision mapping, characterized in that: first obtain the design accuracy of the total function of the CNC machine tool, and then map the design precision value of the total function of the CNC machine tool down layer by layer until mapped to the meta-action unit In order to obtain the motion accuracy required by each element action unit, and finally perform precision control on the element action unit to meet the required motion accuracy, so as to realize the precision control of the CNC machine tool. 2.根据权利要求1所述的基于精度映射的数控机床精度控制方法,其特征在于:元动作单元精度影响因素包括元动作单元零件的尺寸精度、位置精度以及装配精度;在设计过程中,从这三个方面入手,针对不同的元动作单元,给出对应的精度控制措施即可。2. the CNC machine tool precision control method based on precision mapping according to claim 1, is characterized in that: element action unit precision influence factor comprises the dimensional accuracy of element action unit part, positional accuracy and assembly precision; In design process, from Starting from these three aspects, it is enough to give corresponding precision control measures for different meta-action units. 3.根据权利要求1所述的基于精度映射的数控机床精度控制方法,其特征在于,采用如下步骤将总功能的设计精度值映射到元动作单元:3. the numerical control machine tool accuracy control method based on accuracy mapping according to claim 1, is characterized in that, adopts the following steps to map the design accuracy value of total function to the element action unit: A、按照“功能-运动-动作”模式对数控机床进行结构化分解,分解为总功能层、分功能层、主运动层、二级运动层和元动作单元层五个层级,根据结构化分解模型建立数控机床精度瀑布映射链模型;A. Structurally decompose the CNC machine tool according to the "function-movement-action" mode, and decompose it into five levels: total function layer, sub-function layer, main motion layer, secondary motion layer and meta-action unit layer, according to the structural decomposition The model establishes the precision waterfall mapping chain model of CNC machine tools; B、根据客户需求提取数控机床总功能层的设计精度值DPTF,总功能层到分功能层的精度映射采用直接传递的方式,即分功能层各分功能的设计精度值均等于总功能的设计精度值,从而得到分功能层的设计精度矩阵为DPF=(DPTF,DPTF,…,DPTF)tB. Extract the design accuracy value DP TF of the general function layer of the CNC machine tool according to customer needs, and the precision mapping from the total function layer to the sub-function layer adopts the method of direct transfer, that is, the design accuracy value of each sub-function in the sub-function layer is equal to the total function Design precision value, thus obtain the design precision matrix of sub-functional layer as DP F = (DP TF , DP TF ,..., DP TF ) t ; 式中:t表示该数控机床具有t个分功能;In the formula: t means that the CNC machine tool has t sub-functions; C、分功能层到主运动层的精度映射先考虑各主运动相对于某个分功能Fx精度要求的高低,采用特征根法计算得到某分功能Fx下的主运动权重向量然后按权分配将该分功能Fx的设计精度值映射到其对应的主运动层的定位精度或重复定位精度C. The accuracy mapping from the sub-function layer to the main motion layer first considers the accuracy requirements of each main motion relative to a certain sub-function F x , and uses the characteristic root method to calculate the main motion weight vector under a certain sub-function F x Then map the design accuracy value of the sub-function Fx to the positioning accuracy or repeat positioning accuracy of the corresponding main motion layer according to the weight distribution which is 采用相同的方式得到考虑精度要求的其他分功能下的主运动层的定位精度或重复定位精度,然后进行对比,每个主运动层选用精度高的,从而得到考虑精度要求的主运动层定位精度或重复定位精度矩阵 Use the same method to obtain the positioning accuracy or repeat positioning accuracy of the main motion layer under other sub-functions considering the accuracy requirements, and then compare them. Each main motion layer is selected with high precision, so as to obtain the positioning accuracy of the main motion layer considering the accuracy requirements or repeat positioning accuracy matrix 然后考虑各主运动部件结构的复杂性,采用特征根法CRM计算得到考虑部件结构复杂性的主运动层的权重向量为然后按照下式计算,得到考虑部件结构复杂性的主运动层定位精度或重复定位精度矩阵 Then, considering the complexity of the structure of each main moving part, the weight vector of the main moving layer considering the complexity of the part structure is calculated by using the characteristic root method CRM as Then calculate according to the following formula to obtain the main motion layer positioning accuracy or repeat positioning accuracy matrix considering the complexity of the component structure 最后将进行比较,每个主运动层选择精度要求高的,从而得到主运动层的定位精度或重复定位精度矩阵SPPMFinally will and For comparison, each main motion