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caixiang 2022-07-25 16:58:55 +08:00
parent 1477d05a69
commit d26600892f
16 changed files with 767 additions and 178 deletions
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1
ym-admin/src/main/java/com/cnbm/admin/config/SecurityConfig.java
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@ -73,6 +73,7 @@ public class SecurityConfig extends WebSecurityConfigurerAdapter {
"/webjars/**",
"/websocket/**",
"/influx/**",
"/processInspection/**",
"/captcha").anonymous()
// .antMatchers("/testCors").hasAuthority("system:dept:list222")
// 除上面外的所有请求全部需要鉴权认证

20
ym-common/src/main/java/com/cnbm/common/spc/math/Math.java
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@ -2,6 +2,7 @@ package com.cnbm.common.spc.math;
import java.math.RoundingMode;
import java.text.DecimalFormat;
import java.util.List;
public class Math {
@ -17,7 +18,7 @@ public class Math {
// }
//8.1 10.6 9.8 9.0 9.4 9.3 10.2 11.7
double[] d = new double[8];
Double[] d = new Double[8];
d[0] = new Double(8.1) ;
d[1] = new Double(10.6);
d[2] = new Double(9.8);
@ -32,12 +33,12 @@ public class Math {
}
//平均值
public static double getMean(double...numbers) {
public static double getMean(Double...numbers) {
return format(getSum(numbers) / numbers.length);
}
//极差
public static double range(double[] in) {
public static double range(Double[] in) {
if (in == null) {
throw new NumberFormatException();
}
@ -51,14 +52,14 @@ public class Math {
//return Mutil.subtract(max, min);
}
public static double format(double value) {
public static double format(Double value) {
DecimalFormat df = new DecimalFormat("0.00");//创建一个df对象，传入0.00表示构造一个保留小数点后两位的df对象
df.setRoundingMode(RoundingMode.HALF_UP);//设置规则，这里采用的也是四舍五入规则
return Double.parseDouble(df.format(value));//返回value（在返回之前使用df对象的格式化方法将数据格式化）
}
//方差s^2=[(x1-x)^2 +...(xn-x)^2]/n 或者s^2=[(x1-x)^2 +...(xn-x)^2]/(n-1)
public static double Variance(double[] x) {
public static double Variance(Double[] x) {
int m=x.length;
double sum=0;
for(int i=0;i<m;i++){//求和
@ -72,8 +73,10 @@ public class Math {
return format(dVar/m);
}
//标准差σ=sqrt(s^2)
public static double StandardDiviation(double[] x) {
public static StandardDiviation StandardDiviation(Double[] x) {
int m=x.length;
double sum=0;
for(int i=0;i<m;i++){//求和
@ -84,13 +87,12 @@ public class Math {
for(int i=0;i<m;i++){//求方差
dVar+=(x[i]-dAve)*(x[i]-dAve);
}
return format(java.lang.Math.sqrt(dVar/(m-1)));
return new StandardDiviation(format(java.lang.Math.sqrt(dVar/(m-1))),format(java.lang.Math.sqrt(dVar/(m))));
//return Math.sqrt(dVar/m);
}
//前n项和
public static double getSum(double...numbers) {
public static double getSum(Double...numbers) {
double sum = 0.0;
for (double i : numbers) {

21
ym-common/src/main/java/com/cnbm/common/spc/math/StandardDiviation.java Normal file
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@ -0,0 +1,21 @@
package com.cnbm.common.spc.math;
import lombok.Data;
/**
* @Desc: ""
* @Author: caixiang
* @DATE: 2022/7/25 15:23
*/
@Data
public class StandardDiviation {
//标准差
private Double normal;
//总体标准差
private Double totality;
public StandardDiviation(Double normal, Double totality) {
this.normal = normal;
this.totality = totality;
}
}

69
ym-influx/src/main/java/com/cnbm/influx/Main.java
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@ -49,23 +49,23 @@ public class Main {
// InfluxClient.Client.insert(event,"ASProcessCompleteEvent");
Point point = Point.measurement("ASProcessCompleteEvent")
.addTag("transationId", "112311")
.addTag("argName", "argName11")
.addField("argValue", 3D)
.time(Instant.now().toEpochMilli(), WritePrecision.MS);
Point point2 = Point.measurement("ASProcessCompleteEvent")
.addTag("transationId", "222312")
.addTag("argName", "argName11")
.addField("argValue", 4D)
.time(Instant.now().toEpochMilli(), WritePrecision.MS);
List<Point> list = new ArrayList<>();
list.add(point);
list.add(point2);
writeApi.writePoints(list);
// Point point = Point.measurement("ASProcessCompleteEvent")
// .addTag("transationId", "112311")
// .addTag("argName", "argName11")
// .addField("argValue", 3D)
// .time(Instant.now().toEpochMilli(), WritePrecision.MS);
//
//
// Point point2 = Point.measurement("ASProcessCompleteEvent")
// .addTag("transationId", "222312")
// .addTag("argName", "argName11")
// .addField("argValue", 4D)
// .time(Instant.now().toEpochMilli(), WritePrecision.MS);
// List<Point> list = new ArrayList<>();
// list.add(point);
// list.add(point2);
//
// writeApi.writePoints(list);
//todo api.writeMeasurements(WritePrecision.NS, Arrays.asList(new H2OFeetMeasurement("coyote_creek", 15.0D, null, Instant.ofEpochSecond(0, 15)), new H2OFeetMeasurement("coyote_creek", 16.0D, null, Instant.ofEpochSecond(0, 16))));
// List<Event> events = new ArrayList<>();
@ -105,23 +105,24 @@ public class Main {
// }
// String flux = "from(bucket:\"mytest\") |> range(start: -60m)";
// flux += "|> filter(fn: (r) =>\n" +
// " r._measurement == \"ASProcessCompleteEvent\" and \n" +
//// " r._field == \"type\" and \n" + //对应 Field key
// " r.argName == \"arg3\"\n" + //对应 Tags key (Tag 信息无法在FluxRecord 里面获取。)
// " )";
// QueryApi queryApi = influxDBClient.getQueryApi();
//
// List<FluxTable> tables = queryApi.query(flux);
// for (FluxTable fluxTable : tables) {
// List<FluxRecord> records = fluxTable.getRecords();
// for (FluxRecord fluxRecord : records) {
// System.out.println("time: "+fluxRecord.getTime() +" key:"+fluxRecord.getField()+" value: " + fluxRecord.getValueByKey("_value")+" measurement: " + fluxRecord.getMeasurement());
//// System.out.println("time: "+fluxRecord.getTime() +" key:"++" value: " + fluxRecord.getValueByKey("_value")+" measurement: " + fluxRecord.getMeasurement());
//
// }
// }
String flux = "from(bucket:\"mytest\") |> range(start: -6000000000000000m)";
flux += "|> filter(fn: (r) =>\n" +
" r._measurement == \"ASProcessCompleteEvent\" and \n" +
// " r._field == \"type\" and \n" + //对应 Field key
" r.argName == \"arg3\"\n" + //对应 Tags key (Tag 信息无法在FluxRecord 里面获取。)
" )";
QueryApi queryApi = influxDBClient.getQueryApi();
List<FluxTable> tables = queryApi.query(flux);
for (FluxTable fluxTable : tables) {
List<FluxRecord> records = fluxTable.getRecords();
for (FluxRecord fluxRecord : records) {
Double o = (Double)fluxRecord.getValueByKey("_value");
System.out.println("time: "+fluxRecord.getTime() +" key:"+fluxRecord.getField()+" value: " + fluxRecord.getValueByKey("_value")+" measurement: " + fluxRecord.getMeasurement());
// System.out.println("time: "+fluxRecord.getTime() +" key:"++" value: " + fluxRecord.getValueByKey("_value")+" measurement: " + fluxRecord.getMeasurement());
}
}
// from(bucket: "mytest")

