mark for pull

ym-admin/src/main/java/com/cnbm/admin/config/SecurityConfig.java

@@ -73,6 +73,7 @@ public class SecurityConfig extends WebSecurityConfigurerAdapter {
                         "/webjars/**",
                         "/websocket/**",
                         "/influx/**",
+
 //                        "/basic/**",
 //                        "/qualityPlanning/**",
 //                        "/processInspection/**",

ym-common/pom.xml

@@ -15,5 +15,12 @@
     <build>
         <finalName>${project.artifactId}</finalName>
     </build>
+    <dependencies>
+        <dependency>
+            <groupId>org.apache.commons</groupId>
+            <artifactId>commons-math3</artifactId>
+            <version>3.6.1</version>
+        </dependency>
 
+    </dependencies>
 </project>

ym-common/src/main/java/com/cnbm/common/spc/math/Math.java

@@ -28,7 +28,6 @@ public class Math {
         d[6] = new Double(10.2);
         d[7] = new Double(11.7);
 
-        ;
         System.out.println("均值: "+getMean(d)+",,标准差："+StandardDiviation(d)+",极差："+range(d));
     }
 

ym-common/src/main/java/com/cnbm/common/spc/math/Matrix.java

@@ -0,0 +1,793 @@
+package com.cnbm.common.spc.math;
+
+import com.cnbm.common.spc.math.entity.T2GraphEntity;
+import org.apache.commons.math3.distribution.FDistribution;
+
+import java.math.BigDecimal;
+import java.math.RoundingMode;
+import java.util.Arrays;
+import java.util.List;
+
+/**
+ * @Desc: ""
+ * @Author: caixiang
+ * @DATE: 2022/9/2 15:33
+ */
+public class Matrix {
+//    public static void main(String[] args) {
+//        double[] xbarbar = new double[2];
+//        xbarbar[0] = 115.6084;
+//        xbarbar[1] = 1.0564;
+//
+//        double[] xi = new double[2];
+//        xi[0] = 115.84;
+//        xi[1] = 1.078;
+//
+//        double[] xi2 = new double[2];
+//        xi2[0] = 115.76;
+//        xi2[1] = 1.072;
+//
+//        double[] xi3 = new double[2];
+//        xi3[0] = 115.11;
+//        xi3[1] = 1.015;
+//
+//        double[] xi4 = new double[2];
+//        xi4[0] = 116.02;
+//        xi4[1] = 1.089;
+//
+//        double[] xi5 = new double[2];
+//        xi5[0] = 115.80;
+//        xi5[1] = 1.090;
+//
+//        System.out.println("Ti1:"+ forTi2(xi,xbarbar)*10);
+//        System.out.println("Ti2:"+ forTi2(xi2,xbarbar)*10);
+//        System.out.println("Ti3:"+ forTi2(xi3,xbarbar)*10);
+//        System.out.println("Ti4:"+ forTi2(xi4,xbarbar)*10);
+//        System.out.println("Ti4:"+ forTi2(xi5,xbarbar)*10);
+////        double ti = 10*()
+//
+//
+//
+//        //创建一个F分布对象，参数为自由度
+//        FDistribution fd = new FDistribution(2,179);
+//        //当α=0.05时，参数为1-α=0.95
+//        double v = fd.inverseCumulativeProbability(0.99865);
+//        //输出值
+//        System.out.println("v: "+v*342/179);
+//
+//
+//        //m = 25   n = 1   p = 3
+//        FDistribution fd2 = new FDistribution(3,21);
+//        //当α=0.05时，参数为1-α=0.95
+//        double v2 = fd2.inverseCumulativeProbability(0.99865);
+//        //输出值
+//        System.out.println("v2: "+v2);
+//    }
+
+//    public static void main(String[] args) {
+//
+//        double[] xlv = new double[5];
+//        xlv[0] = 155;
+//        xlv[1] = 170;
+//        xlv[2] = 160;
+//        xlv[3] = 162;
+//        xlv[4] = 163;
+//
+//        double[] weigth = new double[5];
+//        weigth[0] = 125;
+//        weigth[1] = 162;
+//        weigth[2] = 139;
+//        weigth[3] = 150;
+//        weigth[4] = 146;
+//
+//        double x1bar = getBar(xlv);
+//        double x2bar = getBar(weigth);
+//        System.out.println();
+//        double s11 = forS11(xlv,x1bar);
+//        double s12 = forS12(weigth,x1bar,xlv,x2bar);
+//        double s22 = forS22(weigth,x2bar);
+//        System.out.println();
+//
+//    }
+
+
+    public static double[][] initialDemoSource(){
+        double[][] source = new double[60][6];
+        source[0][0] = 1;
+        source[0][1] = 1;
+        source[0][2] = 155;
+        source[0][3] = 100;
+        source[0][4] = 60;
+        source[0][5] = 125;
+
+        source[1][0] = 1;
+        source[1][1] = 2;
+        source[1][2] = 170;
+        source[1][3] = 120;
+        source[1][4] = 82;
+        source[1][5] = 162;
+
+        source[2][0] = 1;
+        source[2][1] = 3;
+        source[2][2] = 160;
+        source[2][3] = 132;
+        source[2][4] = 71;
+        source[2][5] = 139;
+
+        source[3][0] = 1;
+        source[3][1] = 4;
+        source[3][2] = 162;
+        source[3][3] = 139;
+        source[3][4] = 70;
+        source[3][5] = 150;
+
+        source[4][0] = 1;
+        source[4][1] = 5;
+        source[4][2] = 163;
+        source[4][3] = 110;
+        source[4][4] = 80;
+        source[4][5] = 146;
+
+        source[5][0] = 2;
+        source[5][1] = 1;
+        source[5][2] = 157;
+        source[5][3] = 110;
+        source[5][4] = 59;
+        source[5][5] = 124;
+
+        source[6][0] = 2;
+        source[6][1] = 2;
+        source[6][2] = 171;
+        source[6][3] = 122;
+        source[6][4] = 81;
+        source[6][5] = 163;
+
+        source[7][0] = 2;
+        source[7][1] = 3;
+        source[7][2] = 162;
+        source[7][3] = 133;
+        source[7][4] = 73;
+        source[7][5] = 139;
+
+        source[8][0] = 2;
+        source[8][1] = 4;
+        source[8][2] = 165;
+        source[8][3] = 140;
+        source[8][4] = 72;
+        source[8][5] = 152;
+
+        source[9][0] = 2;
+        source[9][1] = 5;
+        source[9][2] = 161;
+        source[9][3] = 112;
