Anomaly detection in air conditioners using IoT technologies. - Toshiaki Hirata; Kenichi Yoshida; Kunihiko Koido; Sumiei Takahashi (COMPSAC, 2021)

Model Creation Method for Anomaly Detection in Refrigeration and Air Conditioning Systems. - Toshiaki Hirata; Yusuke Kuriyama; Takashi Hinohara; Sumiei Takahashi; Kenichi Yoshida; Toshiro Ogasawara; Masaaki Go (ICOIN, 2024)

Improved Anomaly Detection in Air Conditioners Using IoT Technologies. - Toshiaki Hirata; Yusuke Kuriyama; Takashi Hinohara; Sumiei Takahashi; Ken-Ichi Yoshida; Toshiro Ogasawara; Masaaki Go (ICOIN, 2025)