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Mathematical Systems Lab
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The lab uses the mathematics of control and optimization to explore technologies that guarantee the stability of machine learning.

AboutAbout the lab
Analyzing and designing systems through the mathematics of control and optimization.
The Mathematical Systems Lab studies the analysis and design of dynamical systems using mathematical engineering methods, centered on control theory and optimization theory.
In recent years, the lab has been working to create foundational technologies that guarantee the reliability and stability of machine learning and deep learning algorithms and neural networks.
The lab also actively pursues joint research with research institutions and companies in Japan, as well as with research institutions overseas.
Through these efforts, the lab aims to train researchers and engineers who can work on the international stage.
Key terms
- Control theory
- A field that mathematically studies how to guide the behavior of a target toward a desired state
- Optimization theory
- A field that deals with mathematical methods for finding the best solution under given conditions
- Dynamical systems
- Mathematical descriptions, expressed in equations, of systems whose state changes over time
- Neural networks
- A computational framework modeled on the connections between neurons in the brain, used in machine learning and deep learning
NewsLab news
Paper accepted for republication in Mathematics of Control, Signals, and Systems
Paper received the Multi-Symposium Award (Fundamental Category) from the Control Division of the Society of Instrument and Control Engineers (SICE)
A master's student received the Outstanding Presentation Award at the 68th Japan Joint Automatic Control Conference
ResearchResearch themes
The lab conducts broad research on the analysis and design of dynamical systems, using mathematical engineering methods centered on control theory and optimization theory. Through joint research with research institutions and companies in Japan and with research institutions overseas, the lab aims to train researchers and engineers who can work on the international stage.
View More ↗MembersFaculty
The members of the Mathematical Systems Lab consist of faculty, technical staff, secretaries, and doctoral and master's students.As of 2026
- ProfessorYoshio Ebihara
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Report an errorAbout the images
The top and research theme images are illustrative and were not taken at the lab. They are cropped from Wikimedia Commons images. Cropped CC BY-SA images are provided under the same CC BY-SA license as the original (version shown on each line).
- Top image: “An UAV displayed by Vyomik drones at Amaravati Drone summit (01)” iMahesh / CC BY-SA 4.0 (cropped)
- Analysis and Design of Dynamical Systems: “Flow and orbit of vector field (dynamical system)” Yapparina / CC0 (cropped)
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最適化研究室): “Rock balancing (Counter Balance)” Leandro Inocencio / CC BY-SA 3.0 (cropped) - Related lab (知能ソフトウェア研究室): “Software Testing Life Cycle” Perfect Happiness / CC BY-SA 4.0 (cropped)
- Related lab (高性能計算研究室): “IBM Blue Gene P supercomputer” Argonne National Laboratory's Flickr page / CC BY-SA 2.0 (cropped)
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