Oct 20, 2021 · In DA strategy, a learned mapping matrix is utilized to align the distributions in the subspaces and reduces the divergence between ...
This article proposes an algorithm, namely EMT-DAVT, based on subspace distribution alignment (DA) strategy and decision variable transfer (VT) mechanism.
A multiobjective multifactorial evolutionary algorithm based on transfer component analysis (TCA) and differential evolution (DE) called TCADE is proposed.
Multitask optimization uses the knowledge transfer between tasks to deal with multiple related tasks simultaneously, which obtains better optimization ...
Jiao et al. [paper]. 14. Multiobjective Multitasking Optimization With Subspace Distribution Alignment and Decision Variable Transfer, TETCI, 2022, Gao et al ...
In this algorithm, all tasks are first decomposed into a set of subproblems, and then the transfer potential of each solution can be quantified based on the ...
Jan 4, 2022 · This paper is the first attempt to design an efficient transfer strategy based on multidirectional prediction method.
Multitask optimization uses the knowledge transfer between tasks to deal with multiple related tasks simultaneously, which obtains better optimization ...
In contrast to the traditional single-tasking evolutionary algorithms, evolutionary multitasking (EMT) travels in the search space of multiple optimization ...
Jan 19, 2021 · Abstract—This paper proposes a multiobjective multitasking optimization evolutionary algorithm based on decomposition with.