70
ym-process-inspection/src/main/java/com/cnbm/processInspection/controller/ProcessInspectionController.java Normal file
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@ -0,0 +1,70 @@
package com.cnbm.processInspection.controller;
import com.cnbm.basic.dto.UnitDTO;
import com.cnbm.basic.entity.ProductFeatures;
import com.cnbm.common.spc.math.StandardDiviation;
import com.cnbm.common.spc.util.DataUtils;
import com.cnbm.common.utils.Result;
import com.cnbm.common.vo.R;
import com.cnbm.influx.config.InfluxClient;
import com.cnbm.influx.constant.Constant;
import com.cnbm.influx.param.PageInfo;
import com.cnbm.influx.param.QueryDataParam;
import com.cnbm.influx.param.Range;
import com.cnbm.influx.param.Tag;
import com.cnbm.influx.template.Event;
import com.cnbm.processInspection.dto.XbarSGraphData;
import com.cnbm.processInspection.graphAnalyzed.MeanStandardDeviationGraph;
import com.cnbm.qualityPlanning.entity.SpecificationLimit;
import com.influxdb.client.domain.WritePrecision;
import com.influxdb.client.write.Point;
import com.influxdb.query.FluxRecord;
import com.influxdb.query.FluxTable;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.web.bind.annotation.PostMapping;
import org.springframework.web.bind.annotation.RequestMapping;
import org.springframework.web.bind.annotation.RestController;
import java.math.BigDecimal;
import java.time.Instant;
import java.util.ArrayList;
import java.util.List;
import java.util.Random;
@RestController
@RequestMapping("/processInspection")
public class ProcessInspectionController {
private static final Logger logger = LoggerFactory.getLogger(ProcessInspectionController.class);
@PostMapping("/XbarSGraph")
public R<XbarSGraphData> xbarSGraph() throws Exception {
ProductFeatures productFeatures = new ProductFeatures();
productFeatures.setSl(new Float(5));
productFeatures.setUsl(new Float(10));
productFeatures.setLsl(new Float(1));
productFeatures.setName("LTWeight");
productFeatures.setSampleSize(BigDecimal.TEN);
MeanStandardDeviationGraph meanStandardDeviationGraph = new MeanStandardDeviationGraph(productFeatures);
QueryDataParam queryDataParam = new QueryDataParam();
queryDataParam.setMeasurement("Weight");
queryDataParam.setRange(new Range(DataUtils.getBeforeDate(10).toInstant(), Instant.now()));
meanStandardDeviationGraph.initialDate(queryDataParam);
XbarSGraphData xbarSGraphData = new XbarSGraphData(
meanStandardDeviationGraph.getMsdGraphEntity(),
meanStandardDeviationGraph.getXbarCL(),
meanStandardDeviationGraph.getSCL(),
meanStandardDeviationGraph.getSpecificationLimit(),
meanStandardDeviationGraph.getProcessCapacity(),
new StandardDiviation(meanStandardDeviationGraph.getXigma(),meanStandardDeviationGraph.getTotalXigma())
);
return R.ok("成功",xbarSGraphData);
}
}

45
ym-process-inspection/src/main/java/com/cnbm/processInspection/dto/XbarSGraphData.java Normal file
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@ -0,0 +1,45 @@
package com.cnbm.processInspection.dto;
import com.cnbm.common.spc.math.StandardDiviation;
import com.cnbm.processInspection.graphAnalyzed.MSDGraphEntity;
import com.cnbm.qualityPlanning.entity.ControlLimit;
import com.cnbm.qualityPlanning.entity.ProcessCapability;
import com.cnbm.qualityPlanning.entity.SpecificationLimit;
import io.swagger.annotations.ApiModel;
import io.swagger.annotations.ApiModelProperty;
import lombok.Data;
/**
* @Desc: ""
* @Author: caixiang
* @DATE: 2022/7/22 14:18
*/
@Data
@ApiModel(value = "均值标准差控制图 结果类")
public class XbarSGraphData {
@ApiModelProperty(value = "控制图list数据")
private MSDGraphEntity msdGraphEntity;
@ApiModelProperty(value = "xbar控制图 控制限")
private ControlLimit XBarCL;
@ApiModelProperty(value = "s控制图 控制限")
private ControlLimit SCL;
@ApiModelProperty(value = "工艺规格限")
private SpecificationLimit SL;
@ApiModelProperty(value = "工序能力")
private ProcessCapability processCapability;
@ApiModelProperty(value = "标准差/总体标准差")
private StandardDiviation standardDiviation;
public XbarSGraphData(MSDGraphEntity msdGraphEntity,ControlLimit xBarCL,ControlLimit sCL,SpecificationLimit sl,ProcessCapability processCapability,StandardDiviation standardDiviation){
this.msdGraphEntity = msdGraphEntity;
this.XBarCL = xBarCL;
this.SCL = sCL;
this.SL = sl;
this.processCapability = processCapability;
this.standardDiviation = standardDiviation;
}
}

