Support Vector Regression and Genetic Algorithm for HVAC Optimal Operation

Table 1

Operating parameters.

Day	Time	Wet bulb temperature	Inlet temperature of cooling water	Load	Initial total power consumption
		°C	°C	RT	kW
2009/6/14	9:20	22.23	27.20	2.48	3.71
2009/6/14	9:40	18.94	27.62	2.49	3.74
2009/6/14	10:00	18.12	27.62	2.51	3.74
2009/6/14	10:20	17.59	27.57	2.48	3.76
2009/6/14	10:40	19.02	27.34	2.65	3.67
⋮	⋮	⋮	⋮	⋮	⋮
2009/6/14	16:20	19.48	24.82	2.18	3.47
2009/6/14	16:40	19.47	24.77	2.15	3.46
2009/6/14	17:00	19.26	24.77	2.06	3.44
2009/6/14	17:20	19.20	24.85	2.07	3.46
2009/6/14	17:40	19.25	24.99	2.10	3.46
2009/6/14	18:00	19.29	25.08	2.11	3.46
2009/6/15	9:20	21.88	26.80	2.37	3.54
2009/6/15	9:40	17.48	28.12	4.27	6.07
2009/6/15	10:00	16.89	28.20	4.10	6.03
2009/6/15	10:20	16.85	28.28	4.13	6.04
2009/6/15	10:40	16.84	28.46	4.17	6.06
⋮	⋮	⋮	⋮	⋮	⋮
2009/6/15	16:20	17.04	28.21	4.03	5.99
2009/6/15	16:40	16.84	28.13	3.97	5.98
2009/6/15	17:00	16.89	28.07	3.94	5.97
2009/6/15	17:20	16.80	27.95	3.93	5.95
2009/6/15	17:40	16.77	27.97	3.92	5.94
2009/6/15	18:00	16.70	27.91	3.90	5.94
2009/6/16	9:20	21.91	26.89	2.65	3.57
2009/6/16	9:40	21.57	27.12	2.77	3.60
2009/6/16	10:00	20.97	27.38	2.73	3.62
2009/6/16	10:20	20.39	27.27	2.75	3.58
2009/6/16	10:40	20.90	27.66	2.77	3.61
⋮	⋮	⋮	⋮	⋮	⋮
2009/6/16	16:40	19.56	27.52	2.68	3.55
2009/6/16	17:00	19.43	27.62	2.69	3.57
2009/6/16	17:20	19.53	27.71	2.68	3.60
2009/6/16	17:40	19.44	27.65	2.68	3.58
2009/6/16	18:00	19.48	27.59	2.70	3.59
2009/6/16	16:40	19.56	27.52	2.68	3.55