+        source[9][4] = 81;
+        source[9][5] = 147;
+
+        source[10][0] = 3;
+        source[10][1] = 1;
+        source[10][2] = 153;
+        source[10][3] = 110;
+        source[10][4] = 63;
+        source[10][5] = 123;
+
+
+        source[11][0] = 3;
+        source[11][1] = 2;
+        source[11][2] = 169;
+        source[11][3] = 120;
+        source[11][4] = 86;
+        source[11][5] = 161;
+
+
+        source[12][0] = 3;
+        source[12][1] = 3;
+        source[12][2] = 161;
+        source[12][3] = 133;
+        source[12][4] = 79;
+        source[12][5] = 141;
+
+
+        source[13][0] = 3;
+        source[13][1] = 4;
+        source[13][2] = 160;
+        source[13][3] = 140;
+        source[13][4] = 72;
+        source[13][5] = 153;
+
+
+        source[14][0] = 3;
+        source[14][1] = 5;
+        source[14][2] = 159;
+        source[14][3] = 118;
+        source[14][4] = 82;
+        source[14][5] = 149;
+
+        source[15][0] = 4;
+        source[15][1] = 1;
+        source[15][2] = 157;
+        source[15][3] = 109;
+        source[15][4] = 60;
+        source[15][5] = 126;
+
+
+        source[16][0] = 4;
+        source[16][1] = 2;
+        source[16][2] = 171;
+        source[16][3] = 126;
+        source[16][4] = 81;
+        source[16][5] = 163;
+
+
+        source[17][0] = 4;
+        source[17][1] = 3;
+        source[17][2] = 162;
+        source[17][3] = 135;
+        source[17][4] = 72;
+        source[17][5] = 142;
+
+
+        source[18][0] = 4;
+        source[18][1] = 4;
+        source[18][2] = 163;
+        source[18][3] = 135;
+        source[18][4] = 70;
+        source[18][5] = 151;
+
+
+        source[19][0] = 4;
+        source[19][1] = 5;
+        source[19][2] = 164;
+        source[19][3] = 108;
+        source[19][4] = 72;
+        source[19][5] = 147;
+
+        source[20][0] = 5;
+        source[20][1] = 1;
+        source[20][2] = 156;
+        source[20][3] = 108;
+        source[20][4] = 70;
+        source[20][5] = 126;
+
+
+        source[21][0] = 5;
+        source[21][1] = 2;
+        source[21][2] = 172;
+        source[21][3] = 113;
+        source[21][4] = 80;
+        source[21][5] = 162;
+
+
+        source[22][0] = 5;
+        source[22][1] = 3;
+        source[22][2] = 162;
+        source[22][3] = 130;
+        source[22][4] = 70;
+        source[22][5] = 141;
+
+
+        source[23][0] = 5;
+        source[23][1] = 4;
+        source[23][2] = 162;
+        source[23][3] = 142;
+        source[23][4] = 76;
+        source[23][5] = 150;
+
+
+        source[24][0] = 5;
+        source[24][1] = 5;
+        source[24][2] = 164;
+        source[24][3] = 110;
+        source[24][4] = 83;
+        source[24][5] = 146;
+
+        source[25][0] = 6;
+        source[25][1] = 1;
+        source[25][2] = 157;
+        source[25][3] = 100;
+        source[25][4] = 60;
+        source[25][5] = 128;
+
+
+        source[26][0] = 6;
+        source[26][1] = 2;
+        source[26][2] = 167;
+        source[26][3] = 122;
+        source[26][4] = 80;
+        source[26][5] = 162;
+
+
+        source[27][0] = 6;
+        source[27][1] = 3;
+        source[27][2] = 156;
+        source[27][3] = 133;
+        source[27][4] = 73;
+        source[27][5] = 142;
+
+
+        source[28][0] = 6;
+        source[28][1] = 4;
+        source[28][2] = 161;
+        source[28][3] = 140;
+        source[28][4] = 76;
+        source[28][5] = 150;
+
+
+        source[29][0] = 6;
+        source[29][1] = 5;
+        source[29][2] = 164;
+        source[29][3] = 111;
+        source[29][4] = 82;
+        source[29][5] = 147;
+
+        source[30][0] = 7;
+        source[30][1] = 1;
+        source[30][2] = 157;
+        source[30][3] = 106;
+        source[30][4] = 62;
+        source[30][5] = 127;
+
+
+        source[31][0] = 7;
+        source[31][1] = 2;
+        source[31][2] = 167;
+        source[31][3] = 130;
+        source[31][4] = 83;
+        source[31][5] = 162;
+
+
+        source[32][0] = 7;
+        source[32][1] = 3;
+        source[32][2] = 162;
+        source[32][3] = 125;
+        source[32][4] = 73;
+        source[32][5] = 142;
+
+
+        source[33][0] = 7;
+        source[33][1] = 4;
+        source[33][2] = 161;
+        source[33][3] = 144;
+        source[33][4] = 76;
+        source[33][5] = 152;
+
+
+        source[34][0] = 7;
+        source[34][1] = 5;
+        source[34][2] = 160;
+        source[34][3] = 118;
+        source[34][4] = 85;
+        source[34][5] = 147;
+
+        source[35][0] = 8;
+        source[35][1] = 1;
+        source[35][2] = 159;
+        source[35][3] = 108;
+        source[35][4] = 62;
+        source[35][5] = 128;
+
+
+        source[36][0] = 8;
+        source[36][1] = 2;
+        source[36][2] = 167;
+        source[36][3] = 118;
+        source[36][4] = 84;
+        source[36][5] = 162;
+
+
+        source[37][0] = 8;
+        source[37][1] = 3;
+        source[37][2] = 161;
+        source[37][3] = 120;
+        source[37][4] = 73;
+        source[37][5] = 144;
+
+
+        source[38][0] = 8;
+        source[38][1] = 4;
+        source[38][2] = 164;
+        source[38][3] = 135;
+        source[38][4] = 76;
+        source[38][5] = 151;
+
+
+        source[39][0] = 8;
+        source[39][1] = 5;
+        source[39][2] = 160;
+        source[39][3] = 101;
+        source[39][4] = 81;
+        source[39][5] = 146;
+
+        source[40][0] = 9;
+        source[40][1] = 1;
+        source[40][2] = 157;
+        source[40][3] = 97;