layer selects the one with high precision requirements, so as to obtain the positioning accuracy or repeat positioning accuracy matrix SP PM of the main motion layer; D、主运动层到二级运动层的精度映射考虑各二级运动结构的复杂性,即二级运动之间的结构耦合对映射过程的影响,采用模糊层次分析法和区间灰色系统理论计算得到某主运动Mi下的二级运动层映射权重向量为再通过下面的公式将该主运动Mi的定位精度或重复定位精度映射得到对应的二级运动层的定位精度或重复定位精度 D. The precision mapping from the main motion layer to the secondary motion layer considers the complexity of each secondary motion structure, that is, the influence of the structural coupling between the secondary motions on the mapping process, and is calculated by fuzzy analytic hierarchy process and interval gray system theory The weight vector of secondary motion layer mapping under a certain main motion M i is Then the positioning accuracy or repeat positioning accuracy of the main motion Mi is determined by the following formula Mapping to obtain the positioning accuracy or repeat positioning accuracy of the corresponding secondary motion layer 然后采用相同的映射方式计算其他主运动下的二级运动层的定位精度或重复定位精度值,最后整合为所有二级运动层的定位精度或重复定位精度矩阵SPSMThen use the same mapping method to calculate the positioning accuracy or repeat positioning accuracy values of the secondary motion layers under other main motions, and finally integrate them into the positioning accuracy or repeat positioning accuracy matrix SP SM of all secondary motion layers; E、二级运动层到元动作单元层的精度映射考虑到各元动作单元之间是一种链型结构,根据二级运动定位精度或重复定位精度相对于元动作链中各元动作单元精度的灵敏度,采用下式计算得到各元动作单元的精度;E. The accuracy mapping from the second-level motion layer to the meta-action unit layer. Considering that there is a chain structure between the meta-action units, according to the accuracy of the second-level motion positioning accuracy or repeat positioning accuracy relative to the accuracy of each meta-action unit in the meta-action chain The sensitivity of each element action unit is calculated by the following formula; 式中:P(Ak)为二级运动Mic下第k个元动作单元精度;P(Mic)指的是二级运动Mic的精度值,m表示二级运动Mic包括m个元动作单元;Pk(Mic)为二级运动Mic针对第k个元动作单元的定位精度或重复定位精度分量;ΔFk(Mic)为二级运动Mic针对第k个元动作单元的定位误差或重复定位误差分量;Zpk为二级运动定位精度或重复定位精度对元动作单元运动精度的灵敏度;Zk为二级运动定位误差或重复定位误差分量与元动作单元运动误差的变化系数;In the formula: P(A k ) is the accuracy of the kth meta-action unit under the secondary motion M ic ; P(M ic ) refers to the precision value of the secondary motion M ic , and m means that the secondary motion M ic includes m meta-action unit; P k (M ic ) is the positioning accuracy or repeatability component of the second-level motion M ic for the k-th meta-action unit; ΔF k (M ic ) is the k-th meta-action for the second-level motion M ic The positioning error or repetitive positioning error component of the unit; Z pk is the sensitivity of the secondary motion positioning accuracy or repetitive positioning accuracy to the motion accuracy of the meta-action unit; Z k is the secondary motion positioning error or repetitive positioning error component and the motion error of the meta-action unit coefficient of variation; 从而得到某二级运动Mic下的所有元动作单元精度构成的精度矩阵 In this way, the precision matrix formed by the precision of all meta-action units under a certain level-2 motion M ic can be obtained 最后将所有二级运动下的元动作单元精度矩阵进行整合,即得到所有元动作单元精度构成的精度矩阵SPMAFinally, the meta-action unit precision matrix under all secondary motions After the integration, the precision matrix SP MA formed by the precision of all meta-action units is obtained. 4.根据权利要求1所述的基于精度映射的数控机床精度控制方法,其特征在于,元动作单元分为移动元动作单元和转动元动作单元两大类,其中移动元动作单元的精度值为单元执行件运动的直线度,转动元动作单元的精度值为单元执行件的回转精度。4. The precision control method for CNC machine tools based on precision mapping according to claim 1, characterized in that, the element action unit is divided into two categories, the movement element action unit and the rotation element action unit, wherein the precision value of the movement element action unit is The straightness of the movement of the unit actuator, the precision of the rotary element action unit is the rotation accuracy of the unit actuator.
CN201910882028.5A 2019-09-18 2019-09-18 A precision control method for CNC machine tools based on precision mapping Active CN110597177B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201910882028.5A CN110597177B (en) 2019-09-18 2019-09-18 A precision control method for CNC machine tools based on precision mapping

