MINITAB質量管理軟件培訓
講師(shi):范麗娜 瀏覽次數:2575
課程描述INTRODUCTION
MINITAB軟件培(pei)訓
日(ri)程安排SCHEDULE
課程大綱(gang)Syllabus
MINITAB軟件培訓
課程大綱(gang)
第(di)一(yi)天(tian)(9:00-16:00)
1、Minitab基本介紹(Introduction to Minitab)
(1)Minitab基(ji)本(ben)結構、使用技巧、保存數據、保存圖(tu)形、新建項目文件等(Minitab interface、Minitab Tips、save data, save graphs, how to new projects);
(2)如何基于Minitab拆分(fen)、合并工(gong)作表、堆疊數據(ju)、對(dui)數據(ju)進行排序和子集化(hua)操作(Split and merge worksheet and subset of worksheet. Sort data);
(3)基礎統(tong)計學(xue):統(tong)計學(xue)分析思路,正態分布,各種常見統(tong)計參數(Basic statistics: normal distribution test and some Descriptive statistics);
(4)直方圖、散點圖、箱線圖、概率圖、時間序(xu)列圖、餅圖、Pareto 等(histogram、scatterplot、boxplot and probability plot、time series plot、pie chart main effect plot and pareto plot and so on);
(5)基于圖形(xing)進行數據(ju)分析(xi)的案例(li)(Case study on using some kinds of plot);
2、SPC原理及(ji)各種控(kong)制(zhi)圖(Statistical process control)
(1)控制(zhi)圖(tu)的(de)基本原(yuan)理,控制(zhi)限(xian)的(de)計算,控制(zhi)限(xian)與規格限(xian)的(de)區(qu)別(bie)于聯系(xi)(The principle of control chart, how to calculate the control limit, the difference between control limit and spec limit);
(2)控制(zhi)圖(tu)的判異原則(ze);控制(zhi)圖(tu)的不同(tong)使用(yong)階(jie)段的劃(hua)分(fen)及控制(zhi)限的確(que)立(li)原則(ze)(how to test the special causes in control chart. The stage of control chart);
(3)控(kong)制圖(tu)的(de)選(xuan)擇(ze)樹,基于數據類型和合理抽樣(yang)方(fang)案選(xuan)擇(ze)恰當(dang)的(de)控(kong)制圖(tu)的(de)方(fang)法(How to choose the correct control chart base on the data type and samples collecting methods);
(4)Xbar-R控(kong)制(zhi)(zhi)(zhi)圖(tu)(tu)(tu)、Xbar-S控(kong)制(zhi)(zhi)(zhi)圖(tu)(tu)(tu)、I-MR控(kong)制(zhi)(zhi)(zhi)圖(tu)(tu)(tu)、P圖(tu)(tu)(tu)、NP圖(tu)(tu)(tu)、C圖(tu)(tu)(tu)、U圖(tu)(tu)(tu)制(zhi)(zhi)(zhi)作及分析;控(kong)制(zhi)(zhi)(zhi)圖(tu)(tu)(tu)使用的兩類風險分析(Detailed introduction Xbar-R chart, Xbar-S chart, I-MR chart, P chart and NP chart, C chart and U chart. The risk of using control chart);
(5)使用Minitab軟件(jian)進行監控(kong)流程是否受(shou)控(kong)的案例分析(Using Minitab software to judge if the process in control);
第二(er)天(9:00-16:00)
1、過程能力分析(Capability Analysis)
(1) 過(guo)程能力(li)分(fen)析(xi)的概念及(ji)意義;過(guo)程能力(li)分(fen)析(xi)的原理及(ji)變異的估計(ji)(Why capability analysis, the capability principle and estimate the variance);
(2)對正態數據的過程能(neng)力分(fen)析;Cp、Cpk的使用(yong)原則及計算意義(The relation between CP/ CPk and what shall we get from the two parameter);
(3)PP、PPk的(de)使用(yong)及計算;Cp、Cpk、Pp、PPk的(de)區別與(yu)聯系;PPM的(de)計算(The difference between CP, PP and CPk, PPk;How to calculate CP /CPk or PP/PPk then the data normal);
(4)西(xi)格(ge)瑪水平(ping)(ping)Z值的計(ji)算及意義,基準的西(xi)格(ge)瑪水平(ping)(ping)能力計(ji)算分析(How to calculate CP /CPk or PP/PPk then the data normal);