+        source[40][4] = 57;
+        source[40][5] = 126;
+
+
+        source[41][0] = 9;
+        source[41][1] = 2;
+        source[41][2] = 171;
+        source[41][3] = 130;
+        source[41][4] = 72;
+        source[41][5] = 162;
+
+
+        source[42][0] = 9;
+        source[42][1] = 3;
+        source[42][2] = 162;
+        source[42][3] = 134;
+        source[42][4] = 68;
+        source[42][5] = 144;
+
+
+        source[43][0] = 9;
+        source[43][1] = 4;
+        source[43][2] = 164;
+        source[43][3] = 143;
+        source[43][4] = 70;
+        source[43][5] = 150;
+
+
+        source[44][0] = 9;
+        source[44][1] = 5;
+        source[44][2] = 166;
+        source[44][3] = 114;
+        source[44][4] = 80;
+        source[44][5] = 147;
+
+
+        source[45][0] = 10;
+        source[45][1] = 1;
+        source[45][2] = 157;
+        source[45][3] = 107;
+        source[45][4] = 62;
+        source[45][5] = 124;
+
+
+        source[46][0] = 10;
+        source[46][1] = 2;
+        source[46][2] = 172;
+        source[46][3] = 122;
+        source[46][4] = 81;
+        source[46][5] = 160;
+
+
+        source[47][0] = 10;
+        source[47][1] = 3;
+        source[47][2] = 163;
+        source[47][3] = 135;
+        source[47][4] = 72;
+        source[47][5] = 143;
+
+
+        source[48][0] = 10;
+        source[48][1] = 4;
+        source[48][2] = 164;
+        source[48][3] = 141;
+        source[48][4] = 70;
+        source[48][5] = 148;
+
+
+        source[49][0] = 10;
+        source[49][1] = 5;
+        source[49][2] = 166;
+        source[49][3] = 118;
+        source[49][4] = 82;
+        source[49][5] = 146;
+
+        source[50][0] = 11;
+        source[50][1] = 1;
+        source[50][2] = 152;
+        source[50][3] = 106;
+        source[50][4] = 62;
+        source[50][5] = 124;
+
+
+        source[51][0] = 11;
+        source[51][1] = 2;
+        source[51][2] = 167;
+        source[51][3] = 122;
+        source[51][4] = 82;
+        source[51][5] = 162;
+
+
+        source[52][0] = 11;
+        source[52][1] = 3;
+        source[52][2] = 158;
+        source[52][3] = 137;
+        source[52][4] = 74;
+        source[52][5] = 146;
+
+
+        source[53][0] = 11;
+        source[53][1] = 4;
+        source[53][2] = 159;
+        source[53][3] = 146;
+        source[53][4] = 72;
+        source[53][5] = 150;
+
+
+        source[54][0] = 11;
+        source[54][1] = 5;
+        source[54][2] = 160;
+        source[54][3] = 98;
+        source[54][4] = 82;
+        source[54][5] = 145;
+
+        source[55][0] = 12;
+        source[55][1] = 1;
+        source[55][2] = 153;
+        source[55][3] = 106;
+        source[55][4] = 62;
+        source[55][5] = 122;
+
+
+        source[56][0] = 12;
+        source[56][1] = 2;
+        source[56][2] = 168;
+        source[56][3] = 125;
+        source[56][4] = 85;
+        source[56][5] = 164;
+
+
+        source[57][0] = 12;
+        source[57][1] = 3;
+        source[57][2] = 159;
+        source[57][3] = 137;
+        source[57][4] = 72;
+        source[57][5] = 144;
+
+
+        source[58][0] = 12;
+        source[58][1] = 4;
+        source[58][2] = 162;
+        source[58][3] = 146;
+        source[58][4] = 73;
+        source[58][5] = 149;
+
+
+        source[59][0] = 12;
+        source[59][1] = 5;
+        source[59][2] = 167;
+        source[59][3] = 99;
+        source[59][4] = 70;
+        source[59][5] = 148;
+        return source;
+    }
+
+    public static void main(String[] args) {
+        double[][] source = initialDemoSource();
+
+        T2GraphEntity[] all = new T2GraphEntity[12];
+
+        //取值
+        for(int i=1;i<=12;i++){
+            T2GraphEntity t = new T2GraphEntity();
+
+            for(int j=0;j<source.length;j++){
+                if(source[j][0] == i){
+
+                    //1=观察对象、2=心率 、3=收缩压 、4=舒张压 、5=体重 、
+                    t.getX1Source().add(source[j][1]);
+                    t.getX2Source().add(source[j][3]);
+                }
+            }
+            all[i-1] = t;
+        }
+
+        //计算每个子组的  x1bar、x2bar、S11、S12、S22
+        System.out.println();
+        for(int i=0;i<all.length;i++){
+            T2GraphEntity t2 = all[i];
+            double[] x1Source = ListTodouble(t2.getX1Source());
+            double[] x2Source = ListTodouble(t2.getX2Source());
+            double x1bar = getBar(x1Source);
+            double x2bar = getBar(x2Source);
+            t2.setX1bar(x1bar);
+            t2.setX2bar(x2bar);
+            t2.setS11(forS11(x1Source,x1bar));
+            t2.setS12(forS12(x1Source,x1bar,x2Source,x2bar));
+            t2.setS22(forS22(x2Source,x2bar));
+        }
+
+        //计算母体的  x1barbar、x2barbar、S11bar、S12bar、S22bar
+        double x1barbar = 0;
+        double x2barbar = 0;
+        double s11bar = 0;
+        double s12bar = 0;
+        double s22bar = 0;
+        for(int i=0;i<all.length;i++){
+            T2GraphEntity t2 = all[i];
+            x1barbar += t2.getX1bar();
+            x2barbar += t2.getX2bar();
+            s11bar += t2.getS11();
+            s12bar += t2.getS12();
+            s22bar += t2.getS22();
+        }
+        x1barbar /= all.length;
+        x2barbar /= all.length;
+        s11bar /= all.length;
+        s12bar /= all.length;
+        s22bar /= all.length;
+
+        //算 Ti2
+        double[][] sbar = new double[2][2];
+        sbar[0][0] = s11bar;
+        sbar[0][1] = s12bar;
+        sbar[1][0] = s12bar;
+        sbar[1][1] = s22bar;
