Han, J., Wang, L., Li, X., Kizaki, T., Sugita, N. and Wang, D. (2026). Condition-adaptive spindle thermal error prediction and compensation using Temporal Kolmogorov-Arnold Networks with hybrid feature selection. Case Studies in Thermal Engineering, 77, 107564.
論文：Measurement
Kim, H., Kim, Y., Ito, Y. and Sugita, N. (2026). Robust Zernike aberration sensing method based on deep learning for precision interferometric glass thickness profiling. Measurement 263 120062.
論文：Results in Physics
Jeon, J., Kim, Y., Ito, Y., Sugita, N. and Mitsuishi, M. (2026). One-frame interferometric surface contouring via stepwise phase extraction and deep learning. Results Phys 80 108560.
論文：IEEE Robotics and Automation Letters
Liu, J., Li, Z., Le, R., Zhang, X., Sugita, N., Ying, Z., & Shu, L. (2025). Precise Hand-Arm Teleoperation of Dexterous Robotic Manipulator via Markerless Vision and High Density sEMG Fusion. IEEE Robotics and Automation Letters, 1–8. https://doi.org/10.1109/LRA.2025.3641037
受賞：LEM21 Young Researcher Award
大塚裕貴さん（M1）が，第11回JSME先端生産技術に関する国際会議（LEM21）, Young Researcher Award を受賞しました。Hiroki OTSUKA, Taiji YAMADA, Shun TANAKA and Naohiko SUGITA, Design Strategy with a Hybrid Structure of Cast Iron and Mineral Casting for Vibration Suppression of Machine Tools, The 11th International Conference on Leading Edge Manufacturing in 21st Century (LEM21), December 1-5, 2025.
論文：Journal of Mechanical Science and Technology
Kim, Y., Kim, H., Ito, Y., & Sugita, N. (2025). Robust wavefront sensing method based on machine learning for optical thickness profiling. Journal of Mechanical Science and Technology, 39(12), 7259–7266. https://doi.org/10.1007/s12206-025-0000-0
受賞：日本機械学会部門一般表彰優秀講演論文表彰
Yoshiki SAKAI, Liwei CHEN, Yudai YOKOTA, Toru KIZAKI, Yusuke ITO, Naohiko SUGITA, Hiroto MOTOYAMA, Satoru EGAWA, Hidekazu MIMURA, Gota YAMAGUCHI, and Keisuke NAGATO, In-situ Visualization of Keyhole Dynamics in Ti-6Al-4V Thick Plate during Laser Powder Bed Fusion Using High-Energy X-rays, 2025.12.4
論文：IJPEM
Kim, S., Kim, Y., Jeon, H. K., Jang, T. S., Lee, C. H., & Sugita, N. (2025). Development of Volumetric Accuracy Enhancement Method for a 5-Axis Machine Tool Based on Sensitivity Analysis and Extraction Algorithm. International Journal of Precision Engineering and Manufacturing. https://doi.org/10.1007/s12541-025-01265-y
論文：Precision Engineering
Jeon, J., Kim, Y., & Sugita, N. (2026). Deep learning-driven virtual phase shifting for enhanced interferometric surface profiling. Precision Engineering, 97, 757–766. https://doi.org/10.1016/j.precisioneng.2025.10.021
解説：ツールエンジニア
山田大路，田中峻，杉田直彦，適材適所で活かしたミネラルキャスティング工作機械，ツールエンジニア，2025年11月号，pp.70-75, 2025.