神经网络matlab程序.m

神经网络Matlab程序 人工神经网络的MAtlab程序设计

   min(p(100,:)),max(p(100,:));
   min(p(101,:)),max(p(101,:));
   min(p(102,:)),max(p(102,:));
   min(p(103,:)),max(p(103,:));
   min(p(104,:)),max(p(104,:));
min(p(105,:)),max(p(105,:));
   min(p(106,:)),max(p(106,:));
   min(p(107,:)),max(p(107,:));
   min(p(108,:)),max(p(108,:));
   min(p(109,:)),max(p(109,:));
   min(p(110,:)),max(p(110,:));
   min(p(111,:)),max(p(111,:));
   min(p(112,:)),max(p(112,:));
min(p(113,:)),max(p(113,:));
   min(p(114,:)),max(p(114,:)) 
];

net=newff(Pr,[6,1],{'tansig','purelin'},'trainlm');
net.trainParam.epochs=500;
net.trainParam.goal=0.001;
net.trainParam.show=1;
net.trainParam.lr=0.05;
net =train(net,p,T);

U=[   127.82 177.47 1884.40 2871.09 453.15 173.26 378.14 165.57 286.94 70.19 116.70 125.74 130.96 182.99 683.17 111.37 118.53 232.54 325.95 48.16 315.32 93.06 379.44 320.84 129.44 357.81 986.72 121.76 363.20 1062.15 722.60 510.76 60.40 141.19 321.74 106.28 2978.72 2978.72 2978.72 2978.72 754.94 116.57 317.23 97.66 60.83 824.09 920.15 261.40 53.94 335.55 392.66 34.86 137.86 666.93 111.78 647.70 1807.26 130.58 162.16 312.15 203.84 787.06 571.00 382.72 90.85 589.52 838.21 390.09 259.88 122.55 169.64 32.09 534.03 306.24 61.79 1764.07 2549.46 663.14 49.33 271.86 355.64 227.00 728.40 1663.07 638.49 691.12 369.91 238.32 70.60 932.01 252.91 1147.89 211.07 404.14 31.36 493.60 70.21 98.05 962.18 88.93 255.91 418.75 75.50 426.75 405.65 288.23 131.53 761.63 398.00 305.29 823.74 789.52 118.76 229.95 ;...
   101.62 286.64 2825.67 1727.25 633.45 102.72 484.81 452.85 303.08 32.51 184.02 113.81 109.49 102.57 1209.76 1016.98 140.43 303.27 181.52 27.53 314.34 231.04 253.10 280.38 189.55 208.87 1086.38 382.16 275.18 602.61 1298.72 140.39 96.05 278.03 284.18 60.50 3051.70 3051.70 3051.70 3051.70 1576.18 221.33 176.72 163.53 71.12 359.38 998.65 300.08 44.49 482.48 542.93 161.23 121.73 984.16 174.27 1355.30 2120.22 355.04 305.84 193.20 250.64 1553.64 299.98 283.94 91.49 416.34 483.50 250.84 291.84 164.29 212.75 23.83 343.36 463.74 85.89 1923.30 1025.82 396.89 54.34 132.95 226.70 278.73 341.72 958.12 1450.84 422.91 457.61 558.04 91.61 403.02 258.65 812.22 128.38 300.73 89.47 623.97 131.81 242.26 700.87 123.58 372.94 736.14 37.32 374.55 206.32 419.85 56.49 545.54 485.51 267.99 809.48 735.75 97.42 671.38;... 
   84.88 59.99 288.43 890.08 430.31 111.73 424.94 331.70 431.50 41.82 368.21 255.10 84.97 572.66 283.94 1584.57 124.85 145.34 227.46 83.86 559.77 389.12 53.78 184.16 84.95 210.72 484.72 389.91 33.54 620.29 298.51 181.35 112.99 352.63 206.74 49.28 1223.51 1223.51 1223.51 1223.51 582.31 336.23 211.93 169.29 43.87 975.86 89.18 264.63 38.87 488.83 1327.90 231.24 59.92 1685.06 27.10 1466.86 2576.76 236.57 711.19 243.12 104.76 2851.50 222.87 439.25 54.75 325.89 847.96 259.27 497.39 114.13 160.18 32.18 128.98 318.77 124.96 146.60 103.21 74.46 161.71 95.92 49.63 301.33 604.15 713.06 2051.54 49.93 952.03 1398.40 168.91 360.62 216.22 156.10 150.80 839.14 111.79 249.27 140.32 52.61 458.24 146.10 1036.91 1430.47 60.90 88.43 48.51 431.10 122.10 33.71 723.67 277.69 402.05 495.93 290.87 122.93 ;...