(5)對非正態分布數據的(de)能力分析:Box-Cox轉換原理、Johnson變(bian)換及選擇(Capability analysis for nonnormal data: BOX-COX transform and Johnson transform);
(6)如何基于Minitab軟(ruan)件進行其它(ta)分(fen)布的能力分(fen)析(Use individual distribution identification to choose the right distribution);
2、測(ce)量(liang)系統分析(Measurement system analysis)
(1)測量系統分析(xi)的(de)概念(nian)及變異源分析(xi)的(de)原理(li)(The principle of measurement and the source of variance);
(2)測量系統的穩定性(xing)、分辨度、線性(xing)、偏倚(yi)、重復性(xing)、再現性(xing)的概念及意義(Concept of Stability、discrimination、bias、linearity、repeatability reproducibility);
(3)如何(he)使用Minitab軟件進行量(liang)具的(de)線性和(he)偏倚(yi)分析(Bias and linearity analysis in Minitab);
(4)基于Minitab軟件創(chuang)建測量系(xi)統(tong)分析的工(gong)作(zuo)表(Create Gage R&R study worksheet);
(5)Gage R&R的(de)計(ji)算及意義;P/T使(shi)用的(de)意義及計(ji)算(Calculate Gage R&R index and P/T);
(6)可區分類別(bie)數(NDC)的含義及(ji)計(ji)算(Number of district categories (NDC));
(7)測量系統(tong)分析及綜合案例介紹(Case study on measurement system analysis);
第三天(tian)(9:00-16:00)
1、假設檢(jian)驗(Hypothesis Test)
(1)假(jia)設(she)檢(jian)驗的(de)原理(li)介紹及何時需要用(yong)假(jia)設(she)檢(jian)驗進行數據分析(The principle of hypothesis test and why need use this tools);
(2)假設檢驗(yan)中存在(zai)的兩類風險分析(xi)及如何選擇正確的假設檢驗(yan)工具進(jin)行分析(xi)(Two kind of risk in hypothesis test and how to choose the right tools to analyze data);
(3)原假設、備(bei)擇假設確立(li)的原則(How to set null hypothesis and alternative hypothesis);
(4)單樣(yang)本Z檢驗、單樣(yang)本T檢驗、雙樣(yang)本T檢驗及(ji)A*VA進行數據分(fen)析(1-Z test,1-T test ,two sample-T test and A*VA);
(5)P值表(biao)示(shi)的(de)(de)含義及(ji)在不同的(de)(de)質量工具中輸出(chu)的(de)(de)匯總(Introduction of P value);
(6)有關假設檢(jian)驗的綜合案例介紹(shao)(Case-study for Hypothesis Test);
2、相關與回歸(gui)分析(Regression and Correlation)
(1)相(xiang)關型分(fen)析,相(xiang)關系數的含義(yi)(Correlation introduction, correlation coefficient);
(2)一元線性回歸的診斷及參數計算(Simple Regression least ?square ?method ,R2,R2(adj),R2(Pre));
(3)邏輯回歸的案例介紹(Logistic Regression case-study);
3、試驗(yan)設計(DOE)
(1)試(shi)驗設計的發展(zhan)及作用(Why DOE and history of DOE);
(2)幾種常見(jian)設(she)計(ji)類型的區別,DOE中的幾個常見(jian)概念(nian)(The difference among some common DOE);
(3)實(shi)施(shi)DOE的基本(ben)策略及思路,實(shi)施(shi)過(guo)程(cheng)中應注意事項(Process for DOE and some tips);
(4)2k因子設計原理及正交試驗(yan)原理,因子的(de)主(zhu)效(xiao)應、交互作用(yong)的(de)判斷(2k Factor 、Main effect and Interaction);
(5)如(ru)何基(ji)于Minitab軟件進(jin)行試(shi)驗安(an)排(Create DOE worksheet in Minitab);
(6)復制試驗、中心點、區組等操作(How to add number of center points、 Number of blocks、Number of replicates);
(7)判斷模(mo)型(xing)的有效性及優(you)化(hua)模(mo)型(xing),基于Minitab軟件中的DOE進(jin)行(xing)調優(you)設(she)計(DOE Analysis、Factorial plot、Response optimizer and Case study);
MINITAB軟件培訓
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