• 沒有找到結果。

後續研究方向

在文檔中 中 華 大 學 碩 士 論 文 (頁 61-74)

由上述的結論可知,對於同步輻射研究中心增能環電子束引出效率的調機參數而 言,雖然迴歸分析的電子束引出效率預測比類神經網路的電子束引出效率預測還要 高,但這並不能代表那一種方法較優,因為凡是預測原本就有其誤差性。

本研究在某些地方可能會有未盡完善之處,因此後續重點研究方向有以下`幾點:

1、 本論文之結果可彙整出一套標準調機流程,可針對同步輻射加速器其他各子系 統,由其是具有連續變數的特性,而且是多品質因子的參數優化問題,做一深入的探 討,以證明本研究方法之可行性。

2、 本論文之結果電子束引出效率可提升至平均約 83%。雖然迴歸分析的電子束引 出效率預測比類神經網路的電子束引出效率預測還要高,但未做實證實驗,未來迥歸 分析優化的實證實驗將是一大重點。

3、本研究方法主要是針對具有連續變數的特性,而且是多品質因子的參數優化問題,

做一深入的探討,以後也可以嚐詴針對具有離散變數的特性,而且是多品質因子的參 數優化問題,同樣做深入的探討,以證明本研究方法可能具有多元之可行性。

4、座落於國家同步輻射研究中心 (NSRRC) 的我國首座同步加速器光源運轉已有多 年歷史,國內外利用此設施從事尖端科學研究的實驗團隊與人數,均在快速增加中,

且其研究成果在質與量上亦大幅成長,各領域已做出數量可觀、世界一流的科學實驗。

然而國際間科技競爭激烈,各國在同步加速器的發展上近年來亦有長足進步,而 我國現有光源在 X 光波段的光亮度已大幅落後國際先進設施,可資利用的出光口也 即將用罄。過去 5 年全國用戶屢次透過用戶會議,積極討論,強烈表達為進行尖端 科學研究,亟需亮度更高的 X 光光源,尤其正當我國大力推動基因體醫學、生物及 奈米科技之際,其迫切性更為提高。

目前已通過正在興建一座能量為 3~3.3 GeV、周長 518 m、超低束散度的「台灣 光子源」同步加速器,如圖 5-1 所示,完成後將可成為世界上亮度最高的同步加速器 X 光光源,提供眾多跨領域之科學研究新契機,促使我國學術研究更臻國際頂尖水 準,創造廿一世紀的台灣科研奇蹟[1]。如何應用本研究方法於此一新科技設備的最 佳運轉,將是後續研究方向的一大重點及挑戰。

圖 5-1「台灣光子源」同步加速器基地圖[1]

參考文獻

中文部份

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[9] 高怡倩,2008,「類神經網路於波浪中拖船系統最佳化控制之應用」,國立成功 大學系統及船舶機電工程學系,碩士論文。

[10]張家勤,2008,「結合反應曲面法、類神經網路與基因演算法於觸控面板雷射切 割製程參數最佳化」,國立清華大學工業工程與工程管理學系,碩士論文。

[11]張裕長,2008,「應用類神經網路與遺傳演算法於雙螺絲骨釘中遲滯螺絲之最佳 化設計」,國立臺灣科技大學機械工程系,碩士論文。

[12]吳沛儒,2006,「基於類神經網路的反應曲面法視窗程式」,中華大學資訊管理 學系,碩士論文。

英文部份

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附錄 A 實驗數據(460 筆)

BESPSV bstextsepdly BEKPSV bextktrg BEB1PSV bstbeps1dly BEB2PSV bstbeps2dly BEB3PSV bstbeps3dly injeffbsttl 401.46 74925.70 19.64 11107.77 210.42 74441.00 143.95 74069.20 206.94 74282.30 46.86 398.96 74932.70 23.58 11139.30 174.68 74262.80 167.91 74518.40 186.37 74506.80 23.85 394.78 74927.30 22.22 11048.24 172.79 74161.30 131.04 74361.80 179.47 74159.40 57.48 394.47 74932.20 17.62 11163.48 189.15 74269.30 163.42 74322.50 175.99 74396.00 28.53 400.63 74923.10 20.57 11094.45 207.46 74311.40 156.59 74274.40 181.09 74154.80 1.59 395.78 74931.40 15.84 11114.73 173.40 74408.90 140.05 74490.00 208.53 74356.70 2.67 398.07 74934.10 22.33 11127.62 206.76 74390.10 138.21 74204.80 182.92 74327.00 21.03 399.81 74926.70 22.54 11118.05 184.39 74411.30 148.44 74282.40 200.59 74370.60 32.06 400.30 74934.80 18.59 11157.03 174.50 74549.80 134.70 74186.10 209.66 74428.60 6.87 395.36 74923.00 23.23 11071.91 180.79 74390.70 135.35 74294.60 169.10 74554.10 30.43 398.71 74928.10 18.50 11088.75 187.50 74172.90 150.12 74440.10 192.35 74380.20 49.53 395.90 74927.60 21.85 11132.11 188.90 74343.90 160.83 74089.50 196.01 74085.10 13.66 397.46 74926.70 22.99 11048.91 204.25 74545.40 170.62 74454.40 187.81 74309.10 8.85 395.94 74930.90 16.06 11167.03 202.18 74265.90 158.36 74193.90 187.87 74526.60 12.67 399.48 74925.50 22.55 11125.63 172.55 74163.50 151.49 74374.90 184.39 74347.50 34.93 397.74 74923.40 12.40 11086.09 166.50 74251.90 155.27 74106.40 167.63 74366.10 11.16 398.90 74923.00 12.26 11070.78 195.19 74088.70 139.50 74375.70 201.75 74406.30 7.72 394.96 74928.50 17.58 11091.17 173.55 74397.80 156.07 74423.70 189.79 74337.40 40.88 395.26 74928.50 21.01 11158.63 179.50 74187.30 164.40 74176.10 206.12 74514.10 24.66 396.09 74925.80 12.68 11056.84 197.91 74155.40 163.30 74146.90 174.41 74557.10 3.14 397.64 74927.10 15.99 11092.66 185.52 74355.70 127.11 74079.00 188.78 74494.90 13.15 401.34 74926.20 14.06 11156.13 177.76 74382.90 169.46 74392.40 209.38 74064.90 26.28 395.36 74933.10 17.44 11158.32 202.61 74403.60 138.43 74143.00 173.65 74155.50 43.63 397.52 74933.60 18.19 11149.02 188.90 74288.60 143.65 74266.10 210.94 74062.70 46.68 396.58 74923.50 20.72 11128.28 215.00 74336.30 141.11 74159.30 197.11 74426.60 9.21 397.16 74923.00 17.31 11141.21 205.57 74519.90 163.36 74243.80 196.90 74425.60 26.42 395.78 74934.20 19.17 11125.98 177.58 74334.30 167.69 74227.60 198.64 74255.90 33.93 399.05 74931.60 17.02 11098.71 198.61 74478.70 139.71 74272.60 195.59 74342.80 42.82 399.72 74929.20 21.76 11108.20 175.14 74410.30 170.26 74463.30 201.05 74302.40 38.84 395.20 74931.20 16.63 11064.53 194.18 74471.50 154.82 74559.70 213.93 74089.40 14.83 397.03 74929.70 15.33 11121.68 168.33 74345.50 156.16 74541.10 203.40 74429.90 5.73 397.58 74930.80 22.10 11057.50 213.13 74517.90 151.21 74186.70 209.53 74316.70 15.20 399.84 74928.10 24.08 11056.02 193.54 74205.90 164.03 74227.80 199.86 74086.70 5.35 397.00 74929.10 17.49 11117.34 196.69 74116.60 166.05 74437.20 205.41 74467.40 34.94 399.35 74925.40 15.47 11125.31 192.69 74089.70 125.58 74195.60 186.31 74297.00 13.99 401.15 74930.30 16.17 11106.80 195.71 74140.70 162.60 74538.00 195.65 74074.30 48.58 400.42 74930.50 20.83 11058.55 187.10 74247.70 129.43 74476.50 207.79 74285.80 49.82 401.52 74924.70 22.93 11143.20 188.08 74370.30 168.70 74380.00 178.22 74236.30 2.01 395.75 74929.00 17.18 11104.96 196.41 74095.50 136.84 74364.10 174.62 74370.50 46.22 396.18 74930.20 18.38 11105.12 192.93 74531.10 138.21 74260.80 181.24 74265.70 39.85 396.48 74927.80 18.35 11137.27 181.18 74116.00 143.28 74293.30 166.60 74392.00 50.88 399.78 74926.40 15.33 11135.59 205.05 74553.00 144.78 74511.40 188.42 74462.20 11.10 400.57 74924.90 16.98 11112.11 201.75 74344.50 144.17 74282.60 170.26 74281.70 38.29 397.09 74926.60 22.71 11141.95 213.35 74338.90 121.83 74358.00 206.67 74548.50 41.55 396.00 74931.60 18.58 11163.63 201.54 74174.00 143.62 74146.10 214.29 74237.80 50.48 394.71 74932.30 23.24 11082.77 178.41 74526.30 127.66 74530.40 200.96 74483.80 37.60 395.90 74928.50 13.07 11153.40 193.97 74219.60 139.86 74493.80 184.48 74096.80 5.31 395.84 74923.50 19.14 11062.27 191.96 74118.50 159.61 74247.50 207.03 74083.30 14.82

398.83 74934.70 15.67 11158.13 170.93 74092.60 132.84 74526.50 169.01 74192.10 2.37 401.82 74925.50 18.29 11083.32 199.49 74538.90 159.45 74393.00 172.39 74107.70 45.49 394.44 74926.40 22.27 11170.20 166.72 74469.60 152.19 74340.10 178.07 74470.90 50.20 396.33 74932.30 20.30 11073.79 195.95 74362.40 154.08 74151.60 197.69 74145.10 23.85 398.38 74930.60 20.63 11131.68 209.69 74066.40 136.63 74449.50 181.21 74523.30 42.70 399.44 74923.80 12.94 11048.52 177.22 74318.10 144.04 74411.60 194.98 74314.60 3.72 394.90 74925.30 16.80 11081.56 204.41 74216.90 153.02 74553.20 191.01 74533.80 48.33 400.54 74934.30 13.47 11148.52 211.27 74138.10 127.23 74441.30 201.93 74385.80 6.37 399.99 74931.10 23.10 11081.05 186.83 74166.40 122.89 74100.50 208.37 74230.10 54.73 397.83 74934.30 14.92 11154.77 198.70 74505.50 145.54 74556.30 184.54 74325.60 1.16 395.69 74929.10 17.34 11129.57 199.55 74538.60 130.71 74115.60 194.12 74544.50 21.42 394.53 74933.70 12.40 11111.95 175.48 74417.80 133.67 74526.90 172.73 74320.80 0.58 401.06 74934.60 16.25 11101.68 189.42 74134.60 127.90 74326.20 202.15 74259.30 16.67 397.03 74926.40 22.92 11125.31 177.92 74549.00 153.14 74174.90 199.92 74392.90 48.51 395.36 74923.10 15.34 11061.60 169.31 74486.40 130.13 74076.20 202.55 74328.20 2.29 396.42 74927.50 12.22 11158.16 209.17 74187.10 149.60 74139.60 195.59 74225.50 26.02 399.29 74933.60 19.15 11169.57 205.44 74136.20 162.78 74155.90 197.81 74394.40 9.36 400.15 74927.60 17.58 11107.38 196.26 74147.90 121.22 74455.10 191.53 74166.60 22.99 395.11 74924.80 17.15 11098.01 168.49 74530.90 128.63 74252.10 181.43 74144.20 4.79 401.06 74926.90 21.23 11098.40 185.85 74312.70 129.58 74322.30 197.91 74068.10 55.43 400.60 74932.90 20.78 11104.77 169.98 74470.30 130.77 74282.60 166.50 74214.30 40.15 400.91 74933.30 16.22 11157.11 189.85 74340.40 151.92 74390.90 196.69 74402.50 36.04 398.16 74931.80 18.50 11122.73 214.20 74471.00 136.99 74353.80 172.36 74187.10 50.91 400.36 74931.20 12.23 11117.23 188.60 74512.40 135.22 74092.50 189.70 74551.80 1.38 401.25 74929.90 20.21 11143.59 171.17 74060.50 148.19 74063.40 188.42 74157.80 45.17 400.24 74930.60 12.25 11158.36 203.95 74513.50 159.06 74250.30 182.40 74312.00 16.69 398.59 74932.40 21.81 11107.54 205.96 74295.50 131.26 74349.80 199.19 74398.30 34.85 401.40 74932.50 21.28 11155.31 215.39 74311.90 152.59 74456.30 188.29 74322.10 14.22 395.63 74924.50 14.79 11060.20 172.94 74288.40 160.52 74200.50 177.09 74514.40 34.28 394.41 74930.20 18.84 11128.71 181.52 74175.50 141.94 74209.30 199.49 74529.10 51.95 396.91 74929.90 13.55 11068.16 179.81 74338.40 145.39 74536.10 177.46 74299.30 3.34 398.28 74932.80 14.47 11160.70 211.98 74066.60 159.48 74533.60 206.51 74521.90 30.11 395.84 74931.30 23.65 11090.00 195.59 74367.70 121.28 74551.00 210.85 74406.30 56.29 397.64 74931.60 19.68 11084.49 208.65 74116.00 135.71 74108.70 185.73 74226.60 41.69 401.43 74933.30 15.29 11052.38 166.17 74347.20 158.33 74463.40 197.72 74185.60 14.58 395.42 74931.00 23.89 11149.02 212.37 74214.90 134.55 74328.20 174.01 74165.40 10.46 395.97 74931.00 12.72 11075.66 199.22 74215.40 136.44 74420.30 213.59 74125.50 4.68 394.87 74924.40 14.14 11160.94 172.67 74368.40 134.58 74170.30 201.51 74334.40 3.35 401.40 74927.00 20.86 11164.96 194.95 74500.00 158.60 74249.80 202.15 74141.30 45.86 401.52 74925.30 21.76 11123.67 173.98 74075.50 135.56 74545.50 213.38 74174.00 30.79 401.52 74931.30 12.75 11121.99 185.52 74167.60 130.25 74098.30 166.23 74454.30 2.92 394.47 74933.80 16.47 11137.30 214.29 74137.80 129.27 74216.60 167.33 74238.80 48.68 394.56 74932.80 24.55 11060.78 196.99 74126.20 136.63 74127.30 177.03 74258.20 11.58 395.36 74925.90 23.65 11095.90 191.44 74106.40 122.19 74139.70 208.10 74499.50 44.93 395.75 74935.20 20.96 11155.94 189.85 74307.90 135.50 74090.40 178.99 74153.10 50.54 401.21 74924.40 12.23 11093.24 200.81 74504.60 150.82 74138.30 181.70 74176.60 17.31 394.41 74927.80 20.18 11057.66 204.28 74544.80 156.86 74450.90 177.73 74157.80 43.11 396.33 74931.80 24.28 11126.64 193.15 74484.00 161.22 74394.10 199.40 74470.30 15.47 401.61 74928.90 22.28 11127.23 181.18 74390.40 139.01 74529.10 190.25 74105.40 51.22 399.38 74929.30 14.83 11137.66 169.28 74542.00 131.50 74140.50 197.78 74060.10 0.92 396.85 74926.30 12.62 11058.75 186.37 74468.40 164.64 74071.20 202.21 74484.00 18.33 399.81 74934.80 20.26 11139.80 183.11 74502.00 138.49 74089.70 201.78 74539.10 41.26

395.51 74928.10 13.23 11103.28 209.32 74255.80 133.76 74237.10 203.00 74385.40 27.74 401.40 74933.30 17.93 11125.74 168.76 74331.00 143.92 74491.50 208.62 74296.10 15.37 400.24 74931.10 12.06 11063.44 190.61 74079.10 132.51 74223.90 210.85 74216.80 2.96 396.24 74928.30 22.59 11070.08 191.25 74286.10 137.39 74250.00 210.17 74440.60 26.77 400.97 74928.60 22.05 11063.79 169.13 74247.50 139.80 74302.00 214.32 74231.00 63.42 396.24 74930.20 18.61 11067.46 190.19 74308.00 163.27 74463.10 208.74 74364.80 51.57 398.59 74930.50 13.35 11066.80 186.55 74340.20 134.55 74452.10 185.24 74075.40 1.54 398.74 74929.80 14.57 11057.93 212.52 74189.60 131.32 74084.60 196.17 74333.10 34.72 395.05 74930.80 17.60 11055.31 184.57 74184.50 167.36 74374.70 209.78 74380.80 38.60 400.33 74928.30 24.32 11059.02 192.23 74332.80 135.35 74245.30 169.10 74332.40 15.78 400.60 74924.70 14.20 11055.51 207.06 74126.90 165.34 74317.30 214.05 74120.20 4.35 394.71 74927.60 17.22 11097.19 186.92 74248.40 166.47 74395.00 213.96 74141.40 40.15 399.96 74927.50 17.74 11051.84 193.97 74246.10 160.77 74457.60 185.00 74186.30 31.68 396.91 74934.90 18.06 11093.05 204.10 74248.50 166.14 74151.70 184.27 74518.70 2.20 398.22 74924.00 21.25 11047.62 196.01 74538.40 140.99 74425.70 200.10 74549.20 50.67 395.87 74930.30 23.95 11079.57 191.59 74378.10 141.17 74303.30 203.37 74123.10 20.89 394.65 74927.50 20.72 11163.98 189.73 74124.50 145.32 74532.70 184.23 74224.20 43.27 400.15 74926.60 14.28 11133.36 179.05 74288.80 163.30 74500.70 200.87 74437.80 21.15 401.64 74927.90 13.70 11137.62 210.85 74145.30 123.26 74299.50 170.56 74385.00 36.59 401.49 74928.60 18.77 11055.31 190.55 74268.70 135.74 74204.80 203.55 74108.30 51.42 394.93 74931.90 21.62 11129.26 206.39 74247.10 136.44 74245.30 201.20 74144.10 30.75 400.45 74928.70 21.09 11171.37 183.99 74425.40 153.59 74400.60 166.23 74387.00 48.18 401.43 74930.50 21.85 11047.42 205.72 74380.90 130.04 74324.70 176.79 74334.00 34.02 394.78 74930.20 17.26 11070.31 169.07 74097.30 136.63 74532.00 214.90 74337.50 0.78 401.76 74931.50 15.08 11148.24 212.59 74124.30 155.46 74208.60 198.21 74291.80 14.30 401.28 74925.90 20.31 11088.55 189.70 74294.30 156.40 74179.90 201.72 74492.60 11.74 397.43 74928.20 23.99 11157.19 200.78 74212.70 162.60 74545.30 180.88 74559.00 7.66 397.64 74922.90 15.71 11133.52 190.49 74101.70 130.92 74548.70 184.17 74129.70 3.28 394.44 74930.90 21.28 11050.35 170.96 74506.60 159.30 74351.30 200.13 74543.50 46.11 398.47 74932.60 19.69 11170.59 168.27 74552.60 131.35 74516.20 199.13 74291.10 2.90 394.71 74928.60 22.06 11083.20 200.62 74189.60 156.77 74420.10 202.51 74371.10 5.24 401.76 74924.80 14.60 11149.45 168.79 74329.20 130.62 74359.70 180.48 74105.60 2.20 398.13 74933.90 19.75 11052.81 213.44 74144.50 162.45 74365.60 208.22 74117.00 7.26 399.20 74924.30 17.98 11132.42 172.52 74292.00 124.69 74350.60 194.15 74187.60 11.08 396.12 74923.10 16.87 11141.68 194.61 74264.00 130.92 74316.00 201.54 74493.60 37.21 399.90 74935.30 22.89 11107.73 211.03 74070.10 152.95 74532.00 167.91 74202.80 10.14 399.41 74930.20 12.87 11156.91 190.25 74505.70 159.24 74387.60 214.45 74145.50 2.64 395.36 74932.30 15.97 11104.92 182.83 74064.80 137.82 74183.40 215.58 74512.70 12.24 396.97 74926.30 13.22 11077.07 210.94 74222.10 149.75 74152.50 202.76 74115.80 27.19 397.22 74933.60 22.77 11149.45 178.13 74508.70 151.34 74129.80 173.92 74501.50 46.56 401.67 74930.40 16.58 11075.94 188.35 74381.50 133.39 74294.00 190.73 74097.40 21.01 400.09 74923.40 14.12 11144.18 176.27 74185.80 140.96 74300.30 191.31 74372.30 15.00 399.05 74935.20 16.55 11081.52 199.77 74314.30 134.95 74349.40 207.00 74530.70 41.65 397.67 74928.10 24.51 11123.79 213.07 74516.00 161.87 74404.80 181.30 74339.10 2.82 399.11 74932.50 12.73 11061.37 208.16 74146.10 122.96 74216.20 206.73 74177.30 5.90 398.74 74934.40 16.18 11072.70 184.08 74547.80 156.95 74381.60 204.99 74293.20 20.82 396.09 74926.80 21.92 11126.33 198.85 74328.70 167.08 74450.20 182.19 74429.30 7.38 397.61 74930.20 13.49 11086.91 196.96 74507.20 169.31 74070.00 171.39 74261.50 34.23 395.08 74926.50 20.54 11169.49 185.82 74470.40 127.72 74482.40 177.49 74093.50 13.56 396.82 74930.00 13.77 11155.51 182.31 74303.90 142.70 74190.20 215.00 74542.80 11.78 401.46 74928.50 16.20 11048.01 174.16 74474.00 153.29 74221.10 167.18 74237.70 37.19 399.93 74926.60 14.32 11098.91 209.23 74372.40 123.87 74262.00 180.97 74136.10 19.24

396.67 74922.90 17.53 11131.56 207.00 74437.90 129.24 74336.00 192.11 74519.60 37.77 397.64 74923.40 24.12 11048.71 193.45 74527.10 166.05 74368.90 200.87 74529.50 7.65 397.74 74925.10 19.77 11111.84 184.08 74446.60 162.54 74219.10 195.65 74450.90 26.96 394.59 74933.60 20.59 11147.27 211.73 74254.00 144.71 74104.00 212.13 74399.20 28.58 399.14 74935.30 18.30 11100.78 207.31 74118.30 151.06 74170.60 185.79 74210.50 19.61 399.11 74934.70 12.13 11149.10 200.41 74550.40 124.60 74082.40 202.85 74469.50 0.93 396.30 74931.70 15.77 11057.30 209.63 74098.70 158.17 74122.50 188.05 74356.20 8.67 399.11 74929.50 14.67 11131.25 177.95 74420.20 141.11 74257.00 186.43 74134.80 10.47 400.94 74923.10 23.61 11126.09 169.22 74376.30 158.81 74444.80 206.27 74331.60 47.94 397.98 74928.40 19.89 11056.76 193.05 74164.50 134.61 74205.80 206.97 74265.70 53.77 398.28 74934.40 16.80 11126.88 174.56 74452.80 139.40 74448.40 182.95 74447.00 7.07 395.45 74924.70 20.05 11058.67 212.31 74302.50 129.27 74198.10 172.39 74071.60 26.69 396.09 74933.40 21.14 11133.87 185.03 74299.90 169.46 74451.70 186.34 74538.60 12.82 395.81 74929.50 18.36 11107.46 184.75 74319.80 161.90 74164.30 185.30 74083.00 30.31 396.64 74933.00 20.58 11157.30 169.95 74307.40 142.64 74232.70 211.55 74140.00 43.64 397.25 74934.90 12.89 11086.60 172.21 74117.80 129.33 74106.90 192.47 74441.20 4.75 397.46 74933.30 22.12 11048.16 198.09 74116.10 131.90 74514.60 173.10 74163.70 43.56 400.73 74931.80 13.06 11149.38 183.32 74141.20 148.10 74521.60 187.71 74330.00 6.36 399.57 74922.90 22.52 11158.20 166.84 74109.20 139.83 74543.70 196.84 74395.00 33.67 397.77 74933.30 22.35 11114.77 170.47 74207.60 151.25 74151.40 202.51 74334.40 38.54 395.51 74934.40 14.59 11048.09 200.32 74260.40 140.11 74511.50 213.01 74296.90 22.03 394.47 74933.10 12.78 11058.28 200.68 74133.50 123.99 74091.60 202.00 74076.80 5.00 399.57 74925.60 19.88 11111.17 194.64 74203.60 165.74 74106.20 180.48 74470.90 0.51 401.79 74923.70 24.22 11162.38 213.81 74341.50 168.64 74219.10 179.17 74090.50 3.09 396.85 74926.50 17.09 11051.29 180.24 74169.80 149.41 74495.00 178.62 74355.90 34.74 398.25 74924.50 12.11 11087.73 183.90 74557.00 168.12 74277.00 212.65 74308.40 15.52 401.61 74934.80 21.07 11128.01 208.98 74075.40 139.40 74106.90 182.59 74063.60 27.00 400.45 74923.20 17.36 11051.25 199.71 74223.90 149.11 74272.40 173.37 74092.10 23.63 398.96 74930.70 14.27 11098.01 201.17 74274.80 131.65 74355.40 207.73 74504.10 21.70 400.97 74934.90 21.68 11093.01 169.28 74114.40 167.97 74315.50 176.42 74270.50 15.69 400.57 74924.60 16.08 11149.26 180.54 74099.90 167.54 74143.30 185.21 74303.00 28.74 400.42 74927.90 22.00 11049.45 213.68 74487.40 170.44 74185.30 189.97 74222.30 2.60 394.78 74926.50 20.51 11166.05 167.88 74470.80 132.29 74559.80 178.89 74175.10 3.91 398.28 74929.90 22.38 11083.09 178.50 74180.10 148.68 74167.60 199.13 74214.40 32.20 397.86 74929.20 20.66 11071.13 179.53 74523.10 132.84 74123.90 186.49 74377.30 42.17 395.69 74927.90 20.67 11087.77 212.04 74438.50 141.17 74158.00 185.88 74137.20 21.18 394.84 74924.40 12.43 11155.16 186.55 74455.90 161.93 74257.60 207.15 74228.80 20.28 395.81 74929.20 14.68 11119.53 214.81 74293.50 161.22 74276.40 177.92 74377.30 0.24 397.09 74928.20 15.83 11101.05 200.38 74316.10 170.68 74152.00 193.82 74303.50 1.80 397.34 74929.00 24.17 11150.39 172.27 74481.10 160.58 74232.40 202.79 74089.70 33.69 398.53 74932.60 13.82 11116.72 176.12 74490.20 134.00 74198.80 180.27 74427.30 4.22 398.07 74923.50 14.45 11137.58 214.54 74412.20 161.19 74163.10 204.50 74496.30 3.99 400.39 74932.30 23.37 11099.65 198.79 74060.60 170.23 74266.10 183.23 74394.00 4.76 397.67 74933.30 18.68 11079.18 173.68 74338.90 169.19 74535.60 202.61 74171.20 50.48 398.07 74922.90 16.01 11139.34 205.38 74260.10 141.11 74185.80 170.44 74361.10 34.09 400.57 74926.50 17.88 11052.70 170.14 74316.50 156.89 74077.70 214.84 74308.70 47.20 399.60 74932.90 18.52 11109.84 203.58 74179.00 168.27 74104.30 193.02 74511.70 2.78 400.79 74930.70 15.34 11094.41 182.74 74217.20 168.49 74327.50 200.96 74497.50 36.89 401.73 74933.90 17.12 11125.43 185.12 74483.90 147.46 74463.70 185.55 74540.80 29.42 394.56 74934.80 20.99 11127.85 188.20 74147.30 162.87 74545.00 172.61 74185.40 43.39 401.15 74931.30 19.85 11111.05 166.05 74173.40 170.04 74490.60 166.56 74302.80 48.49 397.46 74932.50 18.16 11112.34 204.96 74355.60 127.44 74114.80 199.01 74558.50 28.01