   234.62 88.11 146.86 920.42 481.48 77.46 276.30 56.20 401.64 55.44 178.70 282.16 54.60 297.93 212.17 502.90 160.04 279.56 454.99 57.20 354.24 299.90 157.16 283.57 105.28 375.63 472.55 231.60 41.85 1653.07 212.50 111.83 73.59 166.45 219.61 113.26 2064.19 2064.19 2064.19 2064.19 139.86 277.38 435.43 87.06 51.91 1407.65 121.30 449.94 39.33 837.02 549.16 76.33 58.73 1021.73 25.77 984.48 1085.55 148.99 406.00 169.51 167.61 1661.87 299.64 501.82 216.47 259.20 645.26 281.89 713.44 102.90 245.18 82.50 155.87 221.04 101.64 124.09 145.60 78.79 156.28 200.90 50.14 287.96 910.49 1209.90 1109.31 85.98 805.96 756.81 107.03 361.85 284.84 246.35 149.15 519.52 39.50 145.56 203.03 55.14 486.80 193.25 848.03 949.21 107.40 26.84 61.97 382.19 161.74 48.91 284.31 526.41 402.76 487.35 171.62 84.79;... 
   143.28 121.67 491.21 1138.19 616.78 129.76 281.29 190.09 360.79 46.88 116.98 200.81 137.79 197.40 496.73 756.89 165.56 240.63 462.87 59.10 339.46 161.82 76.16 242.72 134.42 226.89 708.00 227.97 80.45 1494.28 503.87 276.53 70.88 179.56 229.47 101.14 2317.10 2317.10 2317.10 2317.10 319.86 206.20 559.85 103.90 42.41 732.74 199.01 358.84 19.53 779.31 601.78 118.95 42.88 741.71 38.62 726.10 1533.94 251.17 311.20 215.21 158.05 1426.44 270.80 421.01 110.17 464.31 790.73 409.16 634.17 108.25 253.14 67.75 162.67 218.84 95.72 359.43 479.38 610.51 146.83 143.26 112.04 270.66 952.04 1619.20 948.06 198.25 411.14 569.92 58.57 593.57 350.82 565.40 183.51 315.76 41.18 208.77 167.34 58.19 461.64 186.99 456.46 646.42 108.56 341.69 101.44 263.33 137.58 243.92 500.10 425.67 576.84 469.66 99.62 142.24;... 
   134.47 102.16 246.36 1189.75 764.92 112.47 442.42 84.05 429.31 73.52 300.22 225.10 53.97 211.70 234.60 698.48 197.31 170.14 288.52 73.19 391.09 351.10 159.17 237.49 96.19 433.21 394.50 346.39 75.11 1263.06 216.46 193.51 93.39 192.83 162.71 163.70 1463.39 1463.39 1463.39 1463.39 309.58 229.00 364.42 98.26 19.12 921.64 133.37 399.19 37.22 585.53 731.87 102.99 68.87 1345.06 21.65 1196.68 1981.85 189.91 240.18 192.53 148.77 2386.35 259.53 1057.67 201.63 254.06 966.32 320.96 391.66 84.82 117.35 76.26 159.32 268.47 164.34 66.10 169.70 74.29 180.12 137.15 34.40 351.72 857.15 859.65 1811.97 75.72 1217.77 1325.79 195.75 732.65 166.43 168.22 206.65 768.35 41.29 190.21 228.88 47.63 390.77 100.81 738.86 1085.73 95.60 866.58 56.24 392.94 121.07 52.23 552.40 652.44 371.58 393.16 200.47 90.26 ;...
