Algorithm 5: BOMTEA

Begin

1:  Randomly initialize pop1 and pop2 for two tasks respectively. 2:  Evaluate each individual on each optimization task.

3:  While FEs < maxFEs:

4:    For each individual from pop1 or pop2:

5:      Perform Algorithm 2 to allocate ESO.

6:      If rand < rmpi: 7:        Perform knowledge transfer via Algorithm 3 or 4.

8:      Else

9:        Generate offspring via ESO.

10:      End If

11:    End For

12:    Select the fittest individuals to form the next pop1 or pop2.

13:    Get new eop1 and eop2 via the Formula (7).

14:  End While

End