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Mathematics 2023, 11, 1796 20 of 32

Table 5. Results for Case 2.

Controller

parameters

Algorithm Proposed ESMOA GSO CO

K P1 3 3 3

K i 2.712281 3 3

K P2 Area 1

0.019315 3 3

K d 1.315795 1.217712 2.178291

n 336.0855 282.2859 500

K P1 3 3 3

K i 1.174453 1.893716 1.244513

K P2 Area 2

3 3 3

K d 1.644572 1.373006 1.585313

n 489.4933 183.442 471.6436

ITAE Value 0.023653 0.026281 0.023821

ITAE improvement percent compared to the

proposed ESMOA

- 9.99 0.7057

Mathematics 2023, 11, x FOR PEER REVIEW 20 of 32

Figure 9 also shows the dynamic responses for frequency variations in each region

and tie-line transfer power. As seen in Figure 9, the suggested ESMOA outperforms the

Figure 9 also shows the dynamic responses for frequency variations in each region

CO and GSO and in tie-line reducing transfer power. the objective As seen in Figure function. 9, the suggested It provides ESMOA the outperforms lowestthe

settling times of

3.0999, 0.92, CO and 3.6663 GSO in reducing s for the deviations objective function. in frequency It provides the inlowest areasettling 1, frequency times of in area 2, and

3.0999, 0.92, and 3.6663 s for the deviations in frequency area 1, frequency in area 2, and

transfer power,

transfer

respectively.

power, respectively.

The

The

CO

CO

algorithm

algorithm obtains

obtains

settling

settling

times of

times

3.1744,

of

1.3345,

3.1744, 1.3345, and

3.7474 s, while and 3.7474 the GSO s, while algorithm the GSO algorithm attains settling times of 3.5335, of 3.5335, 1.5755, and 1.5755, 4.2202 s and 4.2202 s for

for the deviations in frequency in area 1, frequency in area 2, and transfer power, respec-

the deviations in frequency in area 1, 2, and transfer power, respectively.

tively.

(a)

Figure 9. Cont.

(b)

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