   72.92 115.09 265.73 1760.03 348.92 108.56 215.40 138.11 209.78 63.60 105.99 44.07 98.76 335.26 265.50 410.39 150.07 251.52 334.96 56.97 211.04 158.24 98.29 310.28 93.91 329.51 641.57 235.12 96.26 1582.72 280.85 301.07 76.43 92.94 238.24 100.32 2105.66 2105.66 2105.66 2105.66 139.84 189.77 380.96 53.83 36.27 872.18 244.92 655.91 58.20 970.89 404.98 92.04 77.05 501.20 33.69 473.55 1228.04 206.01 212.89 219.76 130.68 1114.37 284.34 634.13 182.97 679.64 1252.14 346.43 640.71 99.75 361.54 69.83 225.93 234.11 94.56 168.33 410.83 215.24 201.71 149.04 80.06 380.19 1112.74 1396.04 1142.92 126.36 399.42 697.33 73.57 833.13 217.80 356.23 199.96 374.89 33.92 169.46 218.98 54.57 454.14 216.75 326.92 414.94 162.77 80.89 81.68 248.10 216.63 144.65 259.01 480.49 635.16 553.37 186.56 50.24 ;...
   181.38 107.13 264.85 864.23 650.82 120.72 280.84 136.12 426.62 66.76 124.34 215.35 97.68 486.30 373.11 917.48 150.17 276.92 527.63 59.92 503.42 348.00 73.76 288.80 152.30 129.72 600.06 529.60 82.57 1370.28 382.92 840.81 96.25 230.05 228.82 88.07 1665.56 1665.56 1665.56 1665.56 283.85 257.85 471.70 50.94 45.17 538.55 138.57 529.85 61.90 871.96 566.02 165.64 45.87 1518.69 30.44 932.25 1734.11 273.94 100.41 149.91 169.29 1636.22 245.78 535.50 150.50 319.41 756.39 366.43 589.75 149.43 237.27 81.37 219.71 253.94 73.83 235.17 259.14 114.60 196.10 170.61 46.37 224.52 1094.92 1343.21 1250.47 112.15 711.50 832.31 86.40 813.79 331.11 311.97 138.39 467.79 66.61 154.65 113.33 77.10 475.07 222.90 608.61 710.09 160.35 748.32 73.41 337.79 160.20 109.11 464.16 491.80 402.67 498.49 129.22 75.69;... 
   96.62 262.37 300.17 970.70 427.47 74.66 331.85 178.30 204.30 34.31 128.68 109.49 75.48 83.66 487.46 651.02 179.79 417.11 184.57 54.04 251.90 245.10 146.38 246.19 126.70 316.11 941.73 700.77 90.38 701.38 470.65 106.82 79.86 224.74 248.64 105.26 2920.92 2920.92 2920.92 2920.92 552.82 283.37 189.02 72.20 39.06 1545.99 423.35 399.81 67.24 555.05 663.34 184.66 71.65 2402.45 64.50 903.92 914.26 427.59 245.68 211.32 146.52 1465.10 239.53 275.47 75.95 293.46 730.86 171.43 293.90 93.94 275.02 84.41 275.02 349.79 59.65 348.44 167.68 189.88 205.34 107.30 57.12 332.23 412.09 857.50 1401.31 102.76 344.21 766.48 121.49 167.53 163.60 225.86 288.13 359.70 54.67 166.17 215.09 383.42 422.63 144.22 1071.51 603.60 119.94 185.01 65.06 456.89 181.77 199.34 612.11 354.04 1068.71 636.39 90.68 156.97 ;...
   132.89 62.99 1119.14 1438.10 945.11 102.24 338.55 220.01 520.24 61.22 184.81 243.41 84.52 231.95 774.21 1224.57 61.16 519.94 255.86 29.96 387.03 272.30 50.70 315.28 149.98 119.87 1006.96 461.11 108.08 1537.66 913.00 236.34 207.18 397.81 178.76 47.73 2780.20 2780.20 2780.20 2780.20 447.61 231.15 339.83 167.76 92.69 675.16 153.43 484.65 35.10 634.02 866.72 99.37 31.87 1641.50 110.01 1538.73 2204.45 303.67 1438.31 198.42 105.46 1370.09 135.83 532.05 230.25 568.01 286.16 647.68 952.14 68.26 262.02 56.28 240.91 802.88 147.89 668.41 297.21 281.42 382.36 179.40 261.78 98.63 1052.85 1562.43 1599.17 393.36 788.12 747.14 97.95 489.69 298.50 496.55 107.89 266.89 45.10 242.07 395.23 277.17 494.24 155.74 670.62 756.97 127.05 127.43 96.48 654.38 166.66 450.04 528.55 582.71 373.37 612.99 170.77 243.84;... 