+        double[][] inverse = inverseSE(sbar);
+
+        double[] xbarbar = new double[2];
+        xbarbar[0] = x1barbar;
+        xbarbar[1] = x2barbar;
+        for(int i=0;i<all.length;i++){
+            T2GraphEntity t2 = all[i];
+            double[] xibar = new double[2];
+            xibar[0] = t2.getX1bar();
+            xibar[1] = t2.getX2bar();
+            double ti = forTi2(xibar, xbarbar, inverse);
+            t2.setTi(ti*6);
+        }
+        System.out.println();
+
+        //算 ucl
+        //创建一个F分布对象，参数为自由度
+        FDistribution fd = new FDistribution(2,59);
+        //当α=0.05时，参数为1-α=0.95
+        double v = fd.inverseCumulativeProbability(0.99865);
+        //输出值
+        System.out.println("v: "+v);
+        double m = 12;
+        double n = 6;
+        double p = 2;
+        double head = (double) 110/(double)59;
+        double ucl = head*v;
+        System.out.println();
+
+        for(int i=0;i< all.length;i++){
+            T2GraphEntity t2GraphEntity = all[i];
+            System.out.println(i+"     位置: "+t2GraphEntity.getTi());
+        }
+        System.out.println("ucl:" + ucl);
+    }
+
+    public static double[] ListTodouble(List<Double> list){
+        Double[] doubles=new Double[list.size()];
+        list.toArray(doubles);
+        if(doubles==null){
+            return null;
+        }
+        double[] result=new double[doubles.length];
+        for(int i=0;i<doubles.length;i++){
+            result[i]=doubles[i].doubleValue();
+        }
+        return result;
+    }
+
+
+    public static double getBar(double[] d){
+        return Arrays.stream(d).average().getAsDouble();
+    }
+
+    public static double forS11(double[] source , double x1bar){
+        double all = 0;
+        for(int i=0;i<source.length;i++){
+            double c =  source[i]-x1bar;
+            all += c*c;
+        }
+        return all/(source.length-1);
+    }
+    public static Double forS12(double[] source1 , double x1bar , double[] source2 , double x2bar){
+        double all = 0;
+        if(source1.length != source2.length){
+            return null;
+        }
+        for(int i=0;i<source1.length;i++){
+            double c1 =  source1[i]-x1bar;
+            double c2 =  source2[i]-x2bar;
+            all += c1*c2;
+        }
+        return all/(source1.length-1);
+    }
+    public static double forS22(double[] source , double x2bar){
+        double all = 0;
+        for(int i=0;i<source.length;i++){
+            double c =  source[i]-x2bar;
+            all += c*c;
+        }
+        return all/(source.length-1);
+    }
+
+    public static double forTi2(double[] xibar,double[] xbarbar,double[][] inverse) {
+
+        double[] xf = new double[2];
+        xf[0] = xibar[0]-xbarbar[0];
+        xf[1] = xibar[1]-xbarbar[1];
+
+        double[] ff = new double[2];
+        ff[0] = xf[0]*inverse[0][0] + xf[1]*inverse[1][0];
+        ff[1] = xf[0]*inverse[0][1] + xf[1]*inverse[1][1];
+
+        return ff[0]*xf[0] + ff[1]*xf[1];
+
+    }
+
+    public static double formatDouble(double d) {
+        // 新方法，如果不需要四舍五入，可以使用RoundingMode.DOWN
+        BigDecimal bg = new BigDecimal(d).setScale(4, RoundingMode.UP);
+        return bg.doubleValue();
+    }
+
+    //2阶矩阵 求逆
+    public static double[][] inverseSE(double[][] source){
+        double a = source[0][0];
+        double b = source[0][1];
+        double c = source[1][0];
+        double d = source[1][1];
+        double to = 1/(a*d-b*c);
+        double[][] res = new double[2][2];
+//        res[0][0] = formatDouble(d*to);
+//        res[0][1] = formatDouble(b*to*-1);
+//        res[1][0] = formatDouble(c*to*-1);
+//        res[1][1] = formatDouble(a*to);
+        res[0][0] = d*to;
+        res[0][1] = b*to*-1;
+        res[1][0] = c*to*-1;
+        res[1][1] = a*to;
+        return res;
+    }
+
+    //获取矩阵的逆
+    public static int[][] inverse(int[][] A) {
+        int[][] B = new int[A.length][A[0].length];
+        for (int i = 0; i < A.length; i++) {
+            for (int j = 0; j < A[0].length; j++) {
+                B[i][j] = A[i][j];
+            }
+        }
+        int[][] C = new int[A.length][A[0].length];
+        for (int i = 0; i < A.length; i++) {
+            for (int j = 0; j < A[0].length; j++) {
+                C[i][j] = (int) java.lang.Math.pow(-1, i + j) * determinant(minor(B, j, i));
+            }
+        }
+        int[][] D = new int[A.length][A[0].length];
+        for (int i = 0; i < A.length; i++) {
+            for (int j = 0; j < A[0].length; j++) {
+                D[i][j] = C[i][j] / determinant(A);
+            }
+        }
+        return D;
+    }
+    //求解矩阵的行列式
+    private static int determinant(int[][] a) {
+        if (a.length == 1) {
+            return a[0][0];
+        }
+        int det = 0;
+        for (int i = 0; i < a[0].length; i++) {
+            det += (int) java.lang.Math.pow(-1, i) * a[0][i] * determinant(minor(a, 0, i));
+        }
+        return det;
+    }
+    //求解二维矩阵在某一位置的伴随矩阵
+    private static int[][] minor(int[][] b, int i, int j) {
+        int[][] a = new int[b.length - 1][b[0].length - 1];
+        for (int x = 0, y = 0; x < b.length; x++) {
+            if (x == i) {
+                continue;
+            }
+            for (int m = 0,n = 0; m < b[0].length; m++) {
+                if (m == j) {
+                    continue;
+                }
+                a[y][n] = b[x][m];
+                n++;
+            }
+            y++;
+        }
+        return a;
+    }
+}

