Real-time Autonomous Control of a Continuous Macroscopic Process as Demonstrated by Plastic Forming

no code implementations • 14 Dec 2023 • Shun Muroga, Takashi Honda, Yasuaki Miki, Hideaki Nakajima, Don N. Futaba, Kenji Hata

To meet the demands for more adaptable and expedient approaches to augment both research and manufacturing, we report an autonomous system using real-time in-situ characterization and an autonomous, decision-making processer based on an active learning algorithm.

Active Learning Decision Making

A Comprehensive and Versatile Multimodal Deep Learning Approach for Predicting Diverse Properties of Advanced Materials

no code implementations • 29 Mar 2023 • Shun Muroga, Yasuaki Miki, Kenji Hata

We present a multimodal deep learning (MDL) framework for predicting physical properties of a 10-dimensional acrylic polymer composite material by merging physical attributes and chemical data.

Multimodal Deep Learning Property Prediction