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Multitask Evolution Strategy with Knowledge-Guided External Sampling (TEVC 23)

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Multitask Evolution Strategy with Knowledge-Guided External Sampling (MTES-KG)

Email: int_lyc@cug.edu.cn

Reference

@Article{Li2024MTES-KG,
  title      = {Multitask Evolution Strategy With Knowledge-Guided External Sampling},
  author     = {Li, Yanchi and Gong, Wenyin and Li, Shuijia},
  journal    = {IEEE Transactions on Evolutionary Computation},
  year       = {2024},
  number     = {6},
  pages      = {1733-1745},
  volume     = {28},
  doi        = {10.1109/TEVC.2023.3330265},
}

Note

The MTO-Platform (MToP) has incorporated the relevant algorithm at "MTO/Algorithm/Multi-task/Multi-population/MTES-KG/MTES-KG.m" and provides convenient utility functions. We highly recommend using it for code running. https://github.com/intLyc/MTO-Platform

The real-world applications covered in the paper have also been uploaded to the MTO-Platform

Parameter Extraction of Photovoltaic Models

Planar Kinematic Arm Control Problem

Optimal Power Flow

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