   102.98 43.69 375.76 815.15 1248.67 100.42 636.72 375.24 426.70 81.10 349.19 342.51 52.73 362.62 579.73 1399.75 69.16 196.22 177.72 52.03 596.11 641.50 28.86 279.31 73.55 129.04 592.47 732.98 77.18 825.09 570.80 272.74 142.92 315.18 213.83 51.49 2079.98 2079.98 2079.98 2079.98 784.55 289.37 261.22 124.42 13.08 487.19 57.04 521.89 48.54 723.57 1042.27 182.64 19.26 2007.13 32.29 2182.73 2823.39 410.59 234.37 210.58 110.94 2684.97 164.89 441.99 188.26 369.31 765.89 535.68 838.86 103.20 285.64 59.50 203.81 447.09 147.78 672.31 210.81 142.79 191.90 123.91 87.29 162.21 562.85 800.63 2447.56 111.26 1243.99 1257.94 156.20 419.90 193.98 588.98 77.25 859.59 72.69 192.60 166.17 63.42 412.49 168.14 1179.81 1628.80 114.69 77.03 67.64 516.55 170.20 53.78 668.93 566.26 275.88 444.05 421.57 151.34 ;...
   111.81 103.89 614.91 486.41 840.67 77.21 684.55 231.29 375.07 30.32 268.00 215.92 98.38 142.86 538.85 705.51 213.64 276.85 256.15 46.85 326.91 378.65 60.46 255.72 95.79 160.01 567.80 542.73 75.46 1136.76 372.39 240.09 95.57 201.30 185.47 113.54 1647.23 1647.23 1647.23 1647.23 340.71 308.30 255.73 123.14 41.52 720.78 134.16 344.49 44.78 321.49 1071.37 116.05 51.99 1662.49 44.14 1449.41 2281.70 324.74 139.64 176.05 120.28 2280.61 240.31 561.87 115.49 307.06 775.34 73.82 411.42 56.54 290.98 58.56 178.05 548.70 100.92 80.98 175.79 98.25 132.25 207.98 62.40 249.64 717.27 639.26 2114.38 162.47 1382.48 1253.62 178.87 456.88 289.94 174.06 170.53 837.03 45.38 190.66 211.15 196.48 331.02 103.63 642.57 902.64 156.51 81.46 79.82 362.48 135.30 99.88 554.89 348.92 403.75 586.63 310.48 160.76 ;...
   120.08 101.44 674.89 1277.35 646.10 87.16 191.43 174.85 301.91 55.82 173.18 361.69 61.87 187.94 504.30 1092.83 139.06 304.88 152.80 50.38 315.54 362.42 179.31 282.40 148.73 394.20 706.87 706.14 44.29 985.22 486.28 145.80 109.92 212.03 178.71 133.82 3490.77 3490.77 3490.77 3490.77 414.68 232.10 201.53 69.54 66.06 1544.05 242.31 420.52 42.00 603.35 704.44 143.99 44.67 1398.69 37.14 1509.27 1746.50 354.75 216.09 167.97 150.11 1349.99 205.86 767.51 245.93 226.42 1320.52 734.94 861.96 79.97 233.37 78.47 288.73 247.41 121.15 147.07 121.94 89.97 165.40 133.17 64.56 286.49 487.25 901.52 1002.08 68.86 955.43 757.45 124.21 378.40 241.26 495.59 170.48 535.66 70.23 285.51 154.39 118.07 531.52 175.03 493.36 743.11 145.75 366.98 81.87 310.44 132.87 111.96 535.19 517.28 525.26 551.84 274.00 101.40;... 