47
ym-process-inspection/src/main/java/com/cnbm/processInspection/entity/XbarSPoint.java
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@ -1,47 +0,0 @@
package com.cnbm.processInspection.entity;
import com.cnbm.qualityPlanning.entity.Point;
import java.util.Set;
/**
* @Desc: ""
* @Author: caixiang
* @DATE: 2022/7/21 9:43
*/
public class XbarSPoint extends Point {
public XbarSPoint(Integer position, Double value) {
super(position, value);
}
@Override
public Integer getPosition() {
return super.getPosition();
}
@Override
public Double getValue() {
return super.getValue();
}
@Override
public Set<Integer> getUnsatisfiedRules() {
return super.getUnsatisfiedRules();
}
@Override
public void setPosition(Integer position) {
super.setPosition(position);
}
@Override
public void setValue(Double value) {
super.setValue(value);
}
@Override
public void setUnsatisfiedRules(Set<Integer> unsatisfiedRules) {
super.setUnsatisfiedRules(unsatisfiedRules);
}
}

59
ym-process-inspection/src/main/java/com/cnbm/processInspection/graphAnalyzed/MSDGraphEntity.java Normal file
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@ -0,0 +1,59 @@
package com.cnbm.processInspection.graphAnalyzed;
import com.cnbm.qualityPlanning.entity.XbarSPoint;
import java.util.Date;
import java.util.List;
/**
* @Desc: ""
* @Author: caixiang
* @DATE: 2022/7/21 16:26
*/
public class MSDGraphEntity {
private List<XbarSPoint> list;
private Double xbarbar;
private Double sbar;
private Double Rbar;
public MSDGraphEntity(List<XbarSPoint> list,Double xbarbar,Double sbar,Double Rbar){
this.list = list;
this.Rbar = Rbar;
this.sbar = sbar;
this.xbarbar = xbarbar;
}
public List<XbarSPoint> getList() {
return list;
}
public void setList(List<XbarSPoint> list) {
this.list = list;
}
public Double getXbarbar() {
return xbarbar;
}
public void setXbarbar(Double xbarbar) {
this.xbarbar = xbarbar;
}
public Double getSbar() {
return sbar;
}
public void setSbar(Double sbar) {
this.sbar = sbar;
}
public Double getRbar() {
return Rbar;
}
public void setRbar(Double rbar) {
Rbar = rbar;
}
}

