Bridging Nature-Art-Engineering with Generative Design

2020 ◽  
pp. 326-343
Author(s):  
Dusko Radakovic
Keyword(s):  
Generative Design

scholarly journals Towards Generative Design of Computationally Efficient Mathematical Models with Evolutionary Learning

Entropy ◽  
2020 ◽  
Vol 23 (1) ◽  
pp. 28
Author(s):  
Anna V. Kalyuzhnaya ◽  
Nikolay O. Nikitin ◽  
Alexander Hvatov ◽  
Mikhail Maslyaev ◽  
Mikhail Yachmenkov ◽  
...  
Keyword(s):  
Mathematical Models ◽  
Learning Approach ◽  
Model Structure ◽  
Evolutionary Learning ◽  
Learning Models ◽  
Computationally Efficient ◽  
Performance Models ◽  
Generative Design ◽  
Computational Resources ◽  
Machine Learning Models

In this paper, we describe the concept of generative design approach applied to the automated evolutionary learning of mathematical models in a computationally efficient way. To formalize the problems of models’ design and co-design, the generalized formulation of the modeling workflow is proposed. A parallelized evolutionary learning approach for the identification of model structure is described for the equation-based model and composite machine learning models. Moreover, the involvement of the performance models in the design process is analyzed. A set of experiments with various models and computational resources is conducted to verify different aspects of the proposed approach.

Generative Design in Development of Mechanical Components for Magnus Effect-Based Wind Turbine

2020 ◽  
Author(s):  
Aleksandr Lukin ◽  
Svetlana Perepelkina ◽  
Galina Demidova ◽  
Dmitry Lukichev ◽  
Anton Rassolkin ◽  
...  
Keyword(s):  
Wind Turbine ◽  
Generative Design ◽  
Magnus Effect ◽  
Mechanical Components

scholarly journals Light-weighting of single-sided motorcycle swing-arm through generative design

2021 ◽  
Vol 1128 (1) ◽  
pp. 012016
Author(s):  
Adarsh Balasubramanian ◽  
G Shaktivel ◽  
N Raghukiran
Keyword(s):  
Generative Design ◽  
Swing Arm ◽  
Light Weighting

scholarly journals Integrating deep learning into CAD/CAE system: generative design and evaluation of 3D conceptual wheel

2021 ◽  
Author(s):  
Soyoung Yoo ◽  
Sunghee Lee ◽  
Seongsin Kim ◽  
Kwang Hyeon Hwang ◽  
Jong Ho Park ◽  
...  
Keyword(s):  
Deep Learning ◽  
Generative Design ◽  
Cae System
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