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201910882028.5A CN110597177B (en) 2019-09-18 2019-09-18 A precision control method for CNC machine tools based on precision mapping

Publications (2)

Publication Number Publication Date
CN110597177A true CN110597177A (en) 2019-12-20
CN110597177B CN110597177B (en) 2022-06-24

Family

ID=68860782

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201910882028.5A Active CN110597177B (en) 2019-09-18 2019-09-18 A precision control method for CNC machine tools based on precision mapping

Country Status (1)

Country Link
CN (1) CN110597177B (en)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115638754A (en) * 2022-10-03 2023-01-24 北京工业大学 Three-coordinate measuring machine precision distribution method based on inter-zone analytic method

Citations (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2011112072A (en) * 2009-11-24 2011-06-09 Icomes Labo:Kk Power transmission device
CN102451939A (en) * 2010-10-26 2012-05-16 邓丽丽 Wire cutting machine tool structure based on modular design principle
US20130108414A1 (en) * 2011-11-02 2013-05-02 Toyota Jidosha Kabushiki Kaisha Turbine housing and exhaust gas turbine supercharger
CN104175169A (en) * 2014-08-11 2014-12-03 厦门大学 Inelastic collision and rolling viscous resistance particle coupling energy consumption numerical control machine tool
CN105976020A (en) * 2016-04-28 2016-09-28 华北电力大学 Network flow prediction method considering wavelet cross-layer correlations
CN107038321A (en) * 2017-05-24 2017-08-11 重庆大学 Mission reliability expectancy analysis method based on metaaction unit
CN109241601A (en) * 2018-08-28 2019-01-18 大连理工大学 A kind of numerically-controlled machine tool comprehensive performance evaluation method based on modified scatter degree
CN109858194A (en) * 2019-03-21 2019-06-07 重庆大学 A kind of fault propagation risk analysis method and preventing control method based on metaaction chain
CN110008433A (en) * 2019-04-10 2019-07-12 重庆大学 A Tolerance Allocation Method for Element Action Units Based on State Space Equation
CN110209119A (en) * 2019-06-26 2019-09-06 重庆大学 A kind of Precision of NC Machine Tool appraisal procedure and life-span prediction method based on metaaction unit and the subjective and objective weight of integration

