Have you ever dreamed of performing topology optimization instantaneously? In this article, we provide an overview of machine learning-driven real-time topology optimization using deep learning, and deepen our understanding by implementing it in practice.

Have you ever experienced using topology optimization? Some of you might have used commercial software but may not fully understand the internal workings or specific features of different methods. In this article, we will explain the characteristics of typical topology optimization methods in a simple manner, implement two of them, and compare the results.

This article presents an example of a design flow using an in-house design environment, with one specific design case study.

Our company develops various products by utilizing shape processing technology, functional calculation technology, and design technology. In this article, we present a case study of a heat sink design that was designed by interweaving thermal fluid topology optimization and human knowledge.