ym-common/src/main/java/com/cnbm/common/spc/math/entity/T2GraphEntity.java

@@ -0,0 +1,30 @@
+package com.cnbm.common.spc.math.entity;
+
+import lombok.Data;
+
+import java.util.ArrayList;
+import java.util.List;
+
+/**
+ * @Desc: ""
+ * @Author: caixiang
+ * @DATE: 2022/9/9 15:26
+ */
+@Data
+public class T2GraphEntity {
+    private double x1bar;
+    private double x2bar;
+    private double s11;
+    private double s12;
+    private double s22;
+    private double ti;
+    private List<Double> x1Source;
+    private List<Double> x2Source;
+
+    public T2GraphEntity(){
+        x1Source = new ArrayList<>();
+        x2Source = new ArrayList<>();
+
+    }
+
+}

ym-gateway/src/main/resources/application-dev.yml

@@ -65,16 +65,16 @@ spring:
 #      username: postgres
 #      password: 123456
 
-influx:
+#influx:
-  url: http://192.168.0.170:8086 # URL to connect to InfluxDB.
+#  url: http://192.168.0.170:8086 # URL to connect to InfluxDB.
-  username: caixiang # Username to use in the basic auth.
+#  username: caixiang # Username to use in the basic auth.
-  password: 251128856 # Password to use in the basic auth.
+#  password: 251128856 # Password to use in the basic auth.
-  token: lkBsC27QZr1W50BSPlGxpTqNNpwuUk5uz1dZZRPSPbCG5VmNDDUo8P3UkZIhGWwfJwkuz6ZGZ7Et4_KBaG3gHw== # Token to use for the authorization.
+#  token: lkBsC27QZr1W50BSPlGxpTqNNpwuUk5uz1dZZRPSPbCG5VmNDDUo8P3UkZIhGWwfJwkuz6ZGZ7Et4_KBaG3gHw== # Token to use for the authorization.
-  org: qgs # Default destination organization for writes and queries.
+#  org: qgs # Default destination organization for writes and queries.
-  bucket: qgs-bucket # Default destination bucket for writes.
+#  bucket: qgs-bucket # Default destination bucket for writes.
-  logLevel: BODY # The log level for logging the HTTP request and HTTP response. (Default: NONE)
+#  logLevel: BODY # The log level for logging the HTTP request and HTTP response. (Default: NONE)
-  readTimeout: 5s # Read timeout for OkHttpClient. (Default: 10s)
+#  readTimeout: 5s # Read timeout for OkHttpClient. (Default: 10s)
-  writeTimeout: 5s # Write timeout for OkHttpClient. (Default: 10s)
+#  writeTimeout: 5s # Write timeout for OkHttpClient. (Default: 10s)
-  connectTimeout: 5s # Connection timeout for OkHttpClient. (Default: 10s)
+#  connectTimeout: 5s # Connection timeout for OkHttpClient. (Default: 10s)
 
   # management.health.influx.enabled=true # Whether to enable InfluxDB 2.x health check.

ym-influx/pom.xml

@@ -23,6 +23,8 @@
             <artifactId>influxdb-client-java</artifactId>
             <version>6.3.0</version>
         </dependency>
+
+
         <dependency>
             <groupId>com.cnbm</groupId>
             <artifactId>ym-common</artifactId>

ym-influx/src/main/java/com/cnbm/influx/config/InfluxClient.java

@@ -92,13 +92,25 @@ public enum InfluxClient {
     public void batchInsert(List<Event> events, String measurement){
         List<Point> list = new ArrayList<>();
         for(Event event:events){
-            Point point = Point.measurement(measurement)
+            Point point = null;
-                    .addTag("transationId", event.getTransationId())
+            if(event.getBatchNum()==null){
-                    .addTag("inspectionSheetId", event.getInspectionSheetId())
+                point = Point.measurement(measurement)
-                    .addTag("batchNum", event.getBatchNum().toString())
+                        .addTag("transationId", event.getTransationId())
-                    .addTag("argName", event.getArgName())
+                        .addTag("inspectionSheetId", event.getInspectionSheetId())
-                    .addField("argValue", event.getArgValue())
+                        .addTag("argName", event.getArgName())
-                    .time(event.getTime().toEpochMilli(), WritePrecision.MS);
+                        .addField("argValue", event.getArgValue())
+                        .time(event.getTime().toEpochMilli(), WritePrecision.MS);
+            }else {
+                point = Point.measurement(measurement)
+                        .addTag("transationId", event.getTransationId())
+                        .addTag("inspectionSheetId", event.getInspectionSheetId())
+                        .addTag("batchNum", event.getBatchNum().toString())
+                        .addTag("argName", event.getArgName())
+                        .addField("argValue", event.getArgValue())
+                        .time(event.getTime().toEpochMilli(), WritePrecision.MS);
+            }
+
+
             list.add(point);
         }
         writeApi.writePoints(list);
@@ -125,16 +137,31 @@ public enum InfluxClient {
         if(pageInfo!=null){
             flux += "|> limit(n: "+pageInfo.getSize()+", offset: "+(pageInfo.getCurrent()-1)* pageInfo.getSize()+")";
         }
+        return queryApi.query(flux);
+    }
 
