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

Takato Chiba, Taiki Matsunaga, Tetsuya Gokan, Andre Antezana, Rinya Tajima, and Noriko F. Hiroi. " FPGA-Driven Nonlinear Analogue Networks for Deterministic Machine Learning. " Computers and Their Applications (Springer Nature) accepted Jan 26 2026 in press

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

NF Hiroi.
FPGA-Driven Nonlinear Analogue Networks for Deterministic Machine Learning. (2026/3/25)
41st International Conference on Computers and Their Applications (CATA2026), March 25th, 2026 at Honoluliu, Hawaii, USA

R Suzuki, Y Shibata, Y Sakai, C Takeda, R Hashimoto, C Higashi, K Nakagomi, G Miyamoto, T Ike, T Chiba, J Matsuyama, H Yamazaki, G Tanaka, S Miyazawa, Y Kuroda, K Nakamura, S Sugawara and NF Hiroi.
Connecting to an educational resources database via LLM, building a Q&A and lectiure recording system, and their future application in education. (2026/3/18; in Japanese)
Symposium on the Educational Application of Information Technology 2025, March 18th, 2026 at Kanagawa Institute of Technology, Japan

NF Hiroi.
High-speed machine learning by an onboard nonlinear analogue networks with reconfigurable input mechanisms. (2026/3/17; in Japanese)
The 73rd JSAP Spring Meeting 2026, March 17th, 2026 at Institute of Science Tokyo, Japan

R Suzuki, Y Shibata, Y Sakai, C Takeda, R Hashimoto, C Higashi, K Nakagomi, G Miyamoto, T Ike, T Chiba, J Matsuyama, H Yamazaki, G Tanaka, S Miyazawa, Y Kuroda, K Nakamura, S Sugawara and NF Hiroi.
Case Studies on the Use of Multi-Database Networks via MCP Servers and Considerations on Their Application in Education. (2026/12/25; in Japanese)
Generative AI Research mtg 2025, Dec 25th, 2025 at Kanagawa Institute of Technology, Japan

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