Computational Intelligence and Neuroscience / 2017 / Article / Tab 1

Research Article

Optimal Parameter Selection for Support Vector Machine Based on Artificial Bee Colony Algorithm: A Case Study of Grid-Connected PV System Power Prediction

Table 1

Comparisons of predicted results using three models about output power data of August 30 and 31.

NumberObserved value (kW)EMD-ABC-SVM (kW)EMD-SVM (kW)SVM (kW)

10.06830.06960.06570.0757
20.13820.14200.13170.1555
30.62750.62430.65210.5683
41.32391.28901.39521.1614
51.84031.87261.76531.9942
62.45902.53072.58032.6949
73.06213.11413.20432.6729
83.58303.53013.44053.9371
94.14124.17573.94264.5710
104.12234.01494.00814.4794
114.51654.43804.66744.8161
124.93855.03654.79405.3263
135.78235.85146.06386.0453
146.12826.07606.34115.6505
155.97626.08345.74045.7478
167.08987.15696.77956.4695
176.81986.87847.20807.3588
186.89537.02477.08087.5045
197.02737.11576.67796.6845
207.36847.49287.11336.9091
217.19517.11527.40016.8981
227.44647.34587.23357.2037
237.52197.62217.81947.7988
247.38487.29407.17687.1231
257.17227.03267.41887.5909
267.14117.08196.97707.3482
276.92426.97427.21097.2068
286.68686.79906.89266.4834
296.64506.67806.48186.5732
306.71886.57346.51006.2542
316.22626.16596.33345.8241
325.83665.97256.12336.1434
335.83675.76355.62315.3474
345.25295.14925.39185.6716
354.88994.93574.66744.5165
364.53044.40364.70964.9729
374.01924.12354.21864.4935
383.47223.53713.30743.6159
393.02013.09173.16723.3319
402.52752.49212.66742.2997
411.95051.89511.85981.7173
421.37131.39981.45101.2572
430.84380.86910.87660.9380
440.29110.28920.27530.3263
450.07100.07190.06890.0649
460.12090.11860.11500.1055
470.40570.39580.42390.3581
480.93640.95790.96690.8624
491.48691.44621.55981.6322
502.05031.99712.01311.8001
512.59642.50702.68322.2883
523.04323.00522.90902.8849
533.56903.65203.50143.9870
544.11054.16583.91544.4732
554.52354.44404.74064.0573
564.93074.84744.69295.3496
575.33175.39075.16624.9708
585.54645.44515.32185.8648
595.82475.92635.61956.1471
606.08156.19665.82916.4295
616.20056.12576.41805.7553
626.49946.43756.81836.8420
636.38936.27396.72776.0532
646.53746.63866.86216.0958
657.29827.17887.01887.6870
667.15007.24637.37556.7295
677.14447.02916.87376.6131
687.16687.29247.31847.5403
697.13297.06556.98487.6720
706.94106.87376.67317.3374
716.88507.01307.17196.3297
726.64076.76126.90306.1948
736.39706.27426.69726.1108
746.19546.24635.91815.7215
755.89395.82146.10646.1097
765.68865.58885.52145.2973
775.20855.24004.99924.7936
784.73344.82564.88724.4592
794.34564.30964.50474.1997
803.76333.83803.94323.4130
813.33053.28003.43143.5489
822.88782.80683.03183.2491
832.38622.41972.27802.1935
841.81731.87281.86691.5836
851.38331.42211.31801.5195
860.91910.93630.96141.0168
870.44810.43260.46130.4160
880.12670.12370.13200.1121

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