Ship Design with a Morphing Evolutionary Algorithm

被引：7

作者：

Choo, Ciel Thaddeus ^{[1
]}

Ang, Joo Hock ^{[1
]}

Kuik, Simon ^{[1
]}

Hui, Louis Choo Ming ^{[2
]}

Li, Yun ^{[3
]}

Goh, Cindy ^{[2
]}

机构：

[1] Sembcorp Marine Ltd, Singapore, Singapore

[2] Univ Glasgow, Singapore, Singapore

[3] Dongguan Univ Technol, Ind 4 0 Artificial Intelligence Lab, Dongguan, Peoples R China

来源：

2020 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC) | 2020年

关键词：

Automated design; evolutionary computation; hull form optimisation; morphing; MULTIOBJECTIVE OPTIMIZATION; SHAPE OPTIMIZATION; RESISTANCE;

D O I：

10.1109/cec48606.2020.9185645

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Advancements in digitalisation and cyber-physical automation are opening up new frontiers in the marine industry such as autonomous shipping and smart manufacturing of ships. However, the progress in automating the ship design process which is still very human dependent, is slow. This paper introduces an automated ship design and optimisation concept by Hybridising Evolutionary Algorithm and Morphing (HEAM) to enable a more intelligent and efficient ship design process. It maps the entire ship hull form into a genotype using Non-dominated Sorting Genetic Algorithm II (NSGA-II) and flexible modification through morphing to create efficient designs for the hull form. This new method achieves predictive designs with a performance improvement of 11.67%, while achieving increased efficiency and minimum user dependency.

引用

页数：8

共 47 条

[1]

Abt C., 2004, INT S PRACT DES SHIP

[2]

Abt C., 2007, 6 INT C COMP APPL IN

[3] Art and science in the design of physically large and complex systems [J].

Andrews, D. J. .

PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2012, 468 (2139) :891-912

[4]

Ang J.H, 2015, P INT C COMP APPL SH, V29

[5]

Ang JH, 2019, IEEE C EVOL COMPUTAT, P2347, DOI [10.1109/CEC.2019.8789905, 10.1109/cec.2019.8789905]

[6]

[Anonymous], 2009, J MARITIME RES

[7] Optimizing the Seakeeping Performance of Ship Hull Forms Using Genetic Algorithm [J].

Bagheri, H. ;

Ghassemi, H. ;

Dehghanian, A. .

TRANSNAV-INTERNATIONAL JOURNAL ON MARINE NAVIGATION AND SAFETY OF SEA TRANSPORTATION, 2014, 8 (01) :49-57

[8]

Berrini E, 2017, VII INTERNATIONAL CONFERENCE ON COMPUTATIONAL METHODS IN MARINEENGINEERING (MARINE2017), P473

[9]

Blanchard L, 2013, COMPUTATIONAL METHODS IN MARINE ENGINEERING V (MARINE 2013), P412

[10]

Campana EF, 2006, 3 EUR C COMP MECH SO

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