PSO-ANFIS-Based Energy Management in Hybrid AC/DC Microgrid along with Plugin Electric Vehicle

Table 8

Results of hybrid AC/DC microgrid system considering plugin EV (case 2).

(a)

Time (hr)	EVB1 (kW)			EVB2 (kW)			EVB3 (kW)			SB (kW)			Grid (kW)
	PSO-ANFIS	Fuzzy	ANFIS	PSO-ANFIS	Fuzzy	ANFIS	PSO-ANFIS	Fuzzy	ANFIS	PSO-ANFIS	Fuzzy	ANFIS	PSO-ANFIS	Fuzzy	ANFIS
0	1.93	1.74	1.54	2.20	1.98	1.76	2.34	2.11	1.87	41.37	37.23	33.10	-13.21	-11.89	-10.57
1	3.03	2.73	2.42	3.46	3.11	2.77	3.68	3.31	2.94	41.79	37.61	33.43	-17.79	-16.01	-14.23
2	4.81	4.33	3.85	5.50	4.95	4.40	5.85	5.27	4.68	41.31	37.18	33.05	-22.55	-20.30	-18.04
3	7.95	7.16	6.36	9.09	8.18	7.27	9.65	8.69	7.72	41.21	37.09	32.97	-29.93	-26.94	-23.94
4	9.47	8.90	7.58	10.82	10.17	8.66	11.50	10.81	9.20	41.74	39.24	33.39	-32.88	-30.91	-26.30
5	9.28	8.35	7.70	10.60	9.54	8.80	11.26	10.13	9.35	41.08	36.97	34.10	-31.13	-28.02	-25.84
6	8.23	7.41	6.58	9.41	8.47	7.53	9.99	8.99	7.99	36.07	32.46	28.86	-49.52	-44.57	-39.62
7	11.10	9.99	8.88	12.68	11.41	10.14	13.48	12.13	10.78	41.40	37.26	33.12	-47.09	-42.38	-37.67
8	11.43	10.29	9.14	13.07	11.76	10.46	13.88	12.49	11.10	29.98	26.98	23.98	-41.55	-37.40	-33.24
9	12.79	12.15	10.23	14.62	13.89	11.70	15.54	14.76	12.43	12.80	12.16	10.24	-37.07	-35.22	-29.66
10	13.35	12.02	10.68	15.26	13.73	12.21	16.21	14.59	12.97	1.36	1.22	1.09	-35.73	-32.16	-28.58
11	13.21	11.89	10.57	15.10	13.59	12.08	16.05	14.45	12.84	-5.77	-5.20	-4.62	-34.86	-31.37	-27.89
12	14.13	12.72	11.30	16.15	14.54	12.92	17.16	15.44	13.73	-3.32	-2.99	-2.66	-31.84	-28.66	-25.47
13	14.26	12.83	11.41	16.30	14.67	13.04	17.31	15.58	13.85	19.07	17.16	15.26	-30.81	-27.73	-24.65
14	14.45	13.44	12.86	16.51	15.35	14.69	17.55	16.32	15.62	15.54	14.45	13.83	-32.67	-30.38	-29.08
15	16.69	15.02	13.35	19.07	17.16	15.26	20.26	18.23	16.21	21.05	18.95	16.84	-28.65	-25.79	-22.92
16	17.54	15.79	14.03	20.04	18.04	16.03	21.29	19.16	17.03	25.97	23.37	20.78	-26.12	-23.51	-20.90
17	14.88	13.39	11.90	17.01	15.31	13.61	18.07	16.26	14.46	32.35	29.12	25.88	-34.03	-30.63	-27.22
18	13.76	12.38	11.01	15.73	14.16	12.58	16.71	15.04	13.37	36.89	33.20	29.51	-36.85	-33.17	-29.48
19	12.91	11.62	11.10	14.75	13.28	12.69	15.67	14.10	13.48	41.97	37.77	36.09	-36.17	-32.55	-31.11
20	11.66	10.49	9.33	13.32	11.99	10.66	14.15	12.74	11.32	41.50	37.35	33.20	-36.00	-32.40	-28.80
21	11.91	10.72	9.53	13.61	12.25	10.89	14.46	13.01	11.57	41.88	37.69	33.50	-32.98	-29.68	-26.38
22	10.56	10.14	8.45	12.07	11.59	9.66	12.83	12.32	10.26	41.60	39.94	33.28	-30.19	-28.98	-24.15
23	10.56	9.50	8.45	12.06	10.85	9.65	12.82	11.54	10.26	41.58	37.42	33.26	-34.46	-31.01	-27.57
24	1.68	1.51	1.34	1.92	1.73	1.54	2.04	1.84	1.63	41.56	37.40	33.25	-9.83	-8.85	-7.87

(b)

Operating conditions	Grid purchase power from microgrid (Rs/day)			Grid selling power to microgrid (Rs/day)			Net price (Rs/day)
	Fuzzy	ANFIS	PSO-ANFIS	Fuzzy	ANFIS	PSO-ANFIS	Fuzzy	ANFIS	PSO-ANFIS
Case 2	9156.47	8854.23	8619.192	0	0	0	9156.47	8854.23	8619.192