SystemsEnergetics

Advanced AI applications

Recent proceedings of the technoloies relating generative AI is incredively fast, and spreading everywhere day by day. We use these technologies with packaged library or from the scrach for providing new medical services and solving uncovered social problems.

Our new challenge has been recently expanded into building an deep learning machine with a series of analog calculators, named PDL(Physical Driven Learning machine) project.

Applications of generative AI are supported by the Advanced AI Research Institute of Kanagawa Institute of Technology.

Building analog deep learning machine has gotten a technical support by Microchip Design Lab Ltd.

Publications

Koya Takahashi, Kaito Zama and Noriko F. Hiroi. " Ship trajectory prediction using AIS data with TransFormer-based AI." CAI2024 acceptted March 25 2024

Conference Presentations

K Takahashi, NF Hiroi, K Zama, H Tabata, and K Nakajima.
Cell track prediction based on fluorescent microscopic images with Transformer based deep learning machine. (2025 Mar)
Cell Dynamics APPW2025, poster id:3P-388, Chiba, Japan

K Takahashi and NF Hiroi.
Application of Transformer for complex tracking problem of mesoscopic objects. (2023/12/13)
Cell Dynamics And Chromosomal Stability Workshop, 12:00 to 4:30 p.m., December the 13th, 2023 at Queen Mary University of London, UK

Demonstrations

K Takahashi, K Zama, S Shibata, S Endo, and NF Hiroi.
Local encoder-decoder model for time series prediction. (2025 Oct)
JST New Technology Briefing 2025, online

R Suzuki, project team students and NF Hiroi.
Development of a local history geek LLM (2025 Aug)
KAIT Science Summer 2025, Kanagawa Institute of Technology, Kanagawa, Japan

S Shibata, Y Sakai, K Takahashi, and NF Hiroi.
Development of personalized education oriented LLM system. (2025 Apr)
Research Day 2025, Kanagawa Institute of Technology, Kanagawa, Japan

S Shibata, S Endo, K Narita and NF Hiroi + project team students
Let's build an original LLM only for you! (2024 Aug)
KAIT Science Summer 2024, Kanagawa Institute of Technology, Kanagawa, Japan

S Shibata, Y Sakai, K Takahashi, S Endo, K Narita and NF Hiroi.
Developmnet of LLM for interactive communication customizable for indivisual subjects. (2024 Aug)
JST University Fair 2024, Tokyo International Forum, Tokyo, Japan

Y Sakai, S Endo, K Narita and NF Hiroi.
Medicinal information provision with fine-tuned LLM via mobile user interface. (2024 Apr)
Research Day 2024, Kanagawa Institute of Technology, Kanagawa, Japan

Y Sakai, H Urushibara, K Narita and NF Hiroi.
Development of palm-sized communication robot for medicinal information provision with fine-tuned LLM. (2023 Nov)
IKUTOKUSAI (University festival) 2023, Kanagawa Institute of Technology, Kanagawa, Japan

Patents

K Takahashi, K Zama, S Shibata, S Endo and NF Hiroi.
Japanese patent submission 2025-106097
Kanagawa Institute of Technology, Kanagawa, Japan

Y Sakai, K Takahashi, S Shibata, and NF Hiroi.
Japanese patent submission 2024-132109
Kanagawa Institute of Technology, Kanagawa, Japan