Patent Citations (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2011112072A (en) * 2009-11-24 2011-06-09 Icomes Labo:Kk Power transmission device
CN102451939A (en) * 2010-10-26 2012-05-16 邓丽丽 Wire cutting machine tool structure based on modular design principle
US20130108414A1 (en) * 2011-11-02 2013-05-02 Toyota Jidosha Kabushiki Kaisha Turbine housing and exhaust gas turbine supercharger
CN104175169A (en) * 2014-08-11 2014-12-03 厦门大学 Inelastic collision and rolling viscous resistance particle coupling energy consumption numerical control machine tool
CN105976020A (en) * 2016-04-28 2016-09-28 华北电力大学 Network flow prediction method considering wavelet cross-layer correlations
CN107038321A (en) * 2017-05-24 2017-08-11 重庆大学 Mission reliability expectancy analysis method based on metaaction unit
CN109241601A (en) * 2018-08-28 2019-01-18 大连理工大学 A kind of numerically-controlled machine tool comprehensive performance evaluation method based on modified scatter degree
CN109858194A (en) * 2019-03-21 2019-06-07 重庆大学 A kind of fault propagation risk analysis method and preventing control method based on metaaction chain
CN110008433A (en) * 2019-04-10 2019-07-12 重庆大学 A Tolerance Allocation Method for Element Action Units Based on State Space Equation
CN110209119A (en) * 2019-06-26 2019-09-06 重庆大学 A kind of Precision of NC Machine Tool appraisal procedure and life-span prediction method based on metaaction unit and the subjective and objective weight of integration

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
张根保,李冬英,刘佳,范秀君,张恒,崔有志: "装配可靠性的模块化故障树建模与多维映射", 《计算机集成制造系统》 *
张根保,金传喜,冉琰,王治超: "基于FMA分解的关键质量特性映射变换技术", 《重庆大学学报》 *

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115638754A (en) * 2022-10-03 2023-01-24 北京工业大学 Three-coordinate measuring machine precision distribution method based on inter-zone analytic method
CN115638754B (en) * 2022-10-03 2024-03-15 北京工业大学 Three-coordinate measuring machine precision distribution method based on interval analytic hierarchy process

Also Published As

Publication number Publication date
CN110597177B (en) 2022-06-24

Similar Documents

Publication Publication Date Title
CN109014437B (en) Screening Method for Key Geometric Errors of Form Grinding Machine Based on Tooth Surface Error Model
CN107193258B (en) Integrated optimization method of energy-consuming NC machining process route and cutting parameters
CN107945045B (en) Particle swarm genetic algorithm-based remanufacturing assembly process matching method
CN114237154B (en) Thermal error prediction model based on ONT-GCN space-time model, modeling method and haze-edge-fog-cloud error compensation system
CN105205221B (en) A kind of heavy digital control machine tool precision reliability analysis method
Yu et al. A comprehensive and practical reliability allocation method considering failure effects and reliability costs
Li et al. Research on reliability allocation technology for NC machine tool meta‐action
CN110968042B (en) Numerical control chamfer parametric programming processing method based on motion card
CN106842922A (en) A kind of NC Machining Error optimization method
CN116520772A (en) Sheet part numerical control machining quality prediction method based on multitasking transfer learning
CN113268040A (en) Optimization method for control parameters of servo feeding system of numerical control machine tool
Wu et al. Integrated optimization method for helical gear hobbing parameters considering machining efficiency, cost and precision
CN108920806A (en) A kind of heavy machine tool reliability allocation methods based on Trapezoid Fuzzy Number and ranking method
CN108620689A (en) Numerical control powerful scraping tooth parametric programming machining method
CN110597177A (en) A precision control method for CNC machine tools based on precision mapping
CN114004065A (en) Multi-objective optimization method of substation engineering based on intelligent algorithm and environmental constraints
CN110161968A (en) A kind of numerical control machining tool heat error prediction technique based on packaging type principle
CN109408860B (en) Six-sigma design method for shape cooperative manufacturing of helical bevel gear
CN111948977B (en) Multi-objective optimization method and system for stainless steel processing
CN114019922A (en) A flexible workshop scheduling method for electronic precision parts based on particle swarm annealing algorithm
Kwon et al. Fuzzy neuron adaptive modeling to predict surface roughness under process variations in CNC turning
CN112990601A (en) Data mining-based worm gear machining precision self-healing model and method
CN116974241B (en) Geometric optimization method and device for numerical control machine tool for green low-carbon manufacturing
Lin et al. Prediction and optimization of gear skiving parameters and geometric deviations
CN109344448B (en) fuzzy-FQD-based helical bevel gear shape collaborative manufacturing optimization method

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant