Abstract
This paper presents a powerful new single-parameter metaheuristic to solve the Fleet Size and Mix Vehicle Routing Problem with Time Windows. The key idea of the new metaheuristic is to perform a random number of random-sized jumps in random order through four well-known local search operators. Computational testing on the 600 large-scale benchmarks of Bräysy et al. (Expert Syst Appl 36(4):8460–8475, 2009) show that the new metaheuristic outperforms previous best approaches, finding 533 new best-known solutions. Despite the significant number of random components, it is demonstrated that the variance of the results is rather low. Moreover, the suggested metaheuristic is shown to scale almost linearly up to 1000 customers.
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References
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Appendix
Appendix
Data set | MSDAL | Normal | New | Data set | MSDAL | Normal | New | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Best | CPU | Best | CPU | Best | CPU | Best | CPU | Best | CPU | Best | CPU | ||
C121A | 17478.35 | 95.30 | 17456.15 | 7.55 | 16146.77 | 14.32 | C121C | 4216.08 | 106.09 | 4216.08 | 8.34 | 3801.05 | 19.15 |
C122A | 17056.41 | 96.25 | 17095.62 | 7.58 | 16929.05 | 10.69 | C122C | 4165.48 | 119.16 | 4164.70 | 7.58 | 4162.99 | 13.53 |
C123A | 16897.70 | 92.95 | 16820.15 | 7.86 | 16629.48 | 14.45 | C123C | 4104.72 | 114.55 | 4093.93 | 8.72 | 4068.95 | 14.80 |
C124A | 16563.86 | 95.13 | 16529.97 | 6.58 | 16364.38 | 16.10 | C124C | 4009.70 | 108.95 | 3988.11 | 7.89 | 3966.33 | 15.27 |
C125A | 17452.85 | 108.22 | 17450.12 | 6.91 | 17311.40 | 8.07 | C125C | 4210.44 | 114.11 | 4210.35 | 7.58 | 4210.35 | 8.85 |
C126A | 17528.25 | 114.49 | 17466.85 | 8.09 | 17407.42 | 10.83 | C126C | 4210.35 | 108.91 | 4210.35 | 8.47 | 4210.35 | 10.17 |
C127A | 17539.70 | 106.81 | 17427.81 | 7.80 | 17280.28 | 10.31 | C127C | 4196.00 | 125.78 | 4191.71 | 7.84 | 4191.71 | 9.69 |
C128A | 17366.06 | 107.13 | 17284.68 | 9.03 | 17118.19 | 11.56 | C128C | 4165.85 | 121.14 | 4169.79 | 7.84 | 4165.50 | 12.64 |
C129A | 16963.26 | 85.86 | 17018.38 | 7.64 | 16810.15 | 12.17 | C129C | 4106.18 | 131.17 | 4086.01 | 7.31 | 4069.22 | 10.39 |
C1210A | 16884.73 | 102.50 | 16749.52 | 7.41 | 16618.35 | 12.90 | C1210C | 4051.22 | 102.95 | 4038.56 | 8.11 | 4001.34 | 13.67 |
C221A | 17787.35 | 69.27 | 17901.59 | 6.53 | 17281.46 | 8.10 | C221C | 3530.70 | 82.17 | 3547.22 | 7.75 | 3533.53 | 9.31 |
C222A | 17591.14 | 54.52 | 17649.04 | 6.09 | 16955.05 | 9.81 | C222C | 3465.22 | 70.08 | 3462.97 | 7.39 | 3420.01 | 8.30 |
C223A | 17139.14 | 62.72 | 16984.26 | 6.28 | 16946.04 | 12.50 | C223C | 3397.72 | 75.94 | 3396.56 | 7.05 | 3356.29 | 11.69 |
C224A | 17048.28 | 86.38 | 17177.17 | 5.83 | 16823.39 | 9.21 | C224C | 3381.71 | 89.45 | 3333.64 | 6.83 | 3294.95 | 10.81 |
C225A | 17627.05 | 58.06 | 17567.03 | 6.14 | 17175.93 | 9.34 | C225C | 3483.03 | 67.34 | 3496.70 | 7.14 | 3462.77 | 7.74 |
C226A | 17321.54 | 65.31 | 17415.59 | 6.25 | 16999.21 | 6.19 | C226C | 3447.47 | 74.23 | 3439.13 | 7.39 | 3415.59 | 7.30 |
C227A | 17496.18 | 66.75 | 17477.99 | 6.38 | 17015.52 | 8.08 | C227C | 3507.58 | 67.89 | 3491.72 | 7.11 | 3419.37 | 10.05 |
C228A | 17399.34 | 60.69 | 17177.48 | 7.31 | 16890.76 | 8.96 | C228C | 3451.61 | 69.92 | 3425.01 | 7.58 | 3372.27 | 7.27 |
C229A | 17600.02 | 62.81 | 17478.95 | 5.98 | 16991.30 | 9.88 | C229C | 3481.13 | 78.67 | 3439.75 | 7.06 | 3415.39 | 9.39 |
C2210A | 17324.16 | 63.83 | 17024.78 | 6.19 | 16805.04 | 10.28 | C2210C | 3363.75 | 68.09 | 3408.34 | 6.92 | 3334.50 | 6.49 |
R121A | 13904.64 | 90.36 | 13897.19 | 5.78 | 13790.32 | 9.19 | R121C | 5713.38 | 100.48 | 5700.76 | 6.03 | 5669.65 | 9.67 |
R122A | 12467.81 | 84.94 | 12367.64 | 7.36 | 12234.33 | 11.59 | R122C | 4931.09 | 85.88 | 4889.25 | 7.59 | 4833.51 | 14.40 |
R123A | 11207.92 | 80.00 | 11122.32 | 6.80 | 11026.50 | 12.98 | R123C | 4211.11 | 85.06 | 4125.01 | 7.48 | 4092.97 | 13.26 |
R124A | 10466.36 | 74.38 | 10388.10 | 6.28 | 10267.04 | 13.00 | R124C | 3576.54 | 93.22 | 3517.42 | 7.41 | 3497.69 | 12.92 |
R125A | 12336.34 | 81.27 | 12294.94 | 7.33 | 12110.40 | 7.60 | R125C | 4974.72 | 89.55 | 4941.12 | 7.69 | 4857.98 | 10.50 |
R126A | 11620.63 | 79.56 | 11332.67 | 6.74 | 11269.22 | 10.67 | R126C | 4331.41 | 80.02 | 4340.97 | 6.94 | 4283.74 | 10.92 |
R127A | 10868.82 | 76.19 | 10669.74 | 7.23 | 10569.21 | 9.89 | R127C | 3823.36 | 80.72 | 3759.99 | 8.06 | 3719.42 | 12.09 |
R128A | 10361.97 | 72.53 | 10216.89 | 6.22 | 10167.08 | 12.18 | R128C | 3445.34 | 81.13 | 3421.79 | 7.70 | 3362.84 | 14.88 |
R129A | 11812.63 | 73.99 | 11639.96 | 7.53 | 11443.92 | 8.96 | R129C | 4567.00 | 77.06 | 4553.55 | 7.69 | 4471.58 | 8.96 |
R1210A | 10890.60 | 71.27 | 10780.94 | 7.39 | 10641.88 | 10.20 | R1210C | 3922.18 | 75.00 | 3867.58 | 7.25 | 3817.39 | 11.61 |
R221A | 14355.06 | 71.61 | 14840.05 | 6.30 | 14874.75 | 6.01 | R221C | 4972.08 | 52.34 | 4805.18 | 6.98 | 4758.35 | 12.62 |
R222A | 13543.70 | 52.16 | 14209.18 | 6.19 | 13799.69 | 12.36 | R222C | 4526.72 | 63.00 | 4344.74 | 6.64 | 4258.26 | 13.06 |
R223A | 12103.17 | 57.30 | 12706.39 | 6.28 | 12008.67 | 10.52 | R223C | 3984.50 | 61.58 | 3795.58 | 6.97 | 3767.15 | 13.45 |
R224A | 10520.72 | 57.80 | 11122.21 | 6.11 | 10514.71 | 11.39 | R224C | 3143.03 | 72.02 | 3097.62 | 6.98 | 2887.55 | 10.37 |
R225A | 13081.80 | 38.53 | 13444.59 | 6.48 | 13383.36 | 10.97 | R225C | 4369.26 | 54.05 | 4375.84 | 6.77 | 4278.22 | 7.49 |
R226A | 12543.67 | 48.02 | 12599.55 | 6.20 | 12098.39 | 10.97 | R226C | 4046.82 | 49.58 | 3947.06 | 7.05 | 3873.87 | 11.86 |
R227A | 11137.18 | 52.20 | 11657.07 | 6.33 | 11325.15 | 11.65 | R227C | 3648.21 | 58.73 | 3477.60 | 6.69 | 3409.74 | 11.67 |
R228A | 10274.93 | 65.78 | 10717.99 | 6.59 | 10004.11 | 11.59 | R228C | 2935.01 | 73.13 | 2896.26 | 7.23 | 2792.17 | 9.83 |
R229A | 12586.96 | 34.84 | 12636.17 | 6.24 | 12183.42 | 9.39 | R229C | 4173.26 | 44.49 | 4138.39 | 7.36 | 4026.33 | 11.54 |
R2210A | 11347.19 | 41.95 | 12182.76 | 6.08 | 11263.86 | 10.25 | R2210C | 3843.46 | 36.20 | 3817.64 | 6.42 | 3672.94 | 10.34 |
RC121A | 10995.16 | 94.88 | 10885.35 | 6.52 | 10814.30 | 7.15 | RC121C | 4239.52 | 95.44 | 4239.69 | 7.24 | 4181.93 | 10.20 |
RC122A | 10413.91 | 83.36 | 10214.64 | 6.94 | 10103.06 | 8.75 | RC122C | 3919.43 | 91.63 | 3882.92 | 7.33 | 3828.64 | 9.55 |
RC123A | 9909.46 | 77.89 | 9644.62 | 6.97 | 9590.68 | 12.43 | RC123C | 3587.59 | 81.97 | 3498.29 | 7.53 | 3431.44 | 11.09 |
RC124A | 9494.38 | 74.58 | 9378.79 | 6.28 | 9260.15 | 13.96 | RC124C | 3289.12 | 93.98 | 3197.80 | 7.81 | 3167.56 | 13.42 |
RC125A | 10603.03 | 93.73 | 10509.68 | 7.41 | 10299.01 | 10.33 | RC125C | 4021.30 | 89.45 | 3984.16 | 7.70 | 3932.96 | 9.75 |
RC126A | 10526.77 | 86.44 | 10368.06 | 7.47 | 10145.36 | 8.42 | RC126C | 3945.98 | 96.44 | 3926.56 | 8.06 | 3839.79 | 11.51 |
RC127A | 10179.64 | 83.75 | 10030.10 | 7.83 | 9941.54 | 10.17 | RC127C | 3799.75 | 88.03 | 3728.42 | 7.25 | 3676.90 | 9.52 |
RC128A | 9856.77 | 77.39 | 9714.63 | 7.42 | 9655.27 | 10.19 | RC128C | 3552.67 | 85.84 | 3564.54 | 7.78 | 3472.88 | 12.73 |
RC129A | 9813.89 | 80.84 | 9737.70 | 7.56 | 9609.07 | 10.28 | RC129C | 3532.69 | 85.20 | 3541.33 | 7.47 | 3452.41 | 12.01 |
RC1210A | 9645.79 | 74.55 | 9558.28 | 7.49 | 9425.92 | 9.77 | RC1210C | 3358.61 | 76.81 | 3361.24 | 7.61 | 3306.65 | 11.64 |
RC221A | 14529.34 | 61.31 | 14520.71 | 6.09 | 14427.00 | 4.74 | RC221C | 4149.91 | 62.95 | 4114.66 | 7.09 | 4047.60 | 6.05 |
RC222A | 13425.73 | 64.33 | 13705.36 | 5.89 | 13105.64 | 14.07 | RC222C | 3807.73 | 67.23 | 3784.42 | 7.49 | 3687.16 | 9.74 |
RC223A | 11976.30 | 64.14 | 12827.49 | 5.53 | 11738.56 | 7.15 | RC223C | 3701.30 | 78.53 | 3498.41 | 7.03 | 3386.92 | 8.14 |
RC224A | 10811.14 | 91.09 | 11279.77 | 6.16 | 10850.91 | 12.59 | RC224C | 3219.43 | 101.28 | 2980.75 | 6.66 | 2968.82 | 13.02 |
RC225A | 13392.72 | 51.97 | 14359.90 | 5.52 | 13170.90 | 11.47 | RC225C | 3887.52 | 51.31 | 3769.78 | 6.91 | 3684.16 | 13.00 |
RC226A | 13295.09 | 45.20 | 13565.32 | 5.63 | 12916.40 | 13.31 | RC226C | 3820.37 | 52.39 | 3761.27 | 7.31 | 3663.62 | 13.35 |
RC227A | 12345.43 | 52.80 | 12879.30 | 6.33 | 12363.69 | 11.36 | RC227C | 3545.04 | 57.17 | 3572.29 | 7.41 | 3463.24 | 12.07 |
RC228A | 11989.91 | 55.75 | 12449.37 | 5.33 | 11600.87 | 12.25 | RC228C | 3440.13 | 54.98 | 3351.74 | 7.31 | 3244.29 | 12.22 |
RC229A | 11640.05 | 41.98 | 12109.84 | 8.09 | 11136.85 | 14.42 | RC229C | 3326.45 | 63.41 | 3257.88 | 6.84 | 3165.38 | 11.03 |
RC2210A | 11345.16 | 51.19 | 11603.96 | 5.30 | 10339.85 | 9.25 | RC2210C | 3005.69 | 48.02 | 3142.97 | 6.97 | 2984.82 | 9.02 |
C141A | 37156.67 | 368.98 | 37097.84 | 13.89 | 37004.00 | 10.30 | C141C | 10186.68 | 366.30 | 10185.25 | 14.16 | 10183.32 | 12.71 |
C142A | 36287.65 | 375.16 | 36456.97 | 15.70 | 36095.64 | 18.77 | C142C | 10084.39 | 382.86 | 10130.08 | 14.64 | 10067.15 | 22.07 |
C143A | 35443.86 | 366.56 | 35281.26 | 14.61 | 34936.70 | 23.37 | C143C | 9703.27 | 370.94 | 9848.58 | 15.34 | 9683.62 | 29.11 |
C144A | 34483.09 | 353.73 | 33896.21 | 15.25 | 33646.05 | 28.74 | C144C | 9149.61 | 366.09 | 9134.87 | 15.75 | 8999.95 | 29.38 |
C145A | 37423.25 | 375.06 | 37323.54 | 14.47 | 36985.55 | 17.05 | C145C | 10179.76 | 392.80 | 10178.79 | 13.89 | 10178.79 | 17.92 |
C146A | 37640.19 | 389.23 | 37632.95 | 16.36 | 37006.93 | 17.80 | C146C | 10177.34 | 384.77 | 10181.25 | 14.78 | 10177.34 | 20.90 |
C147A | 37628.29 | 368.61 | 37656.93 | 16.64 | 37157.52 | 18.86 | C147C | 10162.34 | 432.42 | 10260.60 | 16.11 | 10162.03 | 19.63 |
C148A | 37268.20 | 356.30 | 37174.88 | 18.25 | 36643.17 | 20.09 | C148C | 10121.30 | 407.55 | 10150.06 | 17.09 | 10078.15 | 23.57 |
C149A | 36408.62 | 371.00 | 36532.43 | 16.80 | 35952.34 | 25.65 | C149C | 9949.86 | 405.22 | 9968.79 | 16.86 | 9832.26 | 26.16 |
C1410A | 35691.67 | 354.22 | 35847.06 | 17.11 | 35442.90 | 27.16 | C1410C | 9660.06 | 381.63 | 9763.37 | 17.48 | 9580.12 | 27.00 |
C241A | 37214.21 | 305.72 | 37088.94 | 9.75 | 35018.11 | 16.01 | C241C | 7574.53 | 339.64 | 7511.11 | 12.08 | 7265.86 | 16.86 |
C242A | 35332.57 | 296.28 | 34896.10 | 11.27 | 34394.99 | 18.63 | C242C | 7507.78 | 324.50 | 7289.22 | 13.11 | 7087.05 | 18.41 |
C243A | 35391.65 | 296.09 | 35503.71 | 10.48 | 34322.87 | 20.97 | C243C | 7460.24 | 337.22 | 7092.95 | 12.33 | 7020.11 | 19.86 |
C244A | 34815.47 | 358.92 | 34546.07 | 10.81 | 33721.40 | 20.08 | C244C | 7172.85 | 387.73 | 6943.14 | 12.81 | 6816.11 | 24.32 |
C245A | 37085.14 | 297.52 | 36290.36 | 10.78 | 34785.97 | 17.38 | C245C | 7493.45 | 317.08 | 7367.54 | 12.70 | 7152.30 | 16.68 |
C246A | 36175.26 | 291.80 | 35696.75 | 11.72 | 34489.11 | 19.05 | C246C | 7331.15 | 324.31 | 7182.54 | 13.78 | 7036.19 | 18.49 |
C247A | 36025.56 | 304.25 | 36003.90 | 11.55 | 34384.41 | 19.00 | C247C | 7407.89 | 316.39 | 7387.50 | 12.80 | 7140.91 | 17.33 |
C248A | 35900.06 | 307.61 | 35860.75 | 10.55 | 34167.01 | 17.89 | C248C | 7317.89 | 306.81 | 7243.95 | 12.75 | 6922.05 | 16.83 |
C249A | 36117.04 | 320.34 | 36265.80 | 10.64 | 34482.65 | 20.52 | C249C | 7395.61 | 325.31 | 7192.29 | 13.11 | 7072.88 | 21.11 |
C2410A | 35373.19 | 321.88 | 35217.67 | 10.52 | 33999.22 | 16.99 | C2410C | 7076.80 | 327.58 | 7156.69 | 12.47 | 6826.55 | 18.24 |
R141A | 28667.92 | 329.58 | 28416.94 | 10.45 | 28106.24 | 17.72 | R141C | 12254.98 | 370.05 | 12212.22 | 11.89 | 12152.43 | 19.69 |
R142A | 25397.84 | 318.11 | 25291.12 | 13.14 | 24902.38 | 21.37 | R142C | 10502.18 | 349.16 | 10560.12 | 14.31 | 10332.34 | 25.94 |
R143A | 23134.81 | 297.03 | 22818.20 | 12.55 | 22602.52 | 26.43 | R143C | 8956.00 | 318.00 | 8795.12 | 14.61 | 8672.50 | 28.85 |
R144A | 21970.88 | 303.78 | 21715.80 | 12.41 | 21503.57 | 26.97 | R144C | 8043.02 | 343.14 | 7870.61 | 14.59 | 7747.60 | 30.97 |
R145A | 25347.71 | 317.28 | 25250.04 | 13.11 | 24774.88 | 16.47 | R145C | 10608.92 | 334.73 | 10656.56 | 14.33 | 10487.93 | 18.85 |
R146A | 23905.30 | 301.91 | 23641.90 | 15.19 | 23373.36 | 19.55 | R146C | 9713.02 | 327.27 | 9633.82 | 15.55 | 9475.35 | 23.32 |
R147A | 22687.50 | 301.45 | 22352.49 | 13.59 | 22121.96 | 25.02 | R147C | 8555.58 | 323.72 | 8417.54 | 13.22 | 8236.43 | 25.43 |
R148A | 21909.69 | 298.95 | 21606.92 | 13.14 | 21444.98 | 29.13 | R148C | 7905.12 | 335.55 | 7772.45 | 14.66 | 7630.77 | 25.96 |
R149A | 24180.08 | 297.16 | 24065.69 | 13.56 | 23661.41 | 17.94 | R149C | 9921.21 | 318.06 | 9832.68 | 14.64 | 9670.65 | 20.75 |
R1410A | 23130.23 | 285.44 | 22884.25 | 13.03 | 22603.72 | 21.92 | R1410C | 9078.38 | 308.25 | 8944.72 | 12.83 | 8793.32 | 23.20 |
R241A | 30752.74 | 321.22 | 31463.53 | 13.16 | 31502.10 | 22.75 | R241C | 10799.49 | 185.02 | 10370.89 | 13.03 | 10066.55 | 19.47 |
R242A | 27372.86 | 220.03 | 30025.97 | 12.03 | 28893.61 | 28.46 | R242C | 9635.11 | 267.55 | 9171.98 | 12.80 | 9010.48 | 21.33 |
R243A | 24922.94 | 264.44 | 27621.15 | 11.81 | 25112.82 | 15.38 | R243C | 8338.94 | 330.72 | 8089.29 | 11.75 | 7779.07 | 14.93 |
R244A | 21552.34 | 331.88 | 21894.05 | 10.66 | 21645.36 | 19.66 | R244C | 6809.50 | 306.08 | 6493.74 | 13.39 | 6283.62 | 23.13 |
R245A | 27302.03 | 179.00 | 30007.57 | 11.42 | 28472.48 | 18.74 | R245C | 9644.09 | 204.39 | 9447.63 | 12.55 | 9028.41 | 17.61 |
R246A | 24400.15 | 183.64 | 26785.61 | 11.17 | 25635.31 | 21.90 | R246C | 9092.40 | 240.33 | 8528.13 | 12.92 | 8189.75 | 17.41 |
R247A | 22749.95 | 248.61 | 24206.06 | 10.49 | 22908.83 | 22.82 | R247C | 8004.41 | 269.05 | 7449.61 | 12.17 | 7137.50 | 17.55 |
R248A | 21298.98 | 362.19 | 20392.97 | 10.58 | 20334.21 | 16.19 | R248C | 6552.64 | 313.17 | 6176.44 | 14.64 | 5950.25 | 15.49 |
R249A | 25891.73 | 155.73 | 27132.32 | 11.38 | 26350.33 | 23.49 | R249C | 8991.19 | 196.50 | 8864.43 | 12.95 | 8435.10 | 24.06 |
R2410A | 23894.38 | 184.95 | 25154.26 | 12.39 | 24447.99 | 26.19 | R2410C | 8567.66 | 200.52 | 8386.89 | 13.20 | 7923.03 | 19.13 |
RC141A | 23667.18 | 348.45 | 23429.93 | 12.98 | 23161.68 | 12.79 | RC141C | 9839.00 | 360.55 | 9812.02 | 14.42 | 9708.76 | 17.25 |
RC142A | 22066.80 | 327.91 | 21860.59 | 13.50 | 21533.88 | 18.77 | RC142C | 8970.15 | 349.41 | 8859.79 | 15.70 | 8699.61 | 21.87 |
RC143A | 20597.40 | 316.80 | 20446.10 | 12.78 | 20142.14 | 24.04 | RC143C | 8140.88 | 337.50 | 8089.51 | 15.17 | 7924.20 | 25.69 |
RC144A | 20080.59 | 331.70 | 19809.80 | 13.38 | 19672.56 | 26.75 | RC144C | 7723.72 | 361.88 | 7558.39 | 14.28 | 7470.42 | 28.39 |
RC145A | 22271.61 | 341.41 | 22197.31 | 14.45 | 21979.77 | 17.38 | RC145C | 9306.67 | 341.63 | 9147.86 | 15.50 | 8985.27 | 19.38 |
RC146A | 22257.21 | 338.55 | 21760.79 | 14.47 | 21678.32 | 19.77 | RC146C | 9150.17 | 338.03 | 9127.43 | 15.36 | 8904.58 | 16.77 |
RC147A | 21663.84 | 327.77 | 21460.28 | 15.36 | 21218.09 | 20.44 | RC147C | 8844.62 | 328.13 | 8754.82 | 13.91 | 8557.48 | 20.70 |
RC148A | 21004.48 | 313.55 | 20879.27 | 14.20 | 20577.53 | 21.26 | RC148C | 8391.29 | 323.69 | 8427.69 | 14.56 | 8197.76 | 22.64 |
RC149A | 20841.74 | 311.05 | 20742.67 | 15.06 | 20401.44 | 21.61 | RC149C | 8297.20 | 309.86 | 8318.95 | 13.50 | 8099.14 | 23.76 |
RC1410A | 20439.53 | 306.94 | 20197.91 | 12.97 | 20101.92 | 23.35 | RC1410C | 8085.39 | 320.97 | 8025.24 | 13.89 | 7838.42 | 23.60 |
RC241A | 30354.46 | 348.42 | 29970.85 | 12.50 | 29280.00 | 23.96 | RC241C | 9035.96 | 267.58 | 8849.39 | 11.27 | 8558.49 | 22.83 |
RC242A | 26847.73 | 341.09 | 28733.62 | 11.44 | 26869.42 | 20.62 | RC242C | 8567.81 | 356.14 | 7984.16 | 11.16 | 7856.42 | 22.51 |
RC243A | 24497.60 | 345.91 | 26844.11 | 10.47 | 23597.58 | 22.67 | RC243C | 7763.58 | 361.31 | 7137.48 | 12.00 | 6910.54 | 23.10 |
RC244A | 21047.48 | 359.88 | 20679.44 | 14.63 | 20859.13 | 19.13 | RC244C | 6609.23 | 375.17 | 5769.86 | 13.31 | 5621.26 | 21.03 |
RC245A | 28217.45 | 264.09 | 28456.96 | 11.42 | 27225.33 | 22.84 | RC245C | 8289.54 | 272.08 | 8142.32 | 12.47 | 7793.09 | 21.26 |
RC246A | 27157.56 | 292.84 | 28627.03 | 11.56 | 26486.60 | 21.81 | RC246C | 8063.89 | 302.53 | 8022.63 | 11.59 | 7695.75 | 20.76 |
RC247A | 26655.32 | 247.58 | 27342.13 | 11.20 | 25504.91 | 23.28 | RC247C | 7724.78 | 259.39 | 7589.56 | 12.14 | 7306.26 | 21.14 |
RC248A | 25030.18 | 250.05 | 25521.11 | 12.03 | 23869.02 | 22.81 | RC248C | 7338.61 | 257.86 | 7197.08 | 13.39 | 6922.08 | 21.70 |
RC249A | 23893.36 | 255.91 | 23348.97 | 13.08 | 22760.50 | 21.68 | RC249C | 7235.74 | 287.03 | 7003.77 | 13.14 | 6664.64 | 19.20 |
RC2410A | 23346.33 | 231.13 | 22963.14 | 16.47 | 21397.63 | 20.86 | RC2410C | 6931.63 | 258.11 | 6567.66 | 13.45 | 6377.35 | 14.01 |
C161A | 59689.55 | 760.17 | 59586.47 | 21.09 | 59481.40 | 18.72 | C161C | 18707.09 | 793.52 | 18716.49 | 19.03 | 18699.39 | 21.22 |
C162A | 58755.09 | 785.00 | 58571.76 | 24.34 | 58079.81 | 35.99 | C162C | 18526.04 | 793.52 | 18502.45 | 22.34 | 18454.09 | 37.94 |
C163A | 57563.30 | 771.61 | 56829.20 | 24.06 | 56346.77 | 43.54 | C163C | 17911.72 | 799.81 | 17970.54 | 22.67 | 17700.27 | 48.14 |
C164A | 56426.93 | 783.73 | 55567.63 | 22.53 | 55186.06 | 48.70 | C164C | 17264.42 | 779.80 | 17123.40 | 22.58 | 16981.84 | 48.02 |
C165A | 59855.49 | 757.41 | 59943.50 | 21.64 | 59422.74 | 23.34 | C165C | 18706.06 | 822.45 | 18693.84 | 17.95 | 18686.38 | 26.47 |
C166A | 60653.99 | 801.13 | 60318.27 | 23.66 | 59381.65 | 30.25 | C166C | 18717.27 | 813.41 | 18707.56 | 21.69 | 18686.50 | 31.57 |
C167A | 60286.25 | 776.58 | 60294.54 | 24.36 | 59443.34 | 29.58 | C167C | 18704.18 | 863.47 | 18701.59 | 21.66 | 18683.86 | 32.06 |
C168A | 59920.91 | 776.97 | 59595.55 | 25.70 | 58996.74 | 36.13 | C168C | 18571.11 | 801.09 | 18682.18 | 23.31 | 18510.70 | 36.61 |
C169A | 58156.55 | 786.81 | 58567.22 | 27.03 | 57804.33 | 38.11 | C169C | 17887.99 | 815.83 | 18242.30 | 23.27 | 17763.93 | 41.73 |
C1610A | 57870.92 | 754.78 | 57896.52 | 27.27 | 57194.78 | 43.93 | C1610C | 17639.89 | 815.38 | 17887.74 | 24.09 | 17646.48 | 45.05 |
C261A | 58825.82 | 714.53 | 58082.40 | 17.44 | 55132.04 | 26.85 | C261C | 13015.11 | 716.86 | 13332.62 | 15.05 | 12604.76 | 23.92 |
C262A | 58081.86 | 741.48 | 57698.77 | 19.27 | 54475.36 | 26.47 | C262C | 13020.56 | 742.78 | 12918.37 | 18.03 | 12457.44 | 28.70 |
C263A | 55943.84 | 775.75 | 55292.05 | 16.86 | 53935.22 | 29.47 | C263C | 12849.37 | 779.22 | 12715.31 | 16.64 | 12328.78 | 31.97 |
C264A | 55141.06 | 863.83 | 54421.80 | 16.83 | 52625.95 | 33.85 | C264C | 12532.26 | 830.28 | 12377.14 | 16.34 | 11918.71 | 35.80 |
C265A | 58023.94 | 714.28 | 57227.76 | 19.17 | 54984.43 | 24.76 | C265C | 13424.80 | 703.59 | 13080.26 | 17.11 | 12461.79 | 24.76 |
C266A | 57196.13 | 738.19 | 56603.26 | 17.83 | 54784.32 | 26.93 | C266C | 13769.02 | 745.63 | 13050.43 | 17.91 | 12337.14 | 22.76 |
C267A | 57811.18 | 739.98 | 56829.07 | 19.36 | 54898.39 | 29.03 | C267C | 13399.36 | 711.77 | 13223.82 | 17.24 | 12577.49 | 24.41 |
C268A | 56595.38 | 776.39 | 56119.74 | 18.13 | 54172.38 | 27.21 | C268C | 13038.78 | 764.05 | 12680.30 | 17.27 | 12237.35 | 26.69 |
C269A | 56210.82 | 761.52 | 56183.81 | 19.19 | 54197.74 | 27.92 | C269C | 13054.19 | 754.39 | 12995.09 | 17.88 | 12148.71 | 26.55 |
C2610A | 55862.66 | 735.16 | 55607.16 | 18.30 | 53561.63 | 26.63 | C2610C | 13189.45 | 753.11 | 12730.64 | 16.95 | 12113.26 | 30.75 |
R161A | 48768.16 | 724.11 | 48035.25 | 16.31 | 47810.70 | 28.94 | R161C | 24292.87 | 751.25 | 24277.93 | 15.97 | 23991.86 | 35.52 |
R162A | 43036.65 | 683.81 | 42172.33 | 21.94 | 42115.37 | 36.02 | R162C | 20600.75 | 697.09 | 20575.01 | 20.86 | 20243.80 | 38.00 |
R163A | 39796.18 | 668.28 | 39089.63 | 21.48 | 38733.18 | 40.65 | R163C | 18382.28 | 691.66 | 17908.61 | 20.52 | 17597.84 | 43.62 |
R164A | 37493.03 | 683.09 | 36769.21 | 20.94 | 36402.21 | 49.48 | R164C | 16321.85 | 718.95 | 15765.01 | 19.45 | 15657.10 | 45.60 |
R165A | 43303.32 | 671.16 | 42517.05 | 23.97 | 41881.58 | 27.78 | R165C | 21421.98 | 674.55 | 21118.63 | 18.58 | 20607.54 | 26.61 |
R166A | 41316.95 | 658.94 | 40314.96 | 21.25 | 39953.39 | 37.32 | R166C | 19323.65 | 672.50 | 19015.45 | 20.27 | 18759.35 | 33.51 |
R167A | 38989.63 | 672.41 | 38234.20 | 20.67 | 37851.14 | 41.22 | R167C | 17921.75 | 681.05 | 17025.78 | 20.81 | 17023.24 | 40.89 |
R168A | 36982.48 | 694.75 | 36390.44 | 21.97 | 36175.07 | 45.49 | R168C | 16051.66 | 722.38 | 15616.18 | 21.83 | 15418.46 | 41.71 |
R169A | 41915.91 | 654.11 | 40960.30 | 23.81 | 40522.86 | 29.89 | R169C | 20085.27 | 656.09 | 19767.32 | 20.03 | 19380.68 | 30.42 |
R1610A | 40068.23 | 637.75 | 39521.70 | 23.38 | 39093.56 | 30.67 | R1610C | 18891.04 | 652.08 | 18449.85 | 19.89 | 18111.24 | 36.10 |
R261A | 55926.79 | 826.92 | 53192.13 | 20.61 | 51291.20 | 28.98 | R261C | 20981.80 | 470.61 | 19697.79 | 17.81 | 19035.79 | 29.30 |
R262A | 48401.15 | 473.86 | 49406.02 | 18.70 | 46659.77 | 36.07 | R262C | 18525.78 | 562.38 | 17182.59 | 17.03 | 16909.31 | 32.01 |
R263A | 40919.19 | 586.42 | 44327.34 | 17.02 | 40101.74 | 31.67 | R263C | 16550.00 | 616.45 | 14510.42 | 17.45 | 14184.89 | 33.37 |
R264A | 35706.92 | 678.59 | 35083.09 | 17.39 | 33980.67 | 26.96 | R264C | 13157.25 | 707.73 | 11449.41 | 17.55 | 11008.94 | 27.53 |
R265A | 49199.77 | 372.17 | 50693.53 | 20.89 | 49223.50 | 31.12 | R265C | 19533.05 | 447.58 | 18294.03 | 17.56 | 17771.90 | 33.01 |
R266A | 42134.19 | 405.91 | 46572.58 | 17.70 | 43295.07 | 31.87 | R266C | 18749.86 | 404.58 | 16356.36 | 17.83 | 15661.50 | 30.06 |
R267A | 39024.05 | 526.75 | 42750.32 | 16.58 | 38492.23 | 23.85 | R267C | 14898.00 | 544.27 | 13805.47 | 15.74 | 13255.61 | 31.87 |
R268A | 35947.38 | 688.89 | 34233.23 | 17.80 | 32580.85 | 32.46 | R268C | 13082.88 | 702.95 | 10865.64 | 19.80 | 10454.96 | 28.00 |
R269A | 45496.03 | 447.63 | 49347.98 | 19.33 | 45496.03 | 29.91 | R269C | 18567.27 | 469.55 | 17034.98 | 17.20 | 16551.68 | 29.67 |
R2610A | 42371.50 | 437.70 | 42719.16 | 19.41 | 42085.73 | 32.28 | R2610C | 17087.31 | 521.34 | 16213.20 | 18.38 | 15482.84 | 27.36 |
RC161A | 38981.34 | 723.89 | 38568.22 | 21.20 | 37966.63 | 20.78 | RC161C | 18691.07 | 742.28 | 18469.16 | 19.52 | 17829.78 | 24.06 |
RC162A | 36931.09 | 701.08 | 36115.10 | 22.45 | 35558.83 | 27.46 | RC162C | 17192.16 | 703.69 | 16864.48 | 20.17 | 16400.23 | 30.90 |
RC163A | 35118.63 | 694.70 | 34183.42 | 22.06 | 33888.57 | 36.54 | RC163C | 15987.36 | 703.31 | 15442.62 | 19.81 | 15227.84 | 43.97 |
RC164A | 34036.86 | 714.39 | 33177.38 | 22.61 | 33100.75 | 42.06 | RC164C | 15029.87 | 729.91 | 14541.66 | 20.72 | 14395.73 | 44.37 |
RC165A | 37890.20 | 698.89 | 37031.67 | 21.27 | 36368.56 | 26.66 | RC165C | 18122.45 | 700.42 | 17505.80 | 20.86 | 17015.78 | 27.02 |
RC166A | 36917.19 | 688.64 | 36479.06 | 24.06 | 36087.67 | 24.17 | RC166C | 17417.86 | 692.80 | 17359.22 | 18.42 | 16924.63 | 25.93 |
RC167A | 36045.20 | 673.61 | 35613.49 | 23.75 | 35130.32 | 27.58 | RC167C | 16906.27 | 687.48 | 16801.52 | 20.08 | 16317.85 | 29.50 |
RC168A | 35731.11 | 658.69 | 34989.07 | 21.52 | 34769.63 | 32.99 | RC168C | 16665.67 | 667.88 | 16303.91 | 20.06 | 15989.32 | 35.12 |
RC169A | 35355.26 | 661.61 | 34969.48 | 24.63 | 34614.31 | 32.03 | RC169C | 16387.88 | 667.16 | 16224.11 | 19.67 | 15867.19 | 33.63 |
RC1610A | 35048.50 | 647.77 | 34707.66 | 22.63 | 34405.79 | 34.49 | RC1610C | 16380.54 | 666.22 | 15828.02 | 21.30 | 15625.16 | 37.94 |
RC261A | 50965.70 | 728.20 | 49713.11 | 20.45 | 48026.06 | 35.41 | RC261C | 16887.29 | 517.75 | 16473.45 | 16.48 | 15836.79 | 27.77 |
RC262A | 45977.09 | 669.75 | 46584.05 | 18.78 | 43708.88 | 26.18 | RC262C | 15607.40 | 611.44 | 14470.66 | 15.52 | 14027.61 | 28.72 |
RC263A | 40652.52 | 675.24 | 40861.20 | 15.86 | 38816.75 | 30.87 | RC263C | 14175.00 | 716.31 | 12795.89 | 17.36 | 12445.42 | 25.99 |
RC264A | 34595.77 | 711.36 | 34942.97 | 18.14 | 33183.89 | 27.61 | RC264C | 11806.37 | 749.49 | 10402.35 | 18.97 | 10039.03 | 24.60 |
RC265A | 46462.01 | 552.95 | 47600.73 | 18.58 | 46462.01 | 31.39 | RC265C | 16152.60 | 525.72 | 15449.32 | 16.30 | 14886.59 | 30.69 |
RC266A | 47640.27 | 589.58 | 47295.00 | 18.53 | 45939.67 | 27.96 | RC266C | 15578.28 | 581.92 | 15413.57 | 17.66 | 14649.05 | 25.77 |
RC267A | 44631.66 | 655.25 | 44216.27 | 18.97 | 44922.08 | 28.47 | RC267C | 15535.85 | 542.03 | 14576.06 | 17.66 | 13939.88 | 26.18 |
RC268A | 41694.33 | 487.59 | 42675.06 | 17.70 | 41694.33 | 31.84 | RC268C | 14289.59 | 536.38 | 14095.21 | 18.23 | 13314.74 | 26.62 |
RC269A | 40365.67 | 514.88 | 39103.91 | 17.44 | 39103.91 | 25.82 | RC269C | 14628.42 | 614.84 | 13627.13 | 16.22 | 12864.97 | 30.58 |
RC2610A | 38217.84 | 485.91 | 37492.89 | 18.00 | 40310.55 | 24.01 | RC2610C | 13745.89 | 578.67 | 13019.75 | 17.02 | 12191.27 | 22.83 |
C181A | 85904.80 | 1331.39 | 85377.70 | 24.34 | 85118.97 | 27.71 | C181C | 31846.67 | 1306.95 | 31306.21 | 26.94 | 31287.09 | 27.80 |
C182A | 84580.95 | 1330.84 | 83500.72 | 30.70 | 82931.70 | 41.08 | C182C | 31581.31 | 1348.14 | 30995.73 | 32.52 | 30758.37 | 42.99 |
C183A | 80617.52 | 1296.75 | 80226.37 | 29.25 | 79244.66 | 54.23 | C183C | 29319.89 | 1433.02 | 29599.34 | 33.39 | 28994.36 | 60.33 |
C184A | 77870.83 | 1309.70 | 77236.34 | 31.89 | 76324.25 | 55.79 | C184C | 27860.33 | 1410.50 | 27715.07 | 33.94 | 27226.22 | 64.46 |
C185A | 86500.22 | 1329.36 | 85756.73 | 33.09 | 85178.09 | 28.85 | C185C | 31521.56 | 1433.78 | 31268.45 | 31.39 | 31255.85 | 34.35 |
C186A | 86386.20 | 1319.61 | 86476.10 | 32.55 | 85170.68 | 37.39 | C186C | 31456.02 | 1448.78 | 31312.16 | 31.77 | 31258.70 | 40.11 |
C187A | 86215.78 | 1350.13 | 86513.45 | 33.97 | 85384.66 | 41.17 | C187C | 31456.56 | 1478.83 | 31284.95 | 30.66 | 31239.50 | 41.04 |
C188A | 86156.11 | 1319.23 | 85234.16 | 35.94 | 84384.02 | 46.14 | C188C | 31424.64 | 1447.25 | 31179.57 | 34.95 | 30981.25 | 48.24 |
C189A | 84033.43 | 1313.17 | 83810.09 | 36.45 | 82275.05 | 49.51 | C189C | 30327.43 | 1438.94 | 30582.53 | 35.94 | 29660.17 | 52.90 |
C1810A | 82053.96 | 1331.73 | 82036.56 | 37.22 | 81018.18 | 59.02 | C1810C | 29490.43 | 1418.89 | 29925.15 | 34.31 | 29143.52 | 59.14 |
C281A | 81655.68 | 1297.78 | 78151.77 | 24.05 | 76114.02 | 30.62 | C281C | 18867.04 | 1433.24 | 19104.26 | 25.02 | 18067.45 | 30.89 |
C282A | 79202.33 | 1341.41 | 76323.83 | 24.59 | 75577.78 | 35.96 | C282C | 19618.88 | 1445.19 | 19022.27 | 25.55 | 18033.72 | 38.50 |
C283A | 78244.81 | 1319.11 | 76453.56 | 24.36 | 75004.70 | 38.39 | C283C | 19866.43 | 1533.70 | 18778.22 | 24.98 | 18271.39 | 44.69 |
C284A | 74952.77 | 1458.69 | 73761.73 | 23.89 | 73570.12 | 44.88 | C284C | 19095.48 | 1621.47 | 18312.74 | 24.53 | 17753.38 | 44.15 |
C285A | 80079.09 | 1291.39 | 77151.81 | 25.80 | 75848.80 | 31.31 | C285C | 18951.86 | 1323.30 | 19142.23 | 23.69 | 18236.47 | 30.31 |
C286A | 78828.71 | 1308.94 | 77715.28 | 25.59 | 75134.46 | 33.04 | C286C | 18824.79 | 1250.08 | 18883.89 | 26.00 | 18202.91 | 33.96 |
C287A | 80072.08 | 1317.11 | 77071.63 | 25.75 | 75469.62 | 30.23 | C287C | 19959.09 | 1278.97 | 19662.82 | 26.00 | 18082.19 | 36.64 |
C288A | 78157.06 | 1336.98 | 76148.19 | 23.06 | 75053.58 | 34.74 | C288C | 19567.56 | 1278.56 | 18870.43 | 26.09 | 17982.05 | 31.87 |
C289A | 78640.20 | 1339.33 | 76617.84 | 24.99 | 75194.23 | 36.74 | C289C | 19663.36 | 1302.88 | 19153.84 | 25.03 | 18247.55 | 34.02 |
C2810A | 76765.70 | 1325.14 | 75010.33 | 25.22 | 74068.15 | 35.91 | C2810C | 19182.40 | 1297.06 | 18528.86 | 24.08 | 17875.26 | 37.60 |
R181A | 73423.38 | 1262.56 | 72590.84 | 21.42 | 71956.95 | 38.11 | R181C | 40738.97 | 1405.81 | 40722.32 | 24.86 | 39903.48 | 49.58 |
R182A | 65257.05 | 1202.75 | 64562.15 | 28.84 | 63415.68 | 48.31 | R182C | 35459.84 | 1326.39 | 35039.90 | 28.08 | 34134.84 | 54.85 |
R183A | 59820.10 | 1182.33 | 57934.34 | 28.78 | 57328.28 | 54.48 | R183C | 30784.69 | 1323.24 | 29859.11 | 28.67 | 29384.40 | 59.03 |
R184A | 55631.60 | 1226.55 | 54311.52 | 31.05 | 54020.09 | 65.43 | R184C | 27472.15 | 1375.56 | 26571.09 | 33.17 | 26391.02 | 71.90 |
R185A | 65112.59 | 1170.44 | 64073.48 | 28.22 | 63164.19 | 36.65 | R185C | 36029.45 | 1318.28 | 35683.17 | 29.23 | 34750.04 | 44.60 |
R186A | 61688.93 | 1162.14 | 59854.79 | 29.19 | 59218.27 | 49.13 | R186C | 32471.26 | 1309.08 | 31401.22 | 33.06 | 31239.21 | 56.55 |
R187A | 57701.16 | 1170.03 | 56186.56 | 33.22 | 55876.16 | 54.66 | R187C | 29303.08 | 1351.52 | 28486.17 | 31.64 | 28248.58 | 61.46 |
R188A | 55067.66 | 1240.86 | 54076.86 | 29.63 | 53756.47 | 70.31 | R188C | 27181.22 | 1423.31 | 26306.48 | 31.56 | 26130.05 | 65.15 |
R189A | 63014.13 | 1158.69 | 61284.97 | 29.66 | 60379.76 | 39.84 | R189C | 33991.16 | 1292.28 | 33099.81 | 28.00 | 32487.48 | 47.46 |
R1810A | 61051.45 | 1143.00 | 59296.93 | 33.11 | 58539.97 | 44.10 | R1810C | 31979.75 | 1272.61 | 31285.10 | 31.86 | 30639.84 | 49.64 |
R281A | 76129.39 | 1142.08 | 76800.86 | 29.66 | 76015.08 | 48.08 | R281C | 33865.73 | 925.58 | 31588.51 | 26.33 | 30305.13 | 42.73 |
R282A | 68541.41 | 872.50 | 69237.10 | 27.05 | 68541.41 | 50.33 | R282C | 29710.76 | 1113.41 | 27601.50 | 25.88 | 26647.88 | 42.20 |
R283A | 60673.82 | 1112.23 | 60335.26 | 23.97 | 60335.26 | 51.30 | R283C | 25814.85 | 1246.00 | 23026.31 | 25.31 | 22132.13 | 40.90 |
R284A | 52897.81 | 1199.94 | 52007.50 | 22.39 | 52007.50 | 39.33 | R284C | 19584.68 | 1263.48 | 18353.81 | 25.31 | 17249.25 | 39.42 |
R285A | 70570.70 | 1043.31 | 73100.38 | 31.02 | 70570.70 | 44.84 | R285C | 31565.70 | 830.22 | 29379.08 | 25.31 | 28067.24 | 40.05 |
R286A | 63607.13 | 844.80 | 66345.27 | 24.20 | 63607.13 | 50.94 | R286C | 28039.16 | 1109.69 | 25993.16 | 25.08 | 24831.53 | 45.52 |
R287A | 59941.44 | 1180.83 | 59135.41 | 25.00 | 59135.41 | 45.30 | R287C | 25839.81 | 1042.83 | 22317.59 | 24.44 | 21110.35 | 41.98 |
R288A | 50457.42 | 1234.20 | 49862.94 | 25.02 | 49862.94 | 42.53 | R288C | 19474.12 | 1223.72 | 17544.24 | 23.49 | 16677.97 | 35.86 |
R289A | 67169.72 | 783.03 | 70365.53 | 27.66 | 67169.72 | 46.77 | R289C | 30039.87 | 763.03 | 27794.89 | 23.05 | 26471.23 | 43.24 |
R2810A | 64422.00 | 634.05 | 65480.44 | 26.00 | 64422.00 | 42.81 | R2810C | 28481.98 | 883.42 | 26502.74 | 24.23 | 25153.17 | 37.70 |
RC181A | 59150.52 | 1237.28 | 58036.37 | 28.78 | 56448.46 | 34.45 | RC181C | 32201.65 | 1253.56 | 31311.17 | 32.22 | 30538.56 | 36.15 |
RC182A | 55364.17 | 1204.48 | 53906.74 | 31.30 | 53097.49 | 43.53 | RC182C | 29402.58 | 1234.13 | 28263.09 | 30.61 | 27689.98 | 47.92 |
RC183A | 52680.52 | 1231.88 | 51423.03 | 31.91 | 51310.77 | 55.88 | RC183C | 27766.02 | 1252.24 | 26776.21 | 32.92 | 26179.77 | 63.58 |
RC184A | 50474.12 | 1265.33 | 49389.16 | 30.49 | 49314.78 | 61.03 | RC184C | 25379.72 | 1285.17 | 24802.80 | 30.33 | 24662.89 | 55.69 |
RC185A | 57066.52 | 1202.56 | 55811.28 | 29.91 | 54591.68 | 38.49 | RC185C | 30521.64 | 1225.08 | 30023.54 | 32.64 | 29334.44 | 44.85 |
RC186A | 55904.77 | 1207.13 | 55368.05 | 31.22 | 54173.58 | 39.02 | RC186C | 29693.74 | 1213.64 | 29376.62 | 33.39 | 28916.35 | 44.67 |
RC187A | 54825.86 | 1186.95 | 53951.41 | 31.86 | 53099.90 | 46.74 | RC187C | 29040.12 | 1201.38 | 28469.93 | 30.66 | 27862.34 | 47.72 |
RC188A | 54077.31 | 1172.06 | 52573.27 | 29.80 | 52058.95 | 44.05 | RC188C | 28744.38 | 1194.99 | 27713.70 | 34.05 | 27190.09 | 53.29 |
RC189A | 54060.53 | 1164.98 | 52536.89 | 31.53 | 51820.68 | 52.42 | RC189C | 28365.75 | 1190.58 | 27503.60 | 30.81 | 27073.12 | 59.78 |
RC1810A | 52977.40 | 1158.20 | 52055.42 | 30.16 | 51203.98 | 55.18 | RC1810C | 27446.71 | 1191.06 | 26982.44 | 31.91 | 26730.07 | 56.44 |
RC281A | 72564.38 | 1180.42 | 68932.23 | 29.66 | 68932.23 | 46.29 | RC281C | 26967.79 | 1094.53 | 25510.42 | 25.92 | 24403.06 | 39.81 |
RC282A | 65076.57 | 1235.95 | 63429.73 | 23.53 | 63429.73 | 52.39 | RC282C | 24967.48 | 1241.05 | 22564.77 | 23.78 | 21796.86 | 41.23 |
RC283A | 57898.17 | 1325.23 | 56750.79 | 23.84 | 56750.79 | 46.47 | RC283C | 21165.76 | 1392.27 | 19486.10 | 24.56 | 18750.79 | 46.96 |
RC284A | 51738.96 | 1349.83 | 49084.96 | 22.77 | 48176.69 | 40.01 | RC284C | 17256.03 | 1489.83 | 15650.35 | 24.39 | 16048.69 | 35.16 |
RC285A | 65302.06 | 1051.83 | 65449.16 | 25.58 | 65302.06 | 57.86 | RC285C | 24480.05 | 1150.34 | 23440.24 | 24.03 | 23403.65 | 43.96 |
RC286A | 65842.89 | 1086.66 | 62731.40 | 23.25 | 62731.40 | 54.91 | RC286C | 24864.24 | 1038.98 | 23389.50 | 24.44 | 22937.89 | 40.26 |
RC287A | 63694.95 | 1030.31 | 61200.18 | 25.38 | 61200.18 | 51.48 | RC287C | 23640.37 | 1088.58 | 22536.80 | 27.53 | 22031.78 | 44.43 |
RC288A | 59340.22 | 977.31 | 57763.84 | 22.97 | 57763.84 | 52.43 | RC288C | 22731.98 | 1052.16 | 21481.50 | 24.59 | 20758.74 | 36.79 |
RC289A | 57960.22 | 995.58 | 56770.02 | 23.45 | 56770.02 | 49.76 | RC289C | 22423.33 | 1115.30 | 20964.52 | 23.45 | 20641.88 | 37.77 |
RC2810A | 54409.41 | 998.69 | 54190.70 | 22.80 | 54190.70 | 42.84 | RC2810C | 21656.00 | 1091.56 | 20208.70 | 25.58 | 19503.18 | 35.71 |
C1101A | 118787.14 | 1983.70 | 117485.38 | 35.27 | 117207.95 | 35.07 | C1101C | 50787.86 | 2021.80 | 50065.08 | 36.55 | 50057.53 | 36.38 |
C1102A | 116725.88 | 1987.66 | 115410.43 | 46.91 | 114115.83 | 58.16 | C1102C | 49784.06 | 2048.88 | 49606.12 | 45.03 | 49365.50 | 64.76 |
C1103A | 112483.80 | 1981.67 | 111346.16 | 47.77 | 109840.98 | 65.74 | C1103C | 47210.25 | 2058.17 | 47948.33 | 49.47 | 47078.95 | 73.02 |
C1104A | 106391.73 | 2042.83 | 104794.52 | 44.94 | 104186.72 | 83.97 | C1104C | 43981.17 | 2177.30 | 43895.81 | 48.11 | 42999.37 | 83.60 |
C1105A | 118762.64 | 2028.78 | 117881.98 | 42.61 | 117198.64 | 43.28 | C1105C | 50310.32 | 2201.94 | 50075.16 | 45.20 | 50032.87 | 45.99 |
C1106A | 120062.98 | 2027.02 | 118269.16 | 46.00 | 117143.79 | 51.76 | C1106C | 50139.08 | 2208.06 | 50131.77 | 42.36 | 50033.15 | 48.81 |
C1107A | 118882.44 | 2044.41 | 119287.70 | 43.56 | 117212.94 | 47.02 | C1107C | 50344.85 | 2201.61 | 50179.69 | 43.84 | 50023.45 | 51.35 |
C1108A | 118720.60 | 2010.92 | 117465.45 | 47.41 | 116276.77 | 57.52 | C1108C | 50059.20 | 2206.91 | 50078.75 | 44.41 | 49692.13 | 65.60 |
C1109A | 115666.78 | 2043.36 | 114729.25 | 49.77 | 114032.42 | 70.51 | C1109C | 48281.63 | 2239.78 | 49033.63 | 45.05 | 47616.00 | 69.56 |
C11010A | 113723.05 | 2018.86 | 113565.70 | 48.25 | 111928.58 | 70.01 | C11010C | 47767.31 | 2189.56 | 48006.15 | 48.13 | 46606.41 | 82.70 |
C2101A | 104405.41 | 1895.28 | 101055.51 | 33.80 | 99171.59 | 41.22 | C2101C | 27565.94 | 2273.83 | 26914.42 | 33.97 | 25081.81 | 38.61 |
C2102A | 104122.18 | 1910.50 | 99865.72 | 35.19 | 99865.72 | 45.19 | C2102C | 27451.23 | 2237.17 | 26360.07 | 34.03 | 24946.05 | 52.63 |
C2103A | 100344.77 | 1969.92 | 97243.95 | 32.99 | 97243.95 | 52.12 | C2103C | 27775.83 | 2340.63 | 26335.14 | 33.88 | 25294.95 | 51.11 |
C2104A | 99061.77 | 2187.19 | 95365.89 | 32.52 | 95303.05 | 60.72 | C2104C | 26171.65 | 2457.75 | 25404.70 | 35.55 | 24720.91 | 64.02 |
C2105A | 102803.17 | 1850.39 | 99935.95 | 34.17 | 99935.95 | 42.62 | C2105C | 27069.58 | 2163.28 | 26709.19 | 35.14 | 25164.18 | 44.40 |
C2106A | 102681.81 | 1896.06 | 99364.25 | 32.88 | 97425.92 | 43.43 | C2106C | 27874.57 | 2252.98 | 26926.17 | 31.20 | 24826.73 | 47.72 |
C2107A | 103154.60 | 1881.92 | 99228.42 | 33.66 | 98391.09 | 47.24 | C2107C | 27906.83 | 2217.74 | 26664.01 | 32.72 | 26200.46 | 51.23 |
C2108A | 101995.64 | 1915.75 | 97999.53 | 34.11 | 96851.00 | 42.84 | C2108C | 27492.01 | 2220.94 | 26398.24 | 34.13 | 25584.10 | 47.13 |
C2109A | 101620.37 | 1898.66 | 98829.27 | 33.20 | 97843.37 | 46.50 | C2109C | 27589.01 | 2241.56 | 26563.02 | 33.48 | 25962.44 | 51.42 |
C21010A | 101197.13 | 1938.42 | 96876.09 | 32.73 | 96513.50 | 46.11 | C21010C | 26891.55 | 2240.75 | 26151.47 | 32.24 | 24881.47 | 50.65 |
R1101A | 100212.48 | 2040.98 | 98182.30 | 30.14 | 97552.74 | 49.45 | R1101C | 58943.11 | 2178.30 | 58614.10 | 28.39 | 57340.91 | 72.46 |
R1102A | 89838.07 | 1853.09 | 87719.66 | 39.27 | 86698.79 | 66.94 | R1102C | 51655.98 | 2084.27 | 50395.03 | 42.08 | 49488.02 | 75.13 |
R1103A | 81944.28 | 1725.16 | 79314.20 | 40.33 | 78694.48 | 76.91 | R1103C | 45856.57 | 2062.03 | 43793.72 | 40.02 | 43168.66 | 90.37 |
R1104A | 76926.73 | 1806.22 | 74883.88 | 40.28 | 74448.69 | 92.68 | R1104C | 41019.65 | 2139.47 | 39729.29 | 41.39 | 39336.09 | 95.64 |
R1105A | 90778.97 | 1703.67 | 87170.08 | 36.02 | 86018.13 | 55.86 | R1105C | 53446.32 | 2078.80 | 51998.27 | 40.47 | 50455.79 | 65.24 |
R1106A | 85998.64 | 1694.72 | 82132.25 | 39.27 | 81654.91 | 67.05 | R1106C | 48283.29 | 2045.13 | 46956.65 | 42.64 | 45874.48 | 81.85 |
R1107A | 80195.64 | 1733.50 | 77698.93 | 40.56 | 77295.04 | 86.99 | R1107C | 44417.54 | 2087.34 | 42431.94 | 40.38 | 41982.23 | 91.40 |
R1108A | 76503.94 | 1761.13 | 74621.00 | 43.72 | 74191.95 | 90.26 | R1108C | 40368.48 | 2159.92 | 39378.73 | 44.86 | 39012.00 | 95.35 |
R1109A | 88163.81 | 1688.74 | 85080.58 | 37.31 | 83994.10 | 59.11 | R1109C | 50974.68 | 2044.73 | 49370.69 | 41.14 | 48257.65 | 69.27 |
R11010A | 85534.08 | 1671.95 | 82393.37 | 39.45 | 81317.50 | 64.04 | R11010C | 48615.96 | 2017.91 | 46699.48 | 42.25 | 45601.70 | 72.32 |
R2101A | 110184.33 | 1313.19 | 104301.16 | 42.06 | 101743.42 | 61.65 | R2101C | 49601.56 | 1829.30 | 45786.67 | 35.08 | 43912.34 | 58.24 |
R2102A | 97442.41 | 1501.20 | 94750.47 | 38.34 | 91999.25 | 68.70 | R2102C | 45550.71 | 1918.45 | 39158.92 | 33.06 | 38138.85 | 65.75 |
R2103A | 83346.44 | 1714.33 | 80347.20 | 38.19 | 79405.92 | 67.33 | R2103C | 37908.70 | 2233.11 | 31949.84 | 30.06 | 30898.94 | 55.55 |
R2104A | 70656.05 | 1757.58 | 65589.11 | 28.13 | 65616.95 | 58.11 | R2104C | 28511.63 | 2028.28 | 24545.11 | 33.19 | 23218.64 | 58.45 |
R2105A | 104693.34 | 1206.02 | 100037.95 | 42.27 | 100037.95 | 63.35 | R2105C | 46757.77 | 1514.56 | 43108.04 | 34.14 | 40929.15 | 57.30 |
R2106A | 90800.22 | 1400.36 | 87520.57 | 35.44 | 87520.57 | 53.21 | R2106C | 42134.09 | 1608.91 | 37719.80 | 30.58 | 35894.18 | 57.13 |
R2107A | 76471.25 | 1706.22 | 75569.19 | 34.63 | 75569.19 | 63.94 | R2107C | 35172.42 | 1887.48 | 30835.81 | 33.17 | 29276.42 | 62.03 |
R2108A | 69906.48 | 1778.36 | 63537.16 | 31.73 | 63537.16 | 55.55 | R2108C | 27657.81 | 2122.02 | 23537.39 | 32.70 | 22319.10 | 50.09 |
R2109A | 96569.63 | 1050.55 | 97251.31 | 40.09 | 96569.63 | 61.37 | R2109C | 44953.75 | 1488.67 | 40990.00 | 34.45 | 38742.40 | 56.63 |
R21010A | 90303.81 | 1071.19 | 93063.65 | 37.48 | 90303.81 | 60.25 | R21010C | 43142.36 | 1199.31 | 39200.86 | 35.94 | 38064.95 | 48.47 |
RC1101A | 82815.73 | 1876.09 | 79959.62 | 39.94 | 78031.41 | 48.69 | RC1101C | 48849.41 | 2037.16 | 47049.28 | 39.42 | 45756.90 | 49.30 |
RC1102A | 77839.84 | 1885.22 | 73959.01 | 42.27 | 72774.02 | 53.13 | RC1102C | 44660.72 | 2122.11 | 42589.15 | 42.98 | 41655.57 | 65.68 |
RC1103A | 72778.05 | 1865.02 | 70309.67 | 44.02 | 69879.53 | 78.53 | RC1103C | 41370.69 | 2157.48 | 39278.03 | 41.47 | 38931.45 | 82.88 |
RC1104A | 69462.56 | 1937.08 | 68081.25 | 41.99 | 67776.59 | 92.87 | RC1104C | 38606.30 | 2212.52 | 37534.31 | 43.00 | 37178.45 | 100.22 |
RC1105A | 79230.56 | 1877.63 | 76776.20 | 40.53 | 75250.41 | 54.88 | RC1105C | 46503.62 | 2113.03 | 44786.32 | 40.30 | 43533.30 | 57.16 |
RC1106A | 77781.09 | 1877.72 | 75310.20 | 42.14 | 73961.84 | 51.04 | RC1106C | 46316.18 | 2081.97 | 44116.07 | 40.05 | 42585.26 | 44.74 |
RC1107A | 75976.66 | 1845.33 | 73748.70 | 44.55 | 72905.91 | 58.67 | RC1107C | 45117.43 | 2072.89 | 43211.56 | 43.08 | 42054.25 | 55.51 |
RC1108A | 75322.36 | 1837.09 | 72488.42 | 40.33 | 71715.46 | 60.39 | RC1108C | 44002.29 | 2058.11 | 41422.41 | 40.25 | 40985.61 | 59.87 |
RC1109A | 74556.65 | 1833.77 | 72499.64 | 40.98 | 71628.86 | 54.88 | RC1109C | 43665.91 | 2002.34 | 41758.04 | 40.00 | 40977.04 | 57.14 |
RC11010A | 74562.46 | 1826.00 | 71752.19 | 41.52 | 70987.31 | 50.56 | RC11010C | 42647.78 | 1875.02 | 40857.08 | 39.42 | 40109.00 | 61.37 |
RC2101A | 96431.08 | 1718.86 | 92100.95 | 36.59 | 92100.95 | 53.59 | RC2101C | 39684.66 | 1405.31 | 36591.16 | 36.44 | 34879.15 | 47.97 |
RC2102A | 87586.31 | 1651.05 | 82790.18 | 33.86 | 82790.18 | 44.52 | RC2102C | 36250.77 | 1799.69 | 32209.94 | 31.31 | 30925.31 | 58.36 |
RC2103A | 74445.37 | 1918.56 | 69548.62 | 25.39 | 69548.62 | 48.25 | RC2103C | 30443.51 | 2185.44 | 26761.99 | 32.25 | 25570.40 | 56.79 |
RC2104A | 64687.95 | 2113.05 | 61890.14 | 33.45 | 61890.14 | 49.84 | RC2104C | 25704.52 | 2427.97 | 21596.82 | 36.56 | 20690.84 | 49.12 |
RC2105A | 88789.04 | 1470.70 | 87244.16 | 36.31 | 87244.16 | 49.94 | RC2105C | 36891.79 | 1587.11 | 34349.43 | 36.20 | 32316.64 | 48.74 |
RC2106A | 90015.29 | 1518.77 | 85087.14 | 35.89 | 85087.14 | 44.62 | RC2106C | 37837.96 | 1567.25 | 34312.05 | 32.77 | 32194.44 | 45.96 |
RC2107A | 86259.89 | 1397.72 | 83513.57 | 34.17 | 83513.57 | 47.02 | RC2107C | 36658.46 | 1595.92 | 33036.03 | 33.45 | 30571.31 | 51.40 |
RC2108A | 80197.05 | 1495.63 | 80933.86 | 31.77 | 80197.05 | 57.44 | RC2108C | 33952.09 | 1539.23 | 31815.12 | 33.99 | 29466.26 | 42.56 |
RC2109A | 79337.48 | 1414.70 | 73604.45 | 33.33 | 73604.45 | 44.85 | RC2109C | 33757.40 | 1591.59 | 30717.02 | 31.81 | 28540.66 | 49.22 |
RC21010A | 75617.04 | 1443.11 | 71194.46 | 33.72 | 71194.46 | 45.83 | RC21010C | 33072.73 | 1567.84 | 29522.06 | 34.28 | 27463.52 | 49.70 |
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Bräysy, O., Dullaert, W., Porkka, P.P. (2018). A Simple Metaheuristic for the FleetSize and Mix Problem with TimeWindows. In: Diez, P., Neittaanmäki, P., Periaux, J., Tuovinen, T., Bräysy, O. (eds) Computational Methods and Models for Transport. ECCOMAS 2015. Computational Methods in Applied Sciences, vol 45. Springer, Cham. https://doi.org/10.1007/978-3-319-54490-8_4
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