169
ym-process-inspection/src/main/java/com/cnbm/processInspection/graphAnalyzed/MeanStandardDeviationGraph.java
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@ -1,6 +1,8 @@
package com.cnbm.processInspection.graphAnalyzed;
import com.cnbm.basic.entity.ProductFeatures;
import com.cnbm.common.spc.math.Math;
import com.cnbm.common.spc.math.StandardDiviation;
import com.cnbm.common.spc.util.DataUtils;
import com.cnbm.common.utils.DateUtils;
import com.cnbm.influx.config.InfluxClient;
@ -10,16 +12,25 @@ import com.cnbm.influx.param.QueryDataParam;
import com.cnbm.influx.param.Range;
import com.cnbm.influx.param.Tag;
import com.cnbm.processInspection.controlCoefficientConstant.XBarSCoefficients;
import com.cnbm.qualityPlanning.entity.ControlLimit;
import com.cnbm.qualityPlanning.entity.ProcessCapability;
import com.cnbm.qualityPlanning.entity.SpecificationLimit;
import com.cnbm.qualityPlanning.entity.XbarSPoint;
import com.influxdb.query.FluxRecord;
import com.influxdb.query.FluxTable;
import lombok.Data;
import java.time.Instant;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.List;
/**
* @Desc: ""
* @Desc: "均值标准差 控制图 , 计算类"
* @Author: caixiang
* @DATE: 2022/7/20 14:26
* 使用方式：① 先new MeanStandardDeviationGraph 对象 ；② 再initialData 初始化数据；③ 再get 控制限
*
* 步骤：
* ① 先读mysql表，查询 product_features 表，先读到 sample_size（样本量）
@ -31,8 +42,16 @@ import java.util.List;
* ④ 如果配置了判读方案，还要 调用 StatisticalControlledTest Function 检验。
* ⑤
*/
@Data
public class MeanStandardDeviationGraph {
//母体的 μ = xbarbar
private Double miu;
//母体的 xigma ，全局计算的;
private Double xigma;
//母体的 xigma ，全局计算的;
private Double totalXigma;
private Double sbar;
private Double xbarbar;
private Double as;
@ -41,16 +60,32 @@ public class MeanStandardDeviationGraph {
private Integer sampleSize;
private String argName;
private SpecificationLimit specificationLimit;
private MSDGraphEntity msdGraphEntity;
MeanStandardDeviationGraph(ProductFeatures productFeatures) throws Exception {
public MeanStandardDeviationGraph(ProductFeatures productFeatures) throws Exception {
if(productFeatures.getSampleSize()==null || productFeatures.getName()==null){
throw new Exception("ProductFeatures 参数异常");
}
this.argName = productFeatures.getName();
this.sampleSize = productFeatures.getSampleSize().intValue();
this.as = XBarSCoefficients.getAS(sampleSize);
this.bu = XBarSCoefficients.getBU(sampleSize);
this.bl = XBarSCoefficients.getBU(sampleSize);
this.specificationLimit = new SpecificationLimit(
productFeatures.getUsl()==null?null:productFeatures.getUsl(),
productFeatures.getSl()==null?null:productFeatures.getSl(),
productFeatures.getUsl()==null?null:productFeatures.getUsl()
);
}
private Double[] toDoubleArray(Object[] o){
Double[] res= new Double[o.length];
for(int i=0;i<o.length;i++){
res[i] = (Double) o[i];
}
return res;
}
/**
@ -59,24 +94,130 @@ public class MeanStandardDeviationGraph {
* 步骤：
* ①
* */
public void initialDate(){
QueryDataParam queryDataParam = new QueryDataParam();
public void initialDate(QueryDataParam queryDataParam){
queryDataParam.setBucket(Constant.bucket);
queryDataParam.setMeasurement("Weight");
queryDataParam.setDropedTagName("transationId");
queryDataParam.setTag(new Tag("argName","LTWeight"));
queryDataParam.setTag(new Tag("argName",argName));
queryDataParam.setRange(new Range(DataUtils.getBeforeDate(10).toInstant(), Instant.now()));
queryDataParam.setPageInfo(new PageInfo(1,10));
List<FluxTable> query = InfluxClient.Client.query(queryDataParam);
List<List<FluxTable>> lists = DataUtils.fixedGroup(query, sampleSize);
//1. 先从fluxdb 里面提取原始数据
List<Double> originData = new ArrayList<>();
for (FluxTable fluxTable : query) {
List<FluxRecord> records = fluxTable.getRecords();
for (FluxRecord fluxRecord : records) {
System.out.println("value: " + fluxRecord.getValueByKey("_value"));
//因为 传进去的就是Double 类型，所以取出来，自然而然就是Double
originData.add(Double.parseDouble(fluxRecord.getValueByKey("_value").toString()));
}
}
//2. convert to XbarSPoint
List<List<Double>> doubleListList = DataUtils.fixedGroup(originData, sampleSize);
List<XbarSPoint> list = new ArrayList<>();
List<Double> xbarArray = new ArrayList<>();
List<Double> sArray = new ArrayList<>();
List<Double> rArray = new ArrayList<>();
for(int i=0;i<doubleListList.size();i++){
Double[] doubleList = toDoubleArray(doubleListList.get(i).toArray());
Double xbar = Math.getMean(doubleList);
Double s = Math.StandardDiviation(doubleList).getNormal();
Double r = Math.range(doubleList);
xbarArray.add(xbar);
sArray.add(s);
rArray.add(r);
list.add(new XbarSPoint(
i,
new Double(0),
xbar,
s,
r
)
);
}
//3. 以及一些 控制图的全局参数。
Double xbarbar = Math.getMean(toDoubleArray(xbarArray.toArray()));
this.miu = xbarbar;
StandardDiviation standardDiviation =Math.StandardDiviation(toDoubleArray(originData.toArray()));
this.xigma = standardDiviation.getNormal();
this.totalXigma = standardDiviation.getTotality();
Double sbar = Math.getMean(toDoubleArray(sArray.toArray()));
Double rbar = Math.getMean(toDoubleArray(rArray.toArray()));
this.msdGraphEntity = new MSDGraphEntity(list,xbarbar,sbar,rbar);
}
/**
* desc: get Xbar控制图 的控制限
* 注意：此函数 要在 initialDate()函数执行之后
* */
public ControlLimit getXbarCL(){
return new ControlLimit(
(as*this.msdGraphEntity.getSbar() + this.msdGraphEntity.getXbarbar()),
this.msdGraphEntity.getXbarbar(),
(this.msdGraphEntity.getXbarbar() - as*this.msdGraphEntity.getSbar())
);
}
/**
* desc: get S控制图 的控制限
* 注意：此函数 要在 initialDate()函数执行之后
* */
public ControlLimit getSCL(){
return new ControlLimit(
( bu * this.msdGraphEntity.getSbar() ) ,
this.msdGraphEntity.getSbar() ,
(bl * this.msdGraphEntity.getSbar())
);
}
/**
* desc: get 工序能力
* 注意：此函数 要在 initialDate()函数执行之后
* */
public ProcessCapability getProcessCapacity(){
SpecificationLimit sp = this.specificationLimit;
List<String> warming = new ArrayList<>();
Float usl = sp.getUSL();
Float lsl = sp.getLSL();
if(usl==null || lsl==null){
if(usl==null && lsl!=null){
if(this.miu<lsl){
warming.add("平均值已不能满足规范要求, 有相当多数据均为不合格, 则表示完全没有工序能力");
return new ProcessCapability(null,null,null,(double)0,warming);
}
Double cpl = ( (this.miu-lsl) / (3 * this.xigma) );
return new ProcessCapability(null,null,null,cpl,warming);
} else if (lsl == null && usl!=null) {
if(this.miu>usl){
warming.add("平均值已不能满足规范要求, 有相当多数据均为不合格, 则表示完全没有工序能力");
return new ProcessCapability(null,null,(double)0,null,warming);
}
Double cpu = ( (usl-this.miu) / (3 * this.xigma) );
return new ProcessCapability(null,null,cpu,null,warming);
}else {
return new ProcessCapability(null,null,null,null,warming);
}
}
//下面就是 usl 和 lsl 都部位null的情况
Float k1 = usl-lsl;
Float k2 = usl+lsl;
Double cp = ( k1 / (6*this.xigma) );
Double k = ( java.lang.Math.abs( (this.miu-k2/2) ) / (k1/2) );
if(k>1){
warming.add("此工艺参数K 大于1, 说明均值μ已经偏离到规范范围意外，即相当多的工艺参数均不满足规范要求，这说明工艺加工结果很差，该设备根本不适用于批量生产");
}
Double cpk = cp * ( 1- k);
if(cpk<0){
warming.add("Cpk=0，该工序完全没有能力 批量生产");
cpk = (double) 0;
}
Double cpu = ( (usl-this.miu) / (3 * this.xigma) );
Double cpl = ( (this.miu-lsl) / (3 * this.xigma) );
return new ProcessCapability(cp,cpk,cpu,cpl,warming);
}
}

279
ym-quality-planning/src/main/java/com/cnbm/qualityPlanning/common/StatisticalControlledTest.java
View File