396.94 74925.10 12.91 11085.70 182.59 74248.00 168.73 74419.60 204.83 74368.80 24.30 399.20 74932.30 13.91 11121.95 210.78 74145.90 162.08 74094.60 213.65 74218.60 17.41 394.38 74932.30 15.92 11136.45 169.92 74482.90 157.04 74495.10 209.47 74440.70 6.32 399.35 74934.10 22.33 11151.09 197.85 74138.10 160.28 74425.70 194.09 74421.60 7.99 396.15 74929.00 17.35 11146.48 204.04 74179.40 152.86 74175.70 196.66 74194.20 28.74 401.76 74932.40 18.09 11165.16 183.90 74102.10 168.55 74405.40 196.62 74507.40 36.32 394.44 74926.60 24.12 11059.77 195.65 74294.40 156.98 74489.40 175.14 74291.10 12.65 401.12 74923.10 21.56 11146.48 181.55 74177.90 145.84 74402.60 213.10 74279.60 53.02 398.07 74924.10 18.99 11101.48 174.93 74136.90 167.82 74128.10 215.79 74405.30 31.69 401.55 74932.50 12.07 11087.70 193.05 74213.20 154.75 74232.80 214.87 74236.90 18.48 394.50 74933.00 24.34 11086.02 184.81 74434.00 143.25 74109.90 215.48 74328.10 29.55 395.36 74924.50 22.86 11135.55 215.76 74467.80 160.22 74441.80 211.12 74111.50 5.72 395.94 74933.50 21.35 11097.66 181.12 74297.00 128.36 74307.10 192.35 74315.10 55.69 396.06 74934.50 18.53 11104.41 204.68 74426.80 151.25 74088.40 169.46 74377.80 33.34 400.91 74928.20 20.91 11055.78 166.81 74314.10 164.58 74459.20 205.81 74158.00 50.16 399.69 74925.50 21.89 11068.55 176.18 74292.20 124.85 74358.20 175.42 74527.40 53.12 396.64 74928.60 22.43 11084.53 201.32 74097.20 158.63 74294.40 213.10 74066.90 2.30 394.74 74932.10 20.00 11163.40 188.90 74316.40 142.33 74267.90 185.27 74487.70 49.60 400.51 74934.30 22.51 11155.55 204.65 74275.90 142.91 74172.10 166.50 74247.90 15.77 400.63 74926.40 15.61 11087.89 189.67 74172.90 169.22 74213.20 204.80 74507.60 11.50 396.24 74924.70 16.33 11138.67 167.54 74332.10 149.05 74394.80 195.07 74402.90 17.45 400.09 74934.10 24.14 11160.23 174.77 74549.20 166.02 74074.60 179.96 74153.90 44.00 398.90 74925.50 24.53 11049.10 187.84 74134.10 152.19 74437.10 179.90 74323.50 5.61 396.70 74925.10 21.80 11148.20 202.03 74082.60 151.79 74227.60 195.04 74516.50 5.61 398.10 74928.10 22.05 11158.36 191.53 74254.80 167.66 74201.30 204.35 74423.70 3.39 401.21 74924.20 23.17 11121.41 166.47 74179.10 127.29 74500.30 206.51 74441.60 43.53 400.42 74931.40 19.87 11093.05 175.99 74197.50 145.20 74260.00 200.96 74220.60 57.30 394.71 74932.60 18.98 11055.47 190.67 74478.00 144.17 74450.00 190.46 74407.80 44.89 401.73 74927.30 19.83 11111.52 206.60 74304.50 157.68 74415.20 207.58 74065.40 7.37 394.71 74929.10 15.70 11048.75 205.57 74093.60 136.63 74229.90 206.70 74062.10 36.99 398.04 74930.50 16.73 11071.80 210.60 74553.40 167.21 74257.20 198.97 74330.00 33.06 395.94 74926.70 12.23 11047.58 215.24 74465.80 159.64 74511.60 172.06 74108.00 22.91 398.47 74922.90 13.63 11053.98 203.98 74095.70 157.04 74130.20 196.66 74295.70 18.44 398.16 74927.20 13.12 11078.98 192.14 74130.20 127.14 74311.30 180.15 74115.90 5.32 398.10 74927.60 15.44 11166.60 188.75 74182.50 162.63 74211.50 167.51 74553.70 7.68 397.95 74930.40 18.51 11169.18 178.22 74394.00 128.45 74262.50 172.97 74232.10 13.05 398.47 74923.40 14.96 11096.88 171.91 74281.30 123.69 74558.30 200.59 74367.50 3.54 398.96 74933.20 24.30 11101.68 208.16 74258.50 142.15 74505.90 183.14 74464.20 2.88 401.79 74932.60 22.71 11129.61 179.47 74180.40 142.43 74358.70 186.86 74443.70 42.53 394.53 74931.50 21.48 11166.21 185.21 74088.00 139.89 74388.70 200.96 74105.30 48.72 401.46 74929.50 23.44 11085.66 202.12 74251.70 166.08 74094.20 179.11 74372.20 3.34 399.44 74932.10 23.72 11123.87 202.76 74378.20 129.64 74196.10 206.48 74261.60 29.00 399.29 74926.40 24.08 11119.10 214.20 74316.90 164.34 74172.60 178.04 74509.40 2.29 399.66 74935.00 17.80 11139.73 199.31 74074.80 138.64 74101.00 168.91 74440.00 52.00 399.05 74929.50 24.42 11084.88 174.90 74344.60 144.44 74256.10 167.24 74230.70 14.03 401.67 74930.10 21.69 11125.31 202.51 74134.60 141.85 74094.40 210.08 74475.90 27.16 396.70 74934.10 21.47 11066.09 201.63 74480.80 160.28 74558.90 195.16 74240.30 46.43 397.16 74935.20 23.15 11070.23 178.07 74183.40 129.82 74227.10 186.16 74371.80 48.09 401.09 74931.30 13.70 11106.13 214.23 74309.30 140.96 74554.10 204.28 74551.50 18.58 396.15 74928.70 12.50 11139.18 208.34 74318.30 128.30 74448.40 188.23 74142.70 3.00 396.27 74932.00 12.83 11061.17 206.60 74290.70 166.56 74508.10 176.21 74497.00 21.14 396.12 74931.40 24.06 11100.35 174.56 74258.60 154.66 74302.50 185.00 74341.70 11.39