+    public List<FluxTable> queryByGroup(QueryDataParam param){
+        String measurement = param.getMeasurement();
+        List<String> dropedTagNames = param.getDropedTagNames();
+        Range range = param.getRange();
+        String bucket = param.getBucket();
+        String tagName = param.getTag().getTagName();
+        String tagValue = param.getTag().getTagValue();
+        String groupName = param.getGroupName();
+        PageInfo pageInfo = param.getPageInfo();
 
-//        List<FluxTable> tables = queryApi.query(flux);
+        String flux = "from(bucket:\""+bucket+"\")";
-//        for (FluxTable fluxTable : tables) {
+        flux += "|> range(start: "+range.getBegin()+",stop:"+range.getEnd()+")";
-//            List<FluxRecord> records = fluxTable.getRecords();
+        flux += "|> filter(fn: (r) => r[\"_measurement\"] == \""+measurement+"\")";
-//            for (FluxRecord fluxRecord : records) {
+        flux += "|> filter(fn: (r) => r[\""+tagName+"\"] == \""+tagValue+"\")";
-//                System.out.println("time: "+fluxRecord.getTime() +"   key:"+fluxRecord.getField()+"   value: " + fluxRecord.getValueByKey("_value")+"   measurement: " + fluxRecord.getMeasurement());
+        flux += "|> group(columns: [\""+groupName+"\"], mode: \"except\")";
-//
+        for(String dropName:dropedTagNames){
-//            }
+            flux += "|> drop(columns: [\""+dropName+"\"])";
-//        }
+        }
+        flux += "|> sort(columns: [\"_time\"], desc: true)";
+        if(pageInfo!=null){
+            flux += "|> limit(n: "+pageInfo.getSize()+", offset: "+(pageInfo.getCurrent()-1)* pageInfo.getSize()+")";
+        }
         return queryApi.query(flux);
     }
 

ym-influx/src/main/java/com/cnbm/influx/constant/Constant.java

@@ -18,7 +18,7 @@ public class Constant {
     public static final LogLevel readTimeout = LogLevel.BODY;
     public static final LogLevel writeTimeout = LogLevel.BODY;
     public static final LogLevel connectTimeout = LogLevel.BODY;
-    public static final String measurement = "WeightHeiHei";
+    public static final String measurement = "Weights";
 
 
 }

ym-influx/src/main/java/com/cnbm/influx/controller/S7DemoController.java

@@ -1,6 +1,8 @@
 package com.cnbm.influx.controller;
 
 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.param.PageInfo;
 import com.cnbm.influx.param.QueryDataParam;
@@ -43,6 +45,27 @@ public class S7DemoController {
             event.setArgName("LTWeight");
             Double d = r.nextDouble() * 2.5  + 66;
             event.setArgValue(d);
+
+            list.add(event);
+        }
+        InfluxClient.Client.batchInsert(list,"Weight");
+    }
+
+    @PostMapping("/forTestInsertBatch")
+    public void forTestInsertBatch() throws InterruptedException {
+        List<Event> list = new ArrayList<>();
+        Random r = new Random();
+
+        for(int i=0;i<99;i++){
+            Thread.sleep(10);
+            Event event = new Event();
+            event.setTime(Instant.now());
+            event.setTransationId("forbatch"+i);
+            event.setArgName("LTWeight");
+            Double d = r.nextDouble() * 2.5  + 66;
+            event.setArgValue(d);
+            event.setBatchNum(4);
+            event.setInspectionSheetId(i+"");
             list.add(event);
         }
         InfluxClient.Client.batchInsert(list,"Weight");
@@ -71,6 +94,8 @@ public class S7DemoController {
         InfluxClient.Client.batchInsert(list,"WeightHei");
     }
 
+
+
     @PostMapping("/insertBatchJYDForTest")
     public void insertBatchJYDForTest() throws InterruptedException {
         List<Event> list = new ArrayList<>();
@@ -88,13 +113,39 @@ public class S7DemoController {
             }else {
                 event.setArgValue(new Double(1));
             }
-
             event.setInspectionSheetId(i+"");
 
             event.setBatchNum(i);
             list.add(event);
         }
-        InfluxClient.Client.batchInsert(list,"WeightHeiHei");
+        InfluxClient.Client.batchInsert(list,"Weights");
+    }
+
+    @PostMapping("/insertBatchForNew")
+    public void insertBatchForNew() throws InterruptedException {
+        List<Event> list = new ArrayList<>();
+        Random r = new Random();
+
+        for(int i=0;i<999;i++){
+            Thread.sleep(10);
+            Event event = new Event();
+            event.setTime(new Date().toInstant());
+            event.setTransationId("asas"+i);
+            event.setArgName("LiuWeight");
+//            int i1 = r.nextInt(10);
+//            if(i1<4){
+//                event.setArgValue(new Double(0));
+//            }else {
+//                event.setArgValue(new Double(1));
+//            }
+            Double d = r.nextDouble() * 2.5  + 66;
+            event.setArgValue(d);
+            event.setInspectionSheetId(i+"");
+
+            event.setBatchNum(i);
+            list.add(event);
+        }
+        InfluxClient.Client.batchInsert(list,"Weights");
     }
 