@ -4,6 +4,8 @@ package com.cnbm.qualityPlanning.common;
import com.cnbm.qualityPlanning.entity.ControlLimit;
import com.cnbm.qualityPlanning.entity.ControlLimitDetail;
import com.cnbm.qualityPlanning.entity.Point;
import com.cnbm.qualityPlanning.entity.XbarSPoint;
import java.util.*;
@ -38,6 +40,15 @@ public class StatisticalControlledTest {
Point point10 = new Point(10,new Double(3.7));
Point point11 = new Point(11,new Double(3.7));
Point point12 = new Point(12,new Double(3.7));
Point point13 = new Point(13,new Double(3.7));
Point point14 = new Point(14,new Double(3.7));
Point point15 = new Point(15,new Double(3.7));
Point point16 = new Point(16,new Double(3.7));
Point point17 = new Point(17,new Double(3.7));
Point point18 = new Point(18,new Double(3.7));
Point point19 = new Point(19,new Double(3.7));
Point point20 = new Point(20,new Double(3.7));
List<Point> list = new ArrayList<>();
list.add(point);
list.add(point2);
@ -53,16 +64,68 @@ public class StatisticalControlledTest {
list.add(point12);
return list;
}
public static List<Point> createData2(){
XbarSPoint point = new XbarSPoint(1, new Double(2.5));
XbarSPoint point2 = new XbarSPoint(2, new Double(2.5));
XbarSPoint point3 = new XbarSPoint(3, new Double(2.5));
XbarSPoint point4 = new XbarSPoint(4, new Double(2.5));
XbarSPoint point5 = new XbarSPoint(5, new Double(2.5));
XbarSPoint point6 = new XbarSPoint(6, new Double(2.5));
XbarSPoint point7 = new XbarSPoint(7, new Double(2.5));
XbarSPoint point8 = new XbarSPoint(8, new Double(2));
XbarSPoint point9 = new XbarSPoint(9, new Double(2.5));
XbarSPoint point10 = new XbarSPoint(10, new Double(2.5));
XbarSPoint point11 = new XbarSPoint(11, new Double(2.5));
XbarSPoint point12 = new XbarSPoint(12, new Double(2.5));
XbarSPoint point13 = new XbarSPoint(13,new Double(2.5));
XbarSPoint point14 = new XbarSPoint(14,new Double(2.5));
XbarSPoint point15 = new XbarSPoint(15,new Double(2.5));
XbarSPoint point16 = new XbarSPoint(16,new Double(2));
XbarSPoint point17 = new XbarSPoint(17,new Double(2.5));
XbarSPoint point18 = new XbarSPoint(18,new Double(2.5));
XbarSPoint point19 = new XbarSPoint(19,new Double(2.5));
XbarSPoint point20 = new XbarSPoint(20,new Double(2.5));
XbarSPoint point21 = new XbarSPoint(21,new Double(2.5));
XbarSPoint point22 = new XbarSPoint(22,new Double(2.5));
XbarSPoint point23 = new XbarSPoint(23,new Double(2.5));
List<Point> list = new ArrayList<>();
list.add(point);
list.add(point2);
list.add(point3);
list.add(point4);
list.add(point5);
list.add(point6);
list.add(point7);
list.add(point8);
list.add(point9);
list.add(point10);
list.add(point11);
list.add(point12);
list.add(point13);
list.add(point14);
list.add(point15);
list.add(point16);
list.add(point17);
list.add(point18);
list.add(point19);
list.add(point20);
list.add(point21);
list.add(point22);
list.add(point23);
return list;
}
public static void main(String[] args) {
List<Point> list = createData();
ControlLimit controlLimit = new ControlLimit(new Double(12),new Double(2),new Double(1));
//
// List<Point> list = createData();
List<Point> list = createData2();
ControlLimit controlLimit = new ControlLimit(new Double(12),new Double(3),new Double(1));
System.out.println("controlLimit : "+controlLimit.toString());
//
// //TEST FOR RULE1
// Boolean aBoolean1 = rule1(list, controlLimit);
//
//TEST FOR RULE2
// Boolean aBoolean2 = rule2(list, controlLimit, 9);
// Boolean aBoolean2 = rule2(list, controlLimit, 5);
// System.out.println();
//
//
@ -72,7 +135,7 @@ public class StatisticalControlledTest {
//
//
// //TEST FOR RULE4
// Boolean aBoolean4 = rule4(list, 5);
// Boolean aBoolean4 = rule4(list, 6);
// System.out.println();
// //TEST FOR RULE5
@ -80,17 +143,19 @@ public class StatisticalControlledTest {
// System.out.println();
// //TEST FOR RULE6
// Boolean aBoolean6 = rule6(list, controlLimit, 3,2);
// >6 或者 <2.3
// Boolean aBoolean6 = rule6(list, controlLimit, 5,4);
// System.out.println();
//TEST FOR RULE7
//LC0 = 1.6666 ;; UC1 = 5
Boolean aBoolean7 = rule7(list, controlLimit,7);
System.out.println();
// //>2.33 <3
// Boolean aBoolean7 = rule7(list, controlLimit,7);
// System.out.println();
//TEST FOR RULE8
// Boolean aBoolean8 = rule8(list, controlLimit,8);
// System.out.println();
Boolean aBoolean8 = rule8(list, controlLimit,8);
System.out.println();
// int[] array={1,2,3,4,5,6};
// int[] ret=new int[3];
@ -99,6 +164,7 @@ public class StatisticalControlledTest {
}
/**
* status : ok
* name : 规则1
* desc : 控制图上有 1 个点位于三倍标准差以外(对中心线来说)（母体的 $\sigma$ ）
* 注意： 如果存在满足rule1的点，会在原数组 Point.unsatisfiedRules 里标注出来。
@ -109,7 +175,7 @@ public class StatisticalControlledTest {
private static Boolean rule1(List<Point> data, ControlLimit controlLimit){
Boolean flag = false;
for(Point i:data){
if(i.getValue() > controlLimit.getUCL() || i.getValue() < controlLimit.getLCL()){
if(i.getValueForInterpretation() > controlLimit.getUCL() || i.getValueForInterpretation() < controlLimit.getLCL()){
i.getUnsatisfiedRules().add(rule1Number);
flag = true;
}
@ -124,20 +190,23 @@ public class StatisticalControlledTest {
}
/**
* status : ok
* name : 规则2
* desc : 连续 n 点落在中心线的用一侧 (默认：9)
* desc : 连续 n 点落在中心线的同一侧 (默认：9)
* 注意： 如果存在满足rule2的点，会在原数组 Point.unsatisfiedRules 里标注出来。
* return :
* 存在满足rule2的点 => true
* 不存在满足rule2的点 => false
* */
private static Boolean rule2(List<Point> data, ControlLimit controlLimit,Integer n){
Boolean result = false;
List<Point> upList = new ArrayList<>();
List<Point> downList = new ArrayList<>();
for(Point i:data){
if(i.getValue() > controlLimit.getCL()){
if(i.getValueForInterpretation() > controlLimit.getCL()){
upList.add(i);
}else if(i.getValue() < controlLimit.getCL()){