398.01 74924.80 20.20 11137.89 166.05 74514.50 154.21 74084.80 188.48 74142.00 46.61 397.86 74933.10 22.68 11167.54 206.48 74192.10 131.44 74526.10 185.52 74091.10 53.32 394.68 74922.90 22.27 11161.41 202.94 74161.90 132.84 74509.20 205.26 74151.40 53.81 398.13 74923.60 13.75 11049.80 209.35 74367.00 138.09 74402.80 176.73 74175.70 29.06 397.64 74927.00 15.39 11141.41 186.68 74535.20 162.96 74507.90 178.62 74320.50 14.18 396.88 74931.10 16.99 11059.61 188.96 74338.10 136.23 74375.30 192.08 74214.40 28.37 397.83 74924.50 21.57 11063.87 187.41 74489.60 144.47 74203.10 169.13 74388.50 39.80 399.08 74932.00 24.00 11093.20 169.34 74493.70 135.86 74336.60 204.96 74095.00 56.37 399.08 74923.40 12.36 11137.23 210.14 74528.50 167.36 74438.10 184.72 74477.00 22.41 399.51 74929.80 13.14 11116.37 199.83 74273.70 129.27 74406.70 191.80 74460.20 4.32 400.18 74934.40 21.14 11058.95 188.32 74548.30 169.56 74382.60 170.50 74446.00 20.78 397.37 74926.30 14.89 11065.12 170.50 74411.30 155.18 74288.80 192.47 74209.10 22.67 397.37 74924.80 21.94 11071.84 190.58 74211.60 128.51 74542.00 202.70 74319.30 53.76 401.09 74931.70 16.99 11127.30 181.06 74102.40 165.41 74106.90 213.41 74369.00 49.72 400.05 74930.60 19.30 11082.11 170.84 74420.70 163.18 74470.60 193.02 74242.20 54.64 398.10 74927.00 14.94 11122.62 168.21 74428.20 145.51 74552.80 214.78 74131.10 0.37 401.31 74923.10 21.16 11138.75 169.25 74458.70 143.80 74165.30 202.61 74348.60 47.88 400.27 74923.90 16.76 11072.15 198.15 74121.90 146.48 74112.70 167.33 74085.30 35.67 395.72 74929.20 20.15 11110.70 195.83 74228.20 157.29 74119.00 191.86 74557.50 4.13 396.70 74929.20 22.31 11084.38 201.29 74494.70 153.93 74491.00 212.19 74529.30 34.54 399.32 74930.30 17.12 11063.79 180.97 74290.10 146.27 74441.40 213.07 74384.90 29.82 401.43 74928.60 15.45 11055.70 175.23 74234.50 166.84 74066.80 215.24 74147.00 41.63 397.37 74927.80 21.88 11110.27 193.97 74410.60 135.38 74553.30 177.06 74310.40 55.40 397.55 74929.30 12.65 11167.62 169.16 74315.00 156.40 74372.40 177.25 74375.30 6.13 395.48 74926.70 20.18 11151.48 166.75 74262.20 161.10 74139.70 181.49 74375.50 43.69 398.77 74923.50 22.93 11138.01 166.69 74432.00 135.71 74438.20 171.05 74173.70 50.27 398.01 74933.80 19.30 11099.69 206.51 74407.60 143.19 74295.30 209.93 74382.50 47.14 395.45 74925.50 13.63 11114.02 207.86 74179.90 122.22 74134.10 189.64 74499.00 14.52 400.82 74935.30 21.52 11157.73 184.30 74417.90 135.41 74454.70 176.12 74274.90 46.69 399.05 74929.80 15.14 11129.10 172.49 74316.70 134.83 74353.60 179.29 74452.10 7.22 395.45 74932.50 18.56 11120.35 191.80 74130.20 136.90 74490.60 187.53 74089.70 37.29 401.00 74926.10 15.65 11075.00 195.43 74342.10 164.43 74169.80 180.91 74353.50 10.58 401.12 74929.40 20.42 11131.64 213.50 74371.90 144.01 74383.80 214.81 74270.70 32.60 401.67 74929.30 18.85 11094.41 208.31 74332.70 161.87 74302.80 171.66 74131.70 2.94 400.24 74926.20 19.02 11063.98 187.07 74088.80 160.95 74339.70 204.44 74557.50 17.61 395.02 74931.90 24.53 11060.55 188.69 74126.50 156.31 74213.10 169.07 74146.80 7.16 395.78 74931.20 16.90 11055.82 199.92 74488.00 125.98 74255.90 184.66 74317.70 19.48 401.06 74930.90 14.60 11055.63 205.87 74271.50 165.74 74555.90 185.91 74230.30 39.82 396.73 74927.40 19.76 11121.72 200.13 74546.90 135.13 74146.90 211.94 74190.10 44.43 397.16 74930.90 16.02 11071.05 177.52 74169.90 125.09 74121.90 192.75 74404.40 6.57 399.75 74934.60 12.16 11119.73 193.66 74404.60 159.18 74472.10 192.23 74230.70 9.26 394.87 74926.20 24.49 11095.20 205.17 74494.80 125.37 74301.80 208.10 74292.90 38.46 398.83 74925.40 18.52 11066.76 203.06 74304.50 153.59 74080.80 182.59 74276.60 13.45 395.08 74931.40 12.40 11087.11 168.49 74244.70 140.32 74227.90 210.39 74179.00 1.68 394.96 74926.60 14.31 11136.52 205.38 74225.60 160.19 74448.30 171.08 74224.40 20.43 396.30 74927.70 23.28 11142.85 178.07 74287.30 134.74 74271.50 200.81 74468.70 52.25 400.54 74927.90 20.20 11066.05 182.86 74069.60 159.55 74288.90 168.03 74109.70 13.60 401.52 74930.50 15.14 11163.20 187.35 74084.40 166.35 74549.10 198.76 74423.40 22.89 398.01 74931.40 16.60 11097.15 191.59 74082.70 170.68 74214.80 178.68 74365.00 6.12 397.71 74928.10 17.21 11136.29 170.99 74250.00 158.75 74134.50 198.91 74178.40 47.33 399.81 74926.10 17.93 11154.22 207.52 74297.90 138.12 74331.10 193.94 74522.60 42.23 396.39 74926.50 19.72 11158.36 201.57 74160.70 126.53 74429.00 203.95 74199.40 38.81

400.70 74930.70 19.83 11166.37 180.63 74375.90 147.67 74495.50 195.07 74361.30 33.96 398.01 74934.60 16.39 11071.99 170.78 74386.00 151.43 74465.50 188.93 74106.80 18.51 395.11 74933.80 12.82 11152.93 188.57 74184.00 170.56 74342.10 176.88 74498.70 17.90 399.81 74933.50 14.28 11114.57 189.45 74426.10 170.14 74393.40 200.01 74497.60 37.30 398.16 74928.70 15.12 11117.77 203.89 74232.50 143.49 74317.80 173.74 74550.40 34.29 396.58 74924.80 23.76 11131.25 187.26 74476.40 129.70 74280.30 203.49 74367.70 55.13 396.24 74927.20 19.72 11089.22 197.66 74318.30 147.09 74373.20 213.32 74171.70 44.97 401.79 74933.80 19.88 11073.52 211.64 74127.10 169.53 74369.90 197.91 74066.70 1.62 400.27 74934.10 12.09 11111.56 197.08 74192.50 141.08 74548.80 181.03 74343.30 3.71 395.97 74924.50 24.29 11073.83 172.64 74086.30 134.34 74438.60 187.65 74313.30 50.99 398.04 74924.00 24.20 11100.12 179.38 74527.60 132.17 74154.80 179.90 74397.00 47.09 398.83 74927.70 23.76 11150.39 168.43 74473.80 140.50 74282.80 166.32 74200.00 52.48 396.55 74928.20 20.83 11048.32 177.70 74260.70 125.52 74501.70 187.68 74214.30 30.40 400.51 74931.40 18.69 11069.22 210.72 74464.90 140.56 74299.40 196.23 74385.90 49.33 400.05 74928.40 20.10 11082.11 188.02 74184.10 128.69 74163.20 211.58 74351.30 56.03 399.54 74933.60 18.14 11089.84 186.80 74119.30 147.03 74545.70 182.31 74229.50 37.18 400.36 74924.80 14.05 11067.46 211.58 74447.50 142.61 74189.50 196.99 74552.60 31.59 399.11 74925.80 21.87 11047.46 205.72 74163.80 131.10 74548.70 197.02 74087.60 52.58 395.42 74927.90 21.79 11067.38 167.18 74485.60 133.76 74257.50 200.23 74495.40 46.93 399.44 74924.60 19.27 11132.58 181.67 74315.90 143.43 74320.00 184.17 74386.10 53.48 400.88 74933.70 18.68 11166.91 195.40 74071.60 130.22 74293.70 196.53 74129.80 32.85 395.94 74935.20 16.18 11100.23 173.19 74332.80 125.73 74277.40 170.04 74337.40 5.38 394.47 74930.90 16.96 11087.85 179.11 74315.10 143.89 74465.10 189.24 74319.20 25.80 395.87 74930.10 19.53 11129.10 194.95 74441.90 129.30 74479.80 215.67 74390.00 27.17 395.26 74930.20 13.89 11165.74 202.97 74496.30 129.36 74296.80 183.20 74209.00 5.43 394.65 74927.60 13.71 11064.88 184.97 74378.40 160.13 74273.90 174.41 74243.30 31.67 401.67 74928.60 22.99 11066.02 187.99 74520.30 170.14 74291.70 183.07 74164.70 3.02 396.73 74934.10 12.94 11078.01 166.84 74558.40 126.13 74519.40 172.55 74162.50 0.50 395.57 74932.60 19.06 11130.16 209.53 74364.90 168.06 74202.70 204.10 74134.60 7.42 398.99 74930.60 22.16 11086.76 183.29 74186.70 167.21 74411.70 201.17 74135.30 10.30 399.63 74923.80 12.72 11112.46 198.33 74176.60 128.11 74178.70 209.56 74490.30 9.99 399.23 74933.80 24.10 11165.35 210.17 74328.80 161.77 74181.20 184.05 74398.70 1.03 395.81 74925.30 18.94 11049.34 173.92 74327.50 142.52 74263.50 207.46 74156.30 45.28 399.44 74934.30 12.64 11157.11 186.98 74287.80 151.98 74431.30 215.67 74523.90 8.31 394.50 74927.60 20.27 11050.55 196.44 74321.90 152.25 74129.70 188.42 74264.50 18.39 401.15 74927.90 14.44 11149.10 186.98 74252.80 156.92 74362.60 169.95 74125.20 34.60 397.09 74929.80 21.31 11169.84 190.16 74060.10 160.22 74233.50 180.66 74475.70 14.91 395.08 74927.50 20.06 11051.29 181.82 74540.80 154.45 74103.20 178.65 74131.30 53.00 396.42 74932.60 20.91 11122.38 167.82 74482.80 132.60 74307.50 167.36 74383.90 40.80 397.34 74932.40 16.86 11158.44 186.25 74248.40 125.55 74551.20 211.94 74290.90 21.61 398.56 74929.00 24.48 11050.23 178.83 74223.50 127.26 74432.90 197.33 74158.20 52.80 397.83 74926.20 12.10 11061.48 193.82 74506.10 166.17 74409.90 177.55 74324.70 35.62 400.39 74931.60 12.06 11082.66 174.41 74161.60 125.85 74079.30 185.52 74176.70 5.60 395.17 74928.30 15.59 11153.87 167.60 74551.10 168.88 74552.10 206.79 74081.60 1.32 396.55 74931.90 13.36 11163.95 188.81 74553.50 141.82 74465.00 168.33 74368.00 4.11 397.37 74930.40 14.95 11150.78 169.31 74176.20 145.48 74534.70 169.25 74282.00 8.81 395.90 74932.90 18.37 11143.09 176.97 74459.80 123.05 74425.90 213.59 74226.50 4.41 396.79 74929.80 21.17 11085.12 206.76 74465.70 145.45 74276.00 172.88 74347.70 19.29 395.87 74928.10 14.61 11132.73 207.40 74202.10 139.71 74338.30 182.77 74511.50 34.65 396.09 74927.90 16.14 11096.41 179.87 74381.10 135.68 74542.90 186.13 74164.80 4.00 394.53 74932.40 17.57 11058.87 166.02 74166.70 160.52 74469.60 173.28 74378.10 47.43 398.71 74925.40 20.88 11171.72 207.06 74444.10 140.59 74062.10 187.32 74223.80 53.11

