Optimal Location and Sizing of Conglomerate DG- FACTS using an Artificial Neural Network and Heuristic Probability Distribution Methodology for Modern Power System Operations

Siddiqui, Anwar Shahzad; Prashant

doi:10.1186/s41601-022-00230-5

Protection and Control of Modern Power Systems

Table 5 Performance parameter analysis of standard IEEE-57 bus system using heuristic pdf method

From: Optimal Location and Sizing of Conglomerate DG- FACTS using an Artificial Neural Network and Heuristic Probability Distribution Methodology for Modern Power System Operations

Bus No	Accuracy (pu)	Selectivi-ty (%)	THD (%) of real power	MSE (%)
1	0.101	0.095	16.59	2.1 × 10^–6
2	0.088	0.093	17.61	5.4 × 10^–7
3	0.086	0.093	16.91	3.1 × 10^–5
4	0.094	0.084	16.57	4.5 × 10^–6
5	0.104	0.075	15.62	5.1 × 10^–4
6	0.101	0.081	16.62	6.5 × 10^–7
7	0.099	0.076	17.61	7.6 × 10^–6
8	0.097	0.075	17.63	8.7 × 10^–7
9	0.095	0.068	19.24	7.8 × 10^–5
10	0.081	0.069	18.57	4.6 × 10^–8
11	0.082	0.071	19.58	5.5 × 10^–5
12	0.091	0.073	18.89	6.1 × 10^–4
13	0.0.93	0.074	18.55	7.6 × 10^–7
14	0.094	0.081	17.58	5.6 × 10^–7
15	0.082	0.087	18.58	6.2 × 10^–6
16	0.089	0.088	19.59	7.2 × 10^–7
17	0.087	0.089	19.61	8.1 × 10^–5
18	0.1	0.091	21.22	7.7 × 10^–6
19	0.099	0.091	19.99	8.1 × 10^–5
20	0.098	0.09	18.65	9.9 × 10^–4
21	0.097	0.088	17.98	8.9 × 10^–7
22	0.096	0.087	16.55	9.1 × 10^–5
23	0.09	0.088	17.12	8.4 × 10^–6
24	0.064	0.08	18.15	7.7 × 10^–5
25	0.051	0.093	19.16	8.9 × 10^–4
26	0.049	0.091	18.47	9.1 × 10^–6
27	0.057	0.091	18.13	8.8 × 10^–6
28	0.067	0.082	17.16	7.4 × 10^–6
29	0.064	0.073	18.16	8.1 × 10^–6
30	0.062	0.078	19.17	9.6 × 10^–6
31	0.06	0.074	19.19	10.9 × 10^–6
32	0.058	0.073	20.8	11.6 × 10^–5
33	0.076	0.109	20.13	30.56 × 10^–5
34	0.063	0.122	21.14	45.6 × 10^–7
35	0.061	0.099	20.45	41.3 × 10^–8
36	0.069	0.084	20.11	35.710^–6
37	0.079	0.111	19.14	57.9 × 10^–6
38	0.076	0.079	20.14	9.1 × 10^–4
39	0.074	0.107	21.15	5.6 × 10^–4
40	0.072	0.087	21.17	7.5 × 10^–6
41	0.07	0.102	22.78	8.2 × 10^–6
42	0.084	0.098	20.88	9.5 × 10^–6
43	0.071	0.087	19.88	9.8 × 10^–7
44	0.069	0.079	18.99	9.1 × 10^–8
45	0.077	0.081	19.87	9.7 × 10^–5
46	0.087	0.123	18.87	6.5 × 10^–6
47	0.084	0.114	17.99	7.1 × 10^–6
48	0.078	0.119	18.44	8.6 × 10^–7
49	0.096	0.115	18.97	9. × 10^–6
50	0.083	0.114	19.85	8.2 × 10^–7
51	0.081	0.136	19.84	8.7 × 10^–7
52	0.089	0.149	18.98	8.8 × 10^–6
53	0.099	0.147	19.55	8.9 × 10^–6
54	0.096	0.147	19.87	9.1 × 10^–6
55	0.094	0.138	18.99	9.9 × 10^–6
56	0.092	0.129	17.88	6.6 × 10^–6
57	0.099	0.134	18.99	5.7 × 10–6

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