}else if(i.getValueForInterpretation() < controlLimit.getCL()){
downList.add(i);
}
}
@ -151,15 +220,17 @@ public class StatisticalControlledTest {
while((upi+1) < upList.size()){
//if((upList.get(upi).getPosition()+1)==upList.get(upi+1).getPosition()){
if(isBetween(upList.get(upi),upList.get(upi+1))){
//|| upi==(n-1)
if( isBetween(upList.get(upi),upList.get(upi+1)) || upi==(n-1) ){
uptime +=1;
forMarkPoints.add(upList.get(upi));
if((upi+1)==upTotalSize){
if((upi+1)==(upTotalSize-1)){
uptime +=1;
forMarkPoints.add(upList.get(upi+1));
}
//只要到达n 了，就return，防止中间段到达 后面又被重置了
if(uptime>=n){
result = true;
//1.
for (Point key:forMarkPoints){
for(Point j:data){
@ -169,14 +240,12 @@ public class StatisticalControlledTest {
}
}
}
//2.
// markUnsatisfiedRulesByKeys(data,forMarkKey,rule2Number);
return true;
//2.不考虑 return ,先把所有点都找出来。( 重置所有标志位 )
uptime = 0;
}
}else {
forMarkPoints = new ArrayList<>();
upTotalSize-=1;
// upTotalSize--;
uptime = 0;
}
upi++;
@ -189,15 +258,17 @@ public class StatisticalControlledTest {
Integer totalSize = downList.size();
forMarkPoints = new ArrayList<>();
while((downi+1) < downList.size()){
if(isBetween(downList.get(downi),downList.get(downi+1))){
//这里之所以 要加上downi==(n-1) 是因为，在比较顺序的时候，要把最后一种可能加上。
//|| downi==(n-1)
if(isBetween(downList.get(downi),downList.get(downi+1)) || downi==(n-1) ){
downtime +=1;
forMarkPoints.add(downList.get(downi));
if((downi+1)==totalSize){
if((downi+1)==(totalSize-1)){
downtime++;
forMarkPoints.add(downList.get(downi+1));
}
if(downtime>=n){
result = true;
for (Point key:forMarkPoints){
for(Point j:data){
if(key.getPosition().equals(j.getPosition())){
@ -206,22 +277,22 @@ public class StatisticalControlledTest {
}
}
}
return true;
//2.不考虑 return ,先把所有点都找出来。( 重置所有标志位 )
downtime = 0;
}
}else {
totalSize-=1;
forMarkPoints = new ArrayList<>();
// totalSize--;
downtime = 0;
}
downi++;
}
return false;
return result;
}
/**
* status : ok
* name : 规则3
* desc : 连续 n 点递增或者递减 (默认：6)
* 注意： 如果存在满足rule3的点，会在原数组 Point.unsatisfiedRules 里标注出来。
@ -244,7 +315,9 @@ public class StatisticalControlledTest {
data.get(key).getUnsatisfiedRules().add(rule3Number);
}
return true;
//不return了, 把所有不满足的点都找出来
// return true;
uptime = 0;
}
}else {
uptime = 0;
@ -267,7 +340,8 @@ public class StatisticalControlledTest {
data.get(key).getUnsatisfiedRules().add(rule3Number);
}
return true;
// return true;
downtime = 0;
}
}else {
downtime = 0;
@ -280,18 +354,24 @@ public class StatisticalControlledTest {
}
/**
* status : ok
* name : 规则4
* desc : 连续 n 点中 相邻点 交替上下 ( 默认：14 )
* desc : 连续 n 点中 相邻点 交替上下 ( 默认：14 ) (n>2)
* 注意： 如果存在满足rule4的点，会在原数组 Point.unsatisfiedRules 里标注出来。
* return :
* 存在满足rule4的点 => true
* 不存在满足rule4的点 => false
* */
private static Boolean rule4(List<Point> data, Integer n){
if(n<=2){
return false;
}
Boolean result = false;
Integer upi = 0;
Boolean current;
Boolean nextNeeded;
Integer times = 0;
Integer isAgain = 1;
List<Integer> forMarkKey = new ArrayList<>();
if(isSmall(data.get(0),data.get(1))){
current = true;
@ -303,11 +383,34 @@ public class StatisticalControlledTest {
while((upi+1) < data.size()){
if(isBetween( data.get(upi),data.get(upi+1) )){
//
//最后一个节点情况
if((upi+1)==(data.size()-1)){
Double u1 = data.get(upi-1).getValueForInterpretation();
Double u2 = data.get(upi).getValueForInterpretation();
Double u3 = data.get(upi+1).getValueForInterpretation();
if(isUpAndDown(u1,u2,u3)){
forMarkKey.add(upi);
forMarkKey.add(upi+1);
times+=2;
}
if(times >= n){
for(Integer key:forMarkKey){
data.get(key).getUnsatisfiedRules().add(rule4Number);
}
//set完了就重置
result = true;
return result;
}
}
//formark 最后一个点的时候
if(forMarkKey.size()==(n-1)){
Double u1 = data.get(upi-2).getValue();
Double u2 = data.get(upi-1).getValue();
Double u3 = data.get(upi).getValue();
Double u1 = data.get(upi-2).getValueForInterpretation();
Double u2 = data.get(upi-1).getValueForInterpretation();
Double u3 = data.get(upi).getValueForInterpretation();
if(isUpAndDown(u1,u2,u3)){
forMarkKey.add(upi);
times++;
@ -316,7 +419,16 @@ public class StatisticalControlledTest {
for(Integer key:forMarkKey){
data.get(key).getUnsatisfiedRules().add(rule4Number);
}
return true;
//set完了就重置
result = true;
times=0;
forMarkKey = new ArrayList<>();
//
isAgain =2;
//
continue;
}
}
@ -328,6 +440,10 @@ public class StatisticalControlledTest {
}else {
current = false;
}
if(isAgain == 2){
nextNeeded = current;
isAgain = 1;
}
if (current.equals(nextNeeded)){
@ -335,9 +451,9 @@ public class StatisticalControlledTest {
forMarkKey.add(upi);
//加入最后一个元素的判断
if((upi+1)==(data.size()-1)){
Double u0 = data.get(upi - 1).getValue();
Double u1 = data.get(upi).getValue();
Double u2 = data.get(upi + 1).getValue();
Double u0 = data.get(upi - 1).getValueForInterpretation();
Double u1 = data.get(upi).getValueForInterpretation();
Double u2 = data.get(upi + 1).getValueForInterpretation();
if(isUpAndDown(u0,u1,u2)){
forMarkKey.add(upi+1);
times++;
@ -349,7 +465,14 @@ public class StatisticalControlledTest {
for(Integer key:forMarkKey){
data.get(key).getUnsatisfiedRules().add(rule4Number);
}
return true;
// return true;
result = true;
times=0;
forMarkKey = new ArrayList<>();
//
isAgain =2;
//
continue;
}
}else {
times=0;
@ -363,7 +486,7 @@ public class StatisticalControlledTest {
upi++;
}
return false;
return result;
}
@ -377,6 +500,7 @@ public class StatisticalControlledTest {
* 不存在满足rule5的点 => false
* */
private static Boolean rule5(List<Point> data,ControlLimit controlLimit, Integer m, Integer n){
Boolean result = false;
Integer upi = 0;
List<Point> upforMarkKey = new ArrayList<>();
List<Point> downforMarkKey = new ArrayList<>();
@ -401,37 +525,43 @@ public class StatisticalControlledTest {
Integer upTimes = 0;
Integer downTimes = 0;
