Deep Generative Design Models for Improved Door Frame Performance

2021 ◽  
Author(s):  
Nirmal Puthuvayil ◽  
Thoheer Zaman ◽  
Arunkumar K ◽  
Sivasankari S ◽  
Ramesh Cheyadri
Keyword(s):  
Generative Design ◽  
Design Models ◽  
Door Frame

PROPOSAL OF 3D ANNOTATED MODEL ON BRIDGE DESIGN MODELS INCLUDING GEOMETRIC TOLERANCE

2019 ◽  
Vol 75 (2) ◽  
pp. I_1-I_11
Author(s):  
Masanori JOKO ◽  
Akio MORIWAKI ◽  
Katsunori MIYAMOTO ◽  
Naoko FUKUSHI ◽  
Takashi ARUGA ◽  
...  
Keyword(s):  
Bridge Design ◽  
Design Models ◽  
Geometric Tolerance

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 UML Diagrams in Software Engineering Research: A Systematic Literature Review

Proceedings ◽  
2021 ◽  
Vol 74 (1) ◽  
pp. 13
Author(s):  
Hatice Koç ◽  
Ali Mert Erdoğan ◽  
Yousef Barjakly ◽  
Serhat Peker
Keyword(s):  
Software Engineering ◽  
Object Oriented ◽  
Modelling Language ◽  
Design Models ◽  
Engineering Research ◽  
Object Oriented Design ◽  
Unified Modelling Language ◽  
Visual Models ◽  
Uml Diagrams ◽  
Software Engineering Research

Software engineering is a discipline utilizing Unified Modelling Language (UML) diagrams, which are accepted as a standard to depict object-oriented design models. UML diagrams make it easier to identify the requirements and scopes of systems and applications by providing visual models. In this manner, this study aims to systematically review the literature on UML diagram utilization in software engineering research. A comprehensive review was conducted over the last two decades, spanning from 2000 to 2019. Among several papers, 128 were selected and examined. The main findings showed that UML diagrams were mostly used for the purpose of design and modeling, and class diagrams were the most commonly used ones.

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