     /**
@@ -131,7 +182,6 @@ public class S7DemoController {
             List<FluxRecord> records = fluxTable.getRecords();
             for (FluxRecord fluxRecord : records) {
                 System.out.println("value: " + fluxRecord.getValueByKey("_value"));
-
             }
         }
         System.out.println();
@@ -157,7 +207,6 @@ public class S7DemoController {
             List<FluxRecord> records = fluxTable.getRecords();
             for (FluxRecord fluxRecord : records) {
                 System.out.println("value: " + fluxRecord.getValueByKey("_value"));
-
             }
         }
     }

ym-influx/src/main/java/com/cnbm/influx/param/QueryDataParam.java

@@ -29,5 +29,6 @@ public class QueryDataParam extends BaseParam{
     //查询的时候，需要忽略的字段。(transationId是唯一标识会对 最终的查询结果集产生影响)
     private List<String> dropedTagNames;
     private String bucket;
+    private String groupName;
 
 }

ym-process-inspection/src/main/java/com/cnbm/processInspection/controller/ProcessInspectionController.java

@@ -6,10 +6,13 @@ import com.cnbm.basic.service.IProductFeaturesService;
 import com.cnbm.common.spc.math.StandardDiviation;
 import com.cnbm.common.spc.util.DataUtils;
 import com.cnbm.common.vo.R;
+import com.cnbm.influx.config.InfluxClient;
 import com.cnbm.influx.constant.Constant;
 import com.cnbm.influx.param.QueryDataGroupByTimeParam;
 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.*;
 import com.cnbm.processInspection.graphAnalyzed.forCount.c.CGraph;
 import com.cnbm.processInspection.graphAnalyzed.forCount.np.NPGraph;
@@ -18,6 +21,8 @@ import com.cnbm.processInspection.graphAnalyzed.forCount.u.UGraph;
 import com.cnbm.processInspection.graphAnalyzed.forMeterage.mr.MeanRGraph;
 import com.cnbm.processInspection.graphAnalyzed.forMeterage.ms.MeanStandardDeviationGraph;
 import com.cnbm.processInspection.graphAnalyzed.forMeterage.xmr.XMRGraph;
+import com.influxdb.query.FluxRecord;
+import com.influxdb.query.FluxTable;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 import org.springframework.beans.BeanUtils;
@@ -30,6 +35,7 @@ import org.springframework.web.bind.annotation.RestController;
 import java.time.Instant;
 import java.util.ArrayList;
 import java.util.List;
+import java.util.Random;
 
 @RestController
 @RequestMapping("/processInspection")
@@ -46,7 +52,7 @@ public class ProcessInspectionController {
         productFeatures.setUsl(new Float(10));
         productFeatures.setLsl(new Float(1));
 
-        productFeatures.setName("LTWeight");
+        productFeatures.setName("LostDays");
         productFeatures.setSampleSize(10);
         MeanStandardDeviationGraph meanStandardDeviationGraph = new MeanStandardDeviationGraph(productFeatures);
         //判读方案
@@ -58,7 +64,7 @@ public class ProcessInspectionController {
 
         QueryDataParam queryDataParam = new QueryDataParam();
         queryDataParam.setMeasurement(Constant.measurement);
-        queryDataParam.setRange(new Range(DataUtils.getBeforeDate(10).toInstant(), Instant.now()));
+        queryDataParam.setRange(new Range(DataUtils.getBeforeDate(999).toInstant(), DataUtils.getAfterDate(999).toInstant() ));
         meanStandardDeviationGraph.initialDate(queryDataParam);
 
         XbarSGraphData xbarSGraphData = new XbarSGraphData(
@@ -75,12 +81,13 @@ public class ProcessInspectionController {
 
     @PostMapping("/XbarRGraphTest")
     public R<XbarRGraphData> XbarRGraphTest() throws Exception {
+        //todo SL/USL/LSL 和 sampleSize 需要从外面传过来。
         ProductFeatures productFeatures = new ProductFeatures();
         productFeatures.setSl(new Float(5));
         productFeatures.setUsl(new Float(10));
         productFeatures.setLsl(new Float(1));
 
-        productFeatures.setName("LTWeight");
+        productFeatures.setName("LostDays");
         productFeatures.setSampleSize(10);
         MeanRGraph meanRGraph = new MeanRGraph(productFeatures);
         //判读方案
@@ -92,7 +99,7 @@ public class ProcessInspectionController {
 
         QueryDataParam queryDataParam = new QueryDataParam();
         queryDataParam.setMeasurement(Constant.measurement);
-        queryDataParam.setRange(new Range(DataUtils.getBeforeDate(10).toInstant(), Instant.now()));
+        queryDataParam.setRange(new Range(DataUtils.getBeforeDate(999).toInstant(), DataUtils.getAfterDate(999).toInstant() ));
         meanRGraph.initialDate(queryDataParam);
 
         XbarRGraphData xbarSGraphData = new XbarRGraphData(
@@ -113,7 +120,7 @@ public class ProcessInspectionController {
         productFeatures.setUsl(new Float(10));
         productFeatures.setLsl(new Float(1));
 
-        productFeatures.setName("LTWeight");
+        productFeatures.setName("LostDays");
         productFeatures.setSampleSize(1);
         XMRGraph xmrGraph = new XMRGraph(productFeatures);
         //判读方案
@@ -125,7 +132,7 @@ public class ProcessInspectionController {
 
         QueryDataParam queryDataParam = new QueryDataParam();
         queryDataParam.setMeasurement(Constant.measurement);
-        queryDataParam.setRange(new Range(DataUtils.getBeforeDate(10).toInstant(), Instant.now()));
+        queryDataParam.setRange(new Range(DataUtils.getBeforeDate(999).toInstant(), DataUtils.getAfterDate(999).toInstant() ));
         xmrGraph.initialDate(queryDataParam);
 