for(Point i:keyList){
if(i.getValue()>controlLimitDetail.getUB()[1]){
if(i.getValueForInterpretation()>controlLimitDetail.getUB()[1]){
upTimes++;
upforMarkKey.add(i);
System.out.println();
}
if(i.getValue()<controlLimitDetail.getLB()[0]){
if(i.getValueForInterpretation()<controlLimitDetail.getLB()[0]){
downTimes++;
downforMarkKey.add(i);
}
}
if(upTimes>=n || downTimes>=n){
result = true;
if(upTimes>=n){
for(Point i:upforMarkKey){
i.getUnsatisfiedRules().add(rule5Number);
}
return true;
upforMarkKey = new ArrayList<>();
// return true;
}
if(downTimes>=n){
for(Point i:downforMarkKey){
i.getUnsatisfiedRules().add(rule5Number);
}
return true;
downforMarkKey = new ArrayList<>();
// return true;
}
return true;
// return true;
}else {
upforMarkKey = new ArrayList<>();
downforMarkKey = new ArrayList<>();
}
upi++;
}
return false;
return result;
}
/**
@ -443,6 +573,7 @@ public class StatisticalControlledTest {
* 不存在满足rule6的点 => false
* */
private static Boolean rule6(List<Point> data,ControlLimit controlLimit, Integer m, Integer n){
Boolean result = false;
Integer upi = 0;
List<Point> upforMarkKey = new ArrayList<>();
List<Point> downforMarkKey = new ArrayList<>();
@ -467,37 +598,47 @@ public class StatisticalControlledTest {
Integer upTimes = 0;
Integer downTimes = 0;
for(Point i:keyList){
if(i.getValue()>controlLimitDetail.getUC()[1]){
if(i.getValueForInterpretation()>controlLimitDetail.getUC()[1]){
upTimes++;
upforMarkKey.add(i);
System.out.println();
}
if(i.getValue()<controlLimitDetail.getLC()[0]){
if(i.getValueForInterpretation()<controlLimitDetail.getLC()[0]){
downTimes++;
downforMarkKey.add(i);
}
}
if(upTimes>=n || downTimes>=n){
result = true;
if(upTimes>=n){
for(Point i:upforMarkKey){
i.getUnsatisfiedRules().add(rule6Number);
}
return true;
upforMarkKey = new ArrayList<>();
// return true;
}
if(downTimes>=n){
for(Point i:downforMarkKey){
if(i.getPosition() == 13){
System.out.println(1);
}
i.getUnsatisfiedRules().add(rule6Number);
}
return true;
// return true;
downforMarkKey = new ArrayList<>();
}
return true;
// return true;
}else {
upforMarkKey = new ArrayList<>();
downforMarkKey = new ArrayList<>();
}
upi++;
}
return false;
return result;
}
/**
@ -510,6 +651,7 @@ public class StatisticalControlledTest {
* */
private static Boolean rule7(List<Point> data,ControlLimit controlLimit, Integer n){
Boolean result = false;
//Integer upi = 0;
ControlLimitDetail controlLimitDetail = new ControlLimitDetail(controlLimit.getUCL(), controlLimit.getCL(), controlLimit.getLCL());
@ -522,7 +664,7 @@ public class StatisticalControlledTest {
//判断最后一次
if((i+1) == data.size()){
Point point = data.get(i);
if(point.getValue()>controlLimitDetail.getLC()[0] && point.getValue()<controlLimitDetail.getUC()[1]){
if(point.getValueForInterpretation()>controlLimitDetail.getLC()[0] && point.getValueForInterpretation()<controlLimitDetail.getUC()[1]){
times++;
markKey.add(point);
if(times.equals(n)){
@ -541,14 +683,17 @@ public class StatisticalControlledTest {
//通常情况
Point point = data.get(i);
if( isBetween( data.get(i),data.get(i+1) ) ){
if(point.getValue()>controlLimitDetail.getLC()[0] && point.getValue()<controlLimitDetail.getUC()[1]){
if(point.getValueForInterpretation()>controlLimitDetail.getLC()[0] && point.getValueForInterpretation()<controlLimitDetail.getUC()[1]){
times++;
markKey.add(point);
if(times.equals(n)){
for(Point j:markKey){
j.getUnsatisfiedRules().add(rule7Number);
}
return true;
// return true;
result = true;
times = 0;
markKey = new ArrayList<>();
}
}else {
times = 0;
@ -559,7 +704,7 @@ public class StatisticalControlledTest {
markKey = new ArrayList<>();
}
}
return false;
return result;
}
/**
@ -572,7 +717,7 @@ public class StatisticalControlledTest {
* */
private static Boolean rule8(List<Point> data,ControlLimit controlLimit, Integer n){
Boolean result = true;
//Integer upi = 0;
ControlLimitDetail controlLimitDetail = new ControlLimitDetail(controlLimit.getUCL(), controlLimit.getCL(), controlLimit.getLCL());
System.out.println(controlLimitDetail.toString());
@ -584,7 +729,7 @@ public class StatisticalControlledTest {
//判断最后一次
if((i+1) == data.size()){
Point point = data.get(i);
if( point.getValue()>controlLimitDetail.getUC()[1] || point.getValue()<controlLimitDetail.getLC()[0] ){
if( point.getValueForInterpretation()>controlLimitDetail.getUC()[1] || point.getValueForInterpretation()<controlLimitDetail.getLC()[0] ){
times++;
markKey.add(point);
if(times.equals(n)){
@ -603,14 +748,16 @@ public class StatisticalControlledTest {
//通常情况
Point point = data.get(i);
if( isBetween( data.get(i),data.get(i+1) ) ){
if( point.getValue()>controlLimitDetail.getUC()[1] || point.getValue()<controlLimitDetail.getLC()[0] ){
if( point.getValueForInterpretation()>controlLimitDetail.getUC()[1] || point.getValueForInterpretation()<controlLimitDetail.getLC()[0] ){
times++;
markKey.add(point);
if(times.equals(n)){
for(Point j:markKey){
j.getUnsatisfiedRules().add(rule8Number);
}
return true;
result = true;
times = 0;
markKey = new ArrayList<>();
}
}else {
times = 0;
@ -621,7 +768,7 @@ public class StatisticalControlledTest {
markKey = new ArrayList<>();
}
}
return false;
return result;
}
/**
@ -634,13 +781,13 @@ public class StatisticalControlledTest {
* 如果 head 小于 after ==》 true
* */
private static boolean isSmall(Point head,Point after){
return (head.getValue()- after.getValue()) < 0;
return (head.getValueForInterpretation()- after.getValueForInterpretation()) < 0;
}
/**
* 如果 head 大于 after ==》 true
* */
private static boolean isBig(Point head,Point after){
return (head.getValue()- after.getValue()) > 0;
return (head.getValueForInterpretation()- after.getValueForInterpretation()) > 0;
}

