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GANTL: Toward Practical and Real-Time Topology Optimization With Conditional Generative Adversarial Networks and Transfer Learning
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: A number of machine learning methods have been recently proposed to circumvent the high computational cost of the gradient-based topology optimization solvers. By and large, these methods show tight generalizability to ...
Spatial Packaging and Routing Optimization of Complex Interacting Engineered Systems
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Designing the 3D layout of interconnected systems (SPI2), which is a ubiquitous task in engineered systems, is of crucial importance. Intuitively, it can be thought of as the simultaneous placement of (typically rigid) ...
Toward Holistic Design of Spatial Packaging of Interconnected Systems With Physical Interactions (SPI2)
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Three-dimensional spatial packaging of interconnected systems with physical interactions (SPI2) design plays a vital role in the functionality, operation, energy usage, and life cycle of practically all engineered systems, ...