SpartaPlex: A deterministic algorithm with linear scalability for massively parallel global optimization of very large-scale problems
BA Albert, AQ Zhang - Advances in Engineering Software, 2022 - Elsevier
SpartaPlex is a novel black-box optimization algorithm that yields superior results to state-of-
the-art optimizers under tight function evaluation budgets. SpartaPlex is compared with 11
state-of-the-art optimization algorithms on 24 n-dimensional and 6 application-based
benchmark problems including mechanical, structural, and antenna design optimization.
Using identical computing resources, SpartaPlex finds superior objective function solutions
and, as dimensionality increases, executes at least an order of magnitude faster than prior …
the-art optimizers under tight function evaluation budgets. SpartaPlex is compared with 11
state-of-the-art optimization algorithms on 24 n-dimensional and 6 application-based
benchmark problems including mechanical, structural, and antenna design optimization.
Using identical computing resources, SpartaPlex finds superior objective function solutions
and, as dimensionality increases, executes at least an order of magnitude faster than prior …
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