6
ym-quality-planning/src/main/java/com/cnbm/qualityPlanning/entity/ControlLimit.java
View File

@ -1,5 +1,7 @@
package com.cnbm.qualityPlanning.entity;
import io.swagger.annotations.ApiModel;
import io.swagger.annotations.ApiModelProperty;
import lombok.Data;
/**
@ -8,12 +10,16 @@ import lombok.Data;
* @DATE: 2022/7/12 15:17
*/
@Data
@ApiModel(value = "控制限")
public class ControlLimit {
//控制上限
@ApiModelProperty(value = "控制上限")
private Double UCL;
//控制中心线
@ApiModelProperty(value = "控制中心线")
private Double CL;
//控制下限
@ApiModelProperty(value = "控制下限")
private Double LCL;
public ControlLimit(Double UCL,Double CL,Double LCL){

9
ym-quality-planning/src/main/java/com/cnbm/qualityPlanning/entity/PCWarming.java Normal file
View File

@ -0,0 +1,9 @@
package com.cnbm.qualityPlanning.entity;
/**
* @Desc: ""
* @Author: caixiang
* @DATE: 2022/7/25 16:31
*/
public class PCWarming {
}

8
ym-quality-planning/src/main/java/com/cnbm/qualityPlanning/entity/Point.java
View File

@ -1,10 +1,8 @@
package com.cnbm.qualityPlanning.entity;
import io.swagger.models.auth.In;
import lombok.Data;
import java.util.HashSet;
import java.util.List;
import java.util.Set;
/**
@ -15,14 +13,14 @@ import java.util.Set;
@Data
public class Point {
private Integer position;
private Double value;
private Double valueForInterpretation;
//不满足的 规则 例子 : [1,2] => 代表 不满足 规则1 和 规则2
private Set<Integer> unsatisfiedRules;
public Point(Integer position , Double value){
public Point(Integer position , Double valueForInterpretation){
this.position = position;
this.value = value;
this.valueForInterpretation = valueForInterpretation;
this.unsatisfiedRules = new HashSet();
}

40
ym-quality-planning/src/main/java/com/cnbm/qualityPlanning/entity/ProcessCapability.java Normal file
View File

@ -0,0 +1,40 @@
package com.cnbm.qualityPlanning.entity;
import io.swagger.annotations.ApiModel;
import io.swagger.annotations.ApiModelProperty;
import lombok.Data;
import java.util.List;
/**
* @Desc: ""
* @Author: caixiang
* @DATE: 2022/7/12 15:17
*/
@Data
@ApiModel(value = "工序能力")
public class ProcessCapability {
//工序能力指数CP
@ApiModelProperty(value = "工序能力指数CP")
private Double CP;
//实际工序能力指数CPK
@ApiModelProperty(value = "实际工序能力指数CPK")
private Double CPK;
//上侧规范 工序能力指数CPU
@ApiModelProperty(value = "上侧规范 工序能力指数CPU")
private Double CPU;
//下侧规范 工序能力指数CPL
@ApiModelProperty(value = "下侧规范 工序能力指数CPL")
private Double CPL;
@ApiModelProperty(value = "工序能力报警")
private List<String> warming;
public ProcessCapability(Double CP, Double CPK, Double CPU, Double CPL,List<String> warming) {
this.CP = CP;
this.CPK = CPK;
this.CPU = CPU;
this.CPL = CPL;
this.warming = warming;
}
}

18
ym-quality-planning/src/main/java/com/cnbm/qualityPlanning/entity/SpecificationLimit.java
View File

@ -1,5 +1,7 @@
package com.cnbm.qualityPlanning.entity;
import io.swagger.annotations.ApiModel;
import io.swagger.annotations.ApiModelProperty;
import lombok.Data;
/**
@ -8,11 +10,21 @@ import lombok.Data;
* @DATE: 2022/7/12 15:19
*/
@Data
@ApiModel(value = "规格限")
public class SpecificationLimit {
//规格上限
private Double USL;
@ApiModelProperty(value = "规格上限")
private Float USL;
//规格中心线
private Double SL;
@ApiModelProperty(value = "规格中心限")
private Float SL;
//规格下限
private Double LSL;
@ApiModelProperty(value = "规格下限")
private Float LSL;
public SpecificationLimit(Float USL, Float SL, Float LSL) {
this.USL = USL;
this.SL = SL;
this.LSL = LSL;
}
}

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ym-quality-planning/src/main/java/com/cnbm/qualityPlanning/entity/XbarSPoint.java Normal file
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@ -0,0 +1,84 @@
package com.cnbm.qualityPlanning.entity;
import java.util.ArrayList;
import java.util.List;
import java.util.Set;
/**
* @Desc: "整合，处理好 后的一行数据 (sampleSize 后的数据) "
* @Author: caixiang
* @DATE: 2022/7/21 9:43
*/
public class XbarSPoint extends Point {
List<Double> data = new ArrayList<>();
private Double xbar;
private Double s;
private Double r;
//position 是这个数据在数组中的位置 ；； value 是待被判读方案 分析的value（从 xbar、s、r 中选一）
public XbarSPoint(Integer position, Double value) {
super(position, value);
}
//
public Double getXbar() {
return xbar;
}
public void setXbar(Double xbar) {
this.xbar = xbar;
}
public Double getS() {
return s;
}
public void setS(Double s) {
this.s = s;
}
public Double getR() {
return r;
}
public void setR(Double r) {
this.r = r;
}
public XbarSPoint(Integer position, Double value, Double xbar, Double s, Double r) {
super(position,value);
this.xbar = xbar;
this.s = s;
this.r = r;
}
@Override
public Integer getPosition() {
return super.getPosition();
}
@Override
public Double getValueForInterpretation() {
return super.getValueForInterpretation();
}
@Override
public Set<Integer> getUnsatisfiedRules() {
return super.getUnsatisfiedRules();
}
@Override
public void setPosition(Integer position) {
super.setPosition(position);
}
@Override
public void setValueForInterpretation(Double valueForInterpretation) {
super.setValueForInterpretation(valueForInterpretation);
}
@Override
public void setUnsatisfiedRules(Set<Integer> unsatisfiedRules) {
super.setUnsatisfiedRules(unsatisfiedRules);
}
}