400.24 74928.30 20.94 11165.86 201.23 74129.00 137.33 74454.40 180.24 74458.90 50.94 395.97 74927.70 23.72 11169.96 203.43 74369.80 123.90 74229.20 177.86 74327.10 47.58 399.41 74925.60 20.34 11061.95 208.56 74143.90 151.86 74378.20 204.32 74332.90 5.77 397.40 74925.50 19.90 11151.02 203.98 74441.60 156.19 74468.90 175.26 74158.40 46.85 395.94 74932.40 23.48 11075.86 183.20 74409.40 121.98 74339.20 196.17 74285.00 59.16 394.56 74935.20 12.57 11052.97 171.57 74214.70 156.62 74121.60 191.47 74108.00 11.69 399.54 74926.30 17.84 11127.42 167.72 74507.30 169.43 74157.20 173.55 74168.80 48.89 398.50 74934.00 16.04 11103.48 188.48 74354.30 156.80 74416.70 178.62 74117.40 46.05 395.17 74924.30 16.45 11137.93 184.94 74412.30 139.04 74067.30 174.10 74492.50 26.26 398.53 74923.30 14.15 11068.32 170.68 74437.90 133.30 74441.30 192.81 74533.90 1.86 401.76 74923.40 24.36 11086.80 188.51 74418.30 167.79 74335.10 171.75 74322.20 2.02 398.56 74925.20 15.94 11167.03 212.83 74168.60 161.41 74193.90 206.30 74266.40 5.45 399.02 74929.70 18.49 11049.69 187.26 74070.10 122.34 74298.00 192.20 74537.60 26.02 400.15 74924.90 19.83 11140.43 173.52 74352.60 167.60 74294.80 205.02 74371.10 31.83 394.68 74923.80 17.95 11100.23 215.36 74333.20 168.24 74114.40 174.26 74245.20 2.15 399.48 74935.10 12.71 11058.36 169.92 74399.30 166.96 74095.20 195.50 74173.90 13.16 401.64 74927.90 18.50 11110.78 195.53 74243.80 126.74 74364.30 192.23 74313.60 46.02 395.39 74926.90 18.43 11140.23 202.18 74416.40 142.09 74349.70 178.62 74365.20 49.86 399.02 74934.10 19.64 11171.45 211.79 74061.90 167.76 74180.20 215.06 74412.80 2.43 399.81 74934.00 17.56 11169.92 204.99 74337.20 131.04 74325.30 170.75 74280.70 38.55 396.67 74932.70 21.99 11116.68 200.93 74089.10 136.14 74083.70 211.27 74203.50 44.00 400.82 74927.70 17.59 11099.38 214.81 74360.80 130.98 74347.80 214.20 74397.90 56.59 394.50 74927.90 19.73 11079.80 207.92 74205.70 132.29 74172.90 180.02 74474.60 30.51 398.50 74929.20 19.60 11129.73 195.19 74521.10 146.09 74479.20 211.82 74363.00 39.43 400.76 74925.40 18.03 11094.69 187.07 74308.70 125.55 74351.00 166.90 74062.30 38.77 398.50 74924.20 20.79 11140.90 178.34 74184.50 169.34 74233.80 189.54 74490.40 3.23 395.17 74927.80 22.73 11139.45 203.98 74177.70 158.97 74176.00 188.90 74077.60 4.27 398.28 74927.80 23.30 11068.44 167.08 74356.00 149.63 74351.20 182.92 74339.70 35.52 397.34 74934.70 23.02 11170.59 185.42 74520.00 143.98 74390.80 191.93 74551.40 50.87 401.09 74930.70 16.39 11085.23 210.91 74113.20 135.93 74485.70 202.33 74381.30 42.02 396.36 74931.90 23.21 11110.74 193.51 74500.40 163.94 74359.70 189.97 74066.00 8.42 396.42 74930.00 22.41 11135.08 182.95 74261.00 148.07 74154.80 187.59 74264.30 27.71 395.87 74926.50 15.26 11086.09 193.30 74475.40 135.99 74498.50 203.61 74222.60 6.26 396.27 74932.00 17.53 11086.09 211.03 74407.50 158.97 74193.30 196.41 74146.10 15.51 395.48 74931.40 14.78 11142.46 169.22 74180.00 138.82 74363.80 186.49 74368.00 3.22 397.58 74928.10 21.01 11156.56 178.99 74075.20 153.29 74472.20 204.80 74297.60 51.52 400.67 74925.90 16.68 11167.62 189.30 74326.40 123.81 74371.10 199.13 74439.70 13.92 399.41 74926.90 24.36 11111.05 206.73 74257.20 145.20 74421.40 194.82 74171.20 7.01 396.03 74927.30 20.08 11127.38 168.46 74556.20 140.50 74209.50 178.22 74085.10 31.09 398.50 74930.80 14.72 11075.31 169.19 74333.40 138.64 74089.60 198.21 74546.50 4.08 398.04 74928.00 24.31 11115.39 199.77 74314.60 162.60 74468.30 176.88 74105.70 6.77 397.74 74932.40 15.35 11164.92 189.06 74304.70 157.50 74516.50 193.54 74283.40 23.44 400.02 74931.50 19.58 11062.30 185.39 74398.10 161.41 74107.70 179.72 74077.60 35.41 397.74 74929.50 15.38 11059.84 193.33 74527.80 128.30 74329.90 176.12 74347.90 11.73 396.24 74931.00 12.14 11048.40 202.58 74110.20 159.88 74432.80 173.37 74067.50 24.16 394.71 74927.60 17.55 11051.48 207.61 74451.10 164.03 74416.40 195.59 74435.10 26.40 395.87 74924.00 14.82 11067.03 197.88 74380.30 133.58 74123.20 206.60 74367.10 15.24 398.19 74922.90 12.38 11151.33 173.46 74509.40 162.14 74335.60 215.21 74341.40 4.94 401.79 74934.70 14.21 11093.67 183.35 74469.70 159.42 74379.60 201.72 74498.60 26.40 401.03 74934.20 20.42 11129.41 169.37 74358.10 157.81 74319.30 210.66 74507.90 52.15 397.74 74927.80 19.56 11167.81 209.26 74427.10 139.68 74477.40 191.38 74517.30 47.95 395.36 74928.10 23.57 11157.58 204.13 74110.30 140.23 74127.60 208.22 74088.00 31.95