   93.88 55.29 296.26 546.72 1377.26 75.04 870.03 159.06 904.80 29.31 386.04 425.32 69.20 330.44 424.54 2043.59 103.24 188.29 188.94 34.66 492.24 876.35 69.17 162.57 103.95 182.26 447.31 624.89 37.34 1274.01 387.51 195.14 250.75 367.28 135.43 60.67 1739.93 1739.93 1739.93 1739.93 419.06 616.07 371.91 162.89 34.42 469.26 40.72 242.03 33.66 557.77 1420.63 219.23 22.43 2493.32 39.52 2459.84 3322.28 567.32 250.23 124.78 113.72 4141.96 209.30 403.94 115.77 224.71 707.97 293.99 557.90 82.88 172.66 38.87 120.12 503.04 204.97 58.43 225.09 89.13 95.91 134.96 41.24 144.23 921.11 1160.96 4022.51 46.84 2596.18 1703.65 214.44 502.23 258.82 192.57 111.57 912.31 45.40 81.59 350.52 139.87 245.31 100.35 1053.67 1736.98 64.71 290.69 35.71 609.37 100.30 52.82 1413.10 361.43 406.65 305.07 316.73 147.07 ;...
   117.93 136.10 216.16 788.89 286.35 137.15 396.74 103.94 270.88 102.09 79.41 179.82 93.57 167.96 304.68 520.41 135.01 58.51 151.03 94.53 333.21 99.35 130.84 340.90 128.35 135.49 389.22 157.56 100.19 1042.43 312.94 186.12 82.99 152.03 419.96 100.06 773.57 773.57 773.57 773.57 320.30 256.90 736.11 103.57 19.79 847.16 346.92 1030.40 59.04 458.93 827.06 98.61 85.25 397.97 12.51 598.99 1364.12 307.85 295.42 248.05 100.78 1527.10 334.84 678.91 125.16 1106.55 1216.93 96.30 208.74 90.70 228.84 27.19 237.66 367.45 94.76 44.40 232.40 84.44 172.05 163.82 84.57 690.67 1104.13 921.30 964.29 170.04 739.27 546.62 87.97 374.20 102.45 35.25 233.44 389.21 75.55 242.08 141.57 98.85 475.80 122.51 400.42 640.66 152.46 90.25 29.71 342.08 289.80 88.85 428.43 749.71 789.94 489.82 239.49 98.56 ;...
   121.42 55.27 303.04 459.60 1454.23 123.66 1020.25 345.23 381.09 23.64 445.99 551.16 63.63 278.75 406.73 1239.38 73.96 124.07 246.13 44.78 898.43 675.48 61.09 135.21 69.16 230.09 458.43 841.18 49.59 1132.64 375.71 156.67 232.13 433.67 129.51 50.64 1971.64 1971.64 1971.64 1971.64 556.98 635.51 646.92 104.13 17.86 541.76 67.97 218.74 32.19 322.33 1007.57 319.39 34.13 3231.69 20.01 2509.02 3785.38 295.37 552.13 144.99 80.22 4032.34 185.29 351.12 93.29 87.20 631.35 274.70 449.03 64.01 124.86 45.70 102.93 417.45 255.20 115.21 167.09 61.87 112.27 131.71 41.15 205.50 826.16 1495.90 3965.28 58.67 2019.38 1995.50 247.02 872.48 210.57 238.91 112.13 1116.05 57.20 122.68 462.45 89.68 218.79 133.56 1904.21 2346.93 46.20 60.24 32.53 807.07 107.05 35.69 963.33 286.29 242.85 275.05 460.51 144.82 ;...
   116.88 214.38 1267.27 2051.03 527.65 224.06 230.24 380.60 277.20 57.92 152.05 88.60 172.68 121.25 895.87 1041.60 99.95 227.12 399.99 31.55 277.12 181.84 186.85 261.00 192.73 221.95 1162.66 202.18 286.83 905.52 911.73 383.17 60.45 230.14 322.12 95.29 3504.17 3504.17 3504.17 3504.17 787.42 165.10 290.72 131.11 94.78 555.44 752.36 303.74 64.82 355.99 433.57 97.15 100.78 672.66 85.35 855.05 1892.18 347.99 152.63 325.72 152.47 893.11 373.07 296.33 124.26 698.86 749.78 273.03 413.67 172.21 175.41 69.09 445.33 279.10 45.02 1160.49 783.28 503.90 67.29 222.86 269.73 178.49 635.94 1402.72 654.77 335.66 425.48 362.20 89.46 827.80 176.60 502.86 253.54 330.97 60.98 529.44 49.73 106.09 705.27 106.81 215.87 442.68 104.31 341.47 136.25 263.96 184.20 498.00 326.38 272.93 648.48 445.95 131.16 366.42 ;...