         XMRGraphData xmrGraphData = new XMRGraphData(
@@ -139,6 +146,45 @@ public class ProcessInspectionController {
 
         return R.ok("成功",xmrGraphData);
     }
+
+    @PostMapping("/getBatchs")
+    public R<List<String>> getBatchs() throws InterruptedException {
+        List<Event> list = new ArrayList<>();
+        Random r = new Random();
+        Instant instant = DataUtils.getBeforeDate(400).toInstant();
+        List<String> res = new ArrayList<>();
+
+        QueryDataParam queryDataParam = new QueryDataParam();
+        queryDataParam.setBucket("qgs-bucket");
+        queryDataParam.setMeasurement("Weight");
+        List<String> dropNames = new ArrayList<>();
+        dropNames.add("transationId");
+        dropNames.add("_value");
+        dropNames.add("_start");
+        dropNames.add("_stop");
+        dropNames.add("_time");
+        dropNames.add("_field");
+        dropNames.add("_measurement");
+        dropNames.add("inspectionSheetId");
+        dropNames.add("argName");
+        queryDataParam.setDropedTagNames(dropNames);
+        queryDataParam.setTag(new Tag("argName","LTWeight"));
+        queryDataParam.setRange(new Range(DataUtils.getBeforeDate(100).toInstant(),Instant.now()));
+//        queryDataParam.setPageInfo(new PageInfo(1,10));
+        List<FluxTable> query = InfluxClient.Client.queryByGroup(queryDataParam);
+
+
+        for (FluxTable fluxTable : query) {
+            List<FluxRecord> records = fluxTable.getRecords();
+            if(records.size()!=0){
+                res.add((String) records.get(0).getValueByKey("batchNum"));
+                continue;
+            }
+        }
+        return R.ok(res);
+    }
+
+
     @PostMapping("/NPGraphTest")
     public R<NPGraphData> NPGraphTest() throws Exception {
         ProductFeatures productFeatures = new ProductFeatures();
@@ -152,7 +198,7 @@ public class ProcessInspectionController {
 
         QueryDataGroupByTimeParam queryDataParam = new QueryDataGroupByTimeParam();
         queryDataParam.setMeasurement(Constant.measurement);
-        queryDataParam.setRange(new Range( Instant.now() , DataUtils.getAfterDate(999).toInstant() ));
+        queryDataParam.setRange(new Range(DataUtils.getBeforeDate(999).toInstant(), DataUtils.getAfterDate(999).toInstant() ));
         queryDataParam.setTimeType(1);
         npGraph.initialDate(queryDataParam);
 
@@ -177,7 +223,7 @@ public class ProcessInspectionController {
 
         QueryDataGroupByTimeParam queryDataParam = new QueryDataGroupByTimeParam();
         queryDataParam.setMeasurement(Constant.measurement);
-        queryDataParam.setRange(new Range( Instant.now() , DataUtils.getAfterDate(999).toInstant() ));
+        queryDataParam.setRange(new Range(DataUtils.getBeforeDate(999).toInstant(), DataUtils.getAfterDate(999).toInstant() ));
         queryDataParam.setTimeType(2);
         pGraph.initialDate(queryDataParam);
 
@@ -201,8 +247,10 @@ public class ProcessInspectionController {
 
 
         QueryDataGroupByTimeParam queryDataParam = new QueryDataGroupByTimeParam();
+        //到时候 要看前端 传的，这里的measurement 其实就是 设备名。
         queryDataParam.setMeasurement(Constant.measurement);
-        queryDataParam.setRange(new Range( Instant.now() , DataUtils.getAfterDate(999).toInstant() ));
+//        queryDataParam.setRange(new Range(DataUtils.getBeforeDate(10).toInstant(), Instant.now()));
+        queryDataParam.setRange(new Range(DataUtils.getBeforeDate(999).toInstant(), DataUtils.getAfterDate(999).toInstant() ));
         queryDataParam.setTimeType(2);
         cGraph.initialDate(queryDataParam);
 
@@ -228,7 +276,7 @@ public class ProcessInspectionController {
 
         QueryDataGroupByTimeParam queryDataParam = new QueryDataGroupByTimeParam();
         queryDataParam.setMeasurement(Constant.measurement);
-        queryDataParam.setRange(new Range( Instant.now() , DataUtils.getAfterDate(999).toInstant() ));
+        queryDataParam.setRange(new Range(DataUtils.getBeforeDate(999).toInstant(), DataUtils.getAfterDate(999).toInstant() ));
         queryDataParam.setTimeType(2);
         uGraph.initialDate(queryDataParam);
 

ym-process-inspection/src/main/java/com/cnbm/processInspection/dto/XMRGraphData.java

@@ -15,7 +15,7 @@ import lombok.Data;
  * @DATE: 2022/7/22 14:18
  */
 @Data
-@ApiModel(value = "均值极差控制图 结果类")
+@ApiModel(value = "单值-移动极差 结果类")
 public class XMRGraphData {
     @ApiModelProperty(value = "控制图list数据")
     private XMRGraphEntity xmrGraphEntity;

ym-process-inspection/src/main/java/com/cnbm/processInspection/dto/XbarRGraphData.java

@@ -15,7 +15,7 @@ import lombok.Data;
  * @DATE: 2022/7/22 14:18
  */
 @Data
-@ApiModel(value = "均值极差控制图 结果类")
+@ApiModel(value = "均值-极差控制图 结果类")
 public class XbarRGraphData {
     @ApiModelProperty(value = "控制图list数据")
     private MRGraphEntity mrGraphEntity;

ym-process-inspection/src/main/java/com/cnbm/processInspection/dto/XbarSGraphData.java

@@ -15,7 +15,7 @@ import lombok.Data;
  * @DATE: 2022/7/22 14:18
  */
 @Data
-@ApiModel(value = "均值标准差控制图 结果类")
+@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;