397.22 74926.30 21.09 11111.45 190.95 74142.60 155.40 74354.60 191.50 74379.70 16.31 398.74 74923.80 24.08 11052.62 193.27 74487.50 131.47 74063.00 187.71 74161.50 43.95 394.78 74934.20 23.66 11152.77 186.19 74221.10 151.86 74360.20 212.80 74197.90 22.20 400.79 74928.60 19.56 11146.02 197.94 74410.50 151.86 74404.10 205.20 74535.70 40.59 401.15 74934.00 19.74 11064.22 209.23 74275.10 160.52 74532.00 203.52 74423.50 21.97 399.29 74929.90 17.17 11064.45 186.92 74264.40 142.30 74373.30 176.64 74075.40 47.49 395.11 74923.60 20.95 11113.71 199.71 74336.80 141.91 74381.90 192.78 74436.10 31.84 394.53 74925.70 20.99 11093.83 194.82 74507.90 158.87 74067.70 190.95 74419.70 31.07 396.39 74931.90 21.92 11154.65 170.29 74157.80 169.92 74468.00 200.78 74132.80 46.66 399.69 74929.40 23.56 11074.34 194.43 74141.40 140.56 74177.00 203.70 74118.60 15.97 397.34 74928.30 24.41 11109.80 214.72 74236.00 132.11 74547.90 201.54 74435.40 18.29 401.76 74923.10 14.53 11165.43 211.36 74141.30 143.71 74345.60 189.73 74114.20 26.07 398.59 74932.60 18.82 11150.51 169.22 74461.50 152.13 74324.80 168.49 74515.10 42.52 397.95 74926.40 12.90 11146.33 168.03 74449.90 143.49 74340.80 214.97 74459.30 3.56 399.23 74933.60 14.35 11053.98 182.01 74150.10 152.40 74308.70 201.75 74088.40 29.84 395.23 74929.40 23.04 11114.06 189.58 74061.60 155.94 74365.00 178.65 74265.40 7.34 401.25 74932.30 13.34 11056.29 197.39 74138.90 165.22 74275.70 210.82 74549.80 14.83 397.06 74931.40 19.70 11058.59 201.75 74450.20 148.47 74093.30 177.49 74418.60 36.52 399.26 74925.40 17.32 11069.38 215.61 74332.40 133.97 74486.00 203.37 74415.90 46.47 394.50 74934.10 21.30 11105.98 191.13 74257.30 140.20 74141.40 205.99 74512.50 41.94 400.24 74925.90 22.34 11048.59 194.34 74290.90 131.65 74318.10 173.22 74469.90 30.89 397.28 74923.00 14.27 11140.70 199.28 74183.90 166.05 74199.30 187.96 74111.90 2.39 400.91 74934.00 12.27 11111.60 167.94 74088.50 124.08 74296.70 185.06 74312.10 2.64 397.61 74933.10 17.62 11161.45 190.40 74434.20 138.21 74324.00 167.14 74165.20 27.48 398.25 74933.90 15.09 11051.60 166.78 74158.80 131.65 74522.20 194.12 74502.60 0.13 396.88 74925.70 19.17 11144.53 211.94 74415.10 128.36 74549.60 206.73 74202.00 30.39 399.87 74926.00 20.23 11128.24 210.02 74315.40 170.99 74105.60 187.50 74447.80 0.44 401.00 74927.50 23.99 11114.38 212.10 74302.70 141.39 74213.50 180.15 74496.70 1.79 399.90 74931.70 20.68 11062.66 203.09 74243.80 143.71 74246.20 175.90 74344.80 12.18 401.86 74929.70 22.78 11066.64 201.87 74435.10 130.71 74366.30 166.69 74503.50 31.23 395.32 74931.10 15.49 11068.40 183.59 74357.20 128.05 74219.10 183.29 74519.80 12.11 399.38 74929.90 21.66 11071.29 166.08 74080.80 152.37 74107.60 213.65 74253.30 57.50 394.99 74933.20 20.02 11090.94 184.05 74114.90 141.14 74513.80 170.87 74362.10 51.44 397.13 74925.70 16.47 11151.52 202.33 74116.20 138.70 74275.60 204.13 74434.40 45.23 401.49 74934.40 17.93 11086.48 185.39 74127.30 128.60 74529.10 197.88 74297.40 15.21 396.30 74935.20 20.35 11104.69 180.27 74230.60 167.18 74385.60 172.09 74321.10 14.34 401.25 74933.40 14.33 11057.70 191.16 74416.20 150.60 74218.30 204.10 74318.40 31.59 399.78 74929.00 17.22 11083.28 177.34 74480.30 132.45 74291.40 211.91 74387.80 6.73 398.35 74925.30 17.73 11124.84 198.21 74245.50 150.63 74313.20 209.41 74151.30 41.60 399.78 74923.00 19.76 11171.56 212.10 74502.60 160.95 74469.80 187.10 74209.10 41.68 395.32 74934.80 17.78 11119.22 207.76 74416.80 138.76 74290.60 211.30 74235.40 52.64 398.25 74934.40 22.82 11083.83 189.36 74123.20 162.69 74461.70 187.38 74265.60 11.35 395.32 74928.70 19.48 11143.91 178.77 74141.20 157.20 74343.10 194.70 74224.90 51.19 400.12 74932.10 22.57 11050.23 186.49 74095.10 123.69 74341.70 172.91 74360.90 51.42 395.84 74924.40 17.08 11055.43 214.84 74349.30 121.83 74402.10 206.73 74494.50 39.43 396.85 74930.30 23.00 11071.88 183.62 74292.50 136.72 74102.70 182.22 74151.60 38.21 399.96 74932.20 14.60 11143.40 184.45 74469.50 139.83 74286.40 184.78 74337.70 4.91 396.55 74928.70 19.73 11170.20 187.35 74499.90 137.60 74536.80 194.52 74258.90 9.22

附錄 B 類神經網路的參考實驗

因為類神經網路有許多參數可設定,為了解其影響,本附錄顯示另一組不同於本 文第四章的參數設定下,以類神經網路建構一個以增能環參數為自變數的電子束引出 效率的預測模型的結果。

在文檔中 中 華 大 學 碩 士 論 文 (頁 61-74)

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