Search

1 article for “Sugeno fuzzy logic”

• Published Subscription Original Research 15 May 2025

  Efficient Machine Defect Detection with Sugeno Fuzzy Membership and GRU Networks for Robust Industrial Automation

  By Swapna Narla, Sai Sathish Kethu, Durai Rajesh Natarajan, Sreekar Peddi, Dharma Teja Valivarthi, Purandhar N

  Abstract: Machine fault detection is of immense significance in industrial automation to achieve efficient operations, reduced downtime, and reduced economic losses. Sugeno fuzzy logic and Gated Recurrent Unit (GRU) networks are used in this research to provide a new hybrid solution that addresses problems such as noisy data, evolving defect patterns, and real-time detection. To improve readability and reliability, the Sugeno fuzzy logic unit preprocesses fuzzy and uncertain input data into …

  Published in Journal of Mechatronics and Automation · Vol. 12, Issue 2, 2025 · pp. 17–26 Read article →