   198.97 60.79 464.81 559.31 1360.79 73.12 785.47 280.59 729.10 48.97 430.65 344.43 106.43 267.12 324.67 1251.87 39.81 130.73 296.50 60.64 551.01 417.26 80.54 291.56 90.87 128.12 612.72 457.38 86.19 877.35 242.86 198.49 119.21 377.51 229.74 48.13 2021.75 2021.75 2021.75 2021.75 614.66 435.19 302.73 169.26 81.39 1088.16 55.25 319.36 24.23 813.15 805.34 130.79 42.87 1262.27 61.93 2171.59 2126.28 264.87 458.10 231.34 195.05 2998.72 121.79 330.27 309.97 145.48 462.73 340.60 788.10 212.41 207.11 66.06 215.68 482.65 180.90 264.31 184.40 61.47 179.16 166.93 81.11 121.86 764.87 908.95 2171.23 91.80 1747.96 958.58 321.32 543.81 498.22 349.70 109.12 729.03 94.74 237.38 222.93 108.76 553.77 168.25 829.77 1107.48 118.62 384.76 40.89 677.71 102.63 83.55 842.07 460.88 323.55 604.48 377.08 190.47 ;...
   49.39 503.03 708.05 601.55 575.08 11.90 490.65 119.42 375.50 41.32 91.96 134.59 112.85 18.41 517.77 712.16 62.90 253.02 94.54 48.65 200.69 141.20 379.97 148.28 58.58 240.47 695.26 138.71 148.05 473.67 476.36 70.29 100.10 215.45 235.50 107.42 1968.65 1968.65 1968.65 1968.65 773.23 168.36 148.53 123.90 16.22 1129.59 403.02 196.53 25.26 233.97 544.26 56.75 38.78 878.40 57.67 1089.90 1213.42 351.01 826.81 159.71 105.77 1085.23 598.56 17.55 61.53 128.07 55.74 98.80 141.85 88.34 49.69 37.05 233.79 615.58 68.51 617.50 514.80 106.36 26.64 75.64 44.90 496.63 309.29 498.17 1428.33 696.00 389.17 523.16 77.61 106.53 173.34 119.06 374.68 229.86 56.00 267.69 96.54 314.96 427.46 42.14 288.20 577.92 20.37 166.98 97.60 419.73 73.60 321.59 426.61 295.15 1842.28 576.63 129.85 503.34 ;...
   346.16 139.67 329.83 576.97 677.96 42.46 551.75 71.46 311.69 74.38 202.06 181.22 25.58 466.39 239.77 624.16 172.15 265.75 103.73 25.16 335.97 218.33 169.73 289.01 137.62 304.62 488.23 200.87 32.35 647.99 252.45 45.71 89.02 170.43 164.42 68.77 1600.02 1600.02 1600.02 1600.02 287.59 263.47 259.22 74.52 51.90 1325.96 166.71 286.74 62.63 497.86 744.34 105.89 104.29 787.39 17.01 1450.20 1702.77 145.56 183.21 151.28 256.63 1604.58 514.85 793.22 81.44 62.60 1382.55 292.50 456.63 139.91 129.75 55.43 214.41 217.42 89.69 577.40 109.76 58.04 220.43 64.81 22.32 379.40 555.23 400.94 1449.54 84.31 949.83 923.55 141.37 253.27 383.89 279.49 215.07 576.25 22.63 216.24 137.06 63.85 662.42 159.61 761.76 898.25 44.70 132.92 68.63 428.55 58.00 44.73 370.16 470.80 1223.28 645.48 209.38 79.71];
U=U';