EVOLUTIONARY MULTITASKING: A NEW OPTIMIZATION TECHNIQUE
In the last decades, evolutionary algorithms (EAs) have been successfully applied to solve various optimization problems in science and technology. These issues are usually categorized into two groups: i) Single-objective optimization (SOO), where each point in the search space of the problem is map...
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Format: | Article |
Language: | English |
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Dalat University
2018-09-01
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Series: | Tạp chí Khoa học Đại học Đà Lạt |
Subjects: | |
Online Access: | http://tckh.dlu.edu.vn/index.php/tckhdhdl/article/view/428 |
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author | Lại Thị Nhung Nguyễn Thị Hòa Phạm Văn Hạnh Lê Đăng Nguyên Lê Trọng Vĩnh |
author_facet | Lại Thị Nhung Nguyễn Thị Hòa Phạm Văn Hạnh Lê Đăng Nguyên Lê Trọng Vĩnh |
author_sort | Lại Thị Nhung |
collection | DOAJ |
description | In the last decades, evolutionary algorithms (EAs) have been successfully applied to solve various optimization problems in science and technology. These issues are usually categorized into two groups: i) Single-objective optimization (SOO), where each point in the search space of the problem is mapped to a target value scalar; and ii) Multi-objective optimization (MOO), where each point in the search space of the problem is mapped to a target vector. In this paper, we will introduce a completely new kind of third-party evolutionary multitasking, which allows simultaneous optimization of different optimization problems on a single population and is called multifactorial optimization (MFO). |
first_indexed | 2024-12-12T23:26:33Z |
format | Article |
id | doaj.art-43019cf7615043e09f1da0d48934a553 |
institution | Directory Open Access Journal |
issn | 0866-787X 0866-787X |
language | English |
last_indexed | 2025-02-16T12:48:06Z |
publishDate | 2018-09-01 |
publisher | Dalat University |
record_format | Article |
series | Tạp chí Khoa học Đại học Đà Lạt |
spelling | doaj.art-43019cf7615043e09f1da0d48934a5532025-02-02T20:50:26ZengDalat UniversityTạp chí Khoa học Đại học Đà Lạt0866-787X0866-787X2018-09-0183889810.37569/DalatUniversity.8.3.428(2018)260EVOLUTIONARY MULTITASKING: A NEW OPTIMIZATION TECHNIQUELại Thị Nhung0Nguyễn Thị Hòa1Phạm Văn Hạnh2Lê Đăng Nguyên3Lê Trọng Vĩnh4Khoa Khoa học Cơ bản, Trường Đại học Điều dưỡng Nam ĐịnhKhoa Khoa học Cơ bản, Trường Đại học Điều dưỡng Nam ĐịnhTrung tâm Tin học, Trường Đại học Luật Hà NộiPhòng Khảo thí và Đảm bảo chất lượng, Trường Đại học Hải PhòngKhoa Toán - Cơ - Tin học, Trường Đại học Khoa học Tự nhiên, Đại học Quốc gia Hà NộiIn the last decades, evolutionary algorithms (EAs) have been successfully applied to solve various optimization problems in science and technology. These issues are usually categorized into two groups: i) Single-objective optimization (SOO), where each point in the search space of the problem is mapped to a target value scalar; and ii) Multi-objective optimization (MOO), where each point in the search space of the problem is mapped to a target vector. In this paper, we will introduce a completely new kind of third-party evolutionary multitasking, which allows simultaneous optimization of different optimization problems on a single population and is called multifactorial optimization (MFO).http://tckh.dlu.edu.vn/index.php/tckhdhdl/article/view/428các thuật toán tiến hoáđa tác vụ tiến hoá. |
spellingShingle | Lại Thị Nhung Nguyễn Thị Hòa Phạm Văn Hạnh Lê Đăng Nguyên Lê Trọng Vĩnh EVOLUTIONARY MULTITASKING: A NEW OPTIMIZATION TECHNIQUE Tạp chí Khoa học Đại học Đà Lạt các thuật toán tiến hoá đa tác vụ tiến hoá. |
title | EVOLUTIONARY MULTITASKING: A NEW OPTIMIZATION TECHNIQUE |
title_full | EVOLUTIONARY MULTITASKING: A NEW OPTIMIZATION TECHNIQUE |
title_fullStr | EVOLUTIONARY MULTITASKING: A NEW OPTIMIZATION TECHNIQUE |
title_full_unstemmed | EVOLUTIONARY MULTITASKING: A NEW OPTIMIZATION TECHNIQUE |
title_short | EVOLUTIONARY MULTITASKING: A NEW OPTIMIZATION TECHNIQUE |
title_sort | evolutionary multitasking a new optimization technique |
topic | các thuật toán tiến hoá đa tác vụ tiến hoá. |
url | http://tckh.dlu.edu.vn/index.php/tckhdhdl/article/view/428 |
work_keys_str_mv | AT laithinhung evolutionarymultitaskinganewoptimizationtechnique AT nguyenthihoa evolutionarymultitaskinganewoptimizationtechnique AT phamvanhanh evolutionarymultitaskinganewoptimizationtechnique AT leđangnguyen evolutionarymultitaskinganewoptimizationtechnique AT letrongvinh evolutionarymultitaskinganewoptimizationtechnique |