real-time analysis

2 articles · search the full text for this term

• Published Subscription Review Article 16 May 2025

  Tank Water Quality Analysis Using Machine Learning

  By Sanika D. Gaikwad, Sakshi A. Chavan, Mayuri V. Jadhav, Rutuja K. Shinde, A.C. Jadhav

  Abstract: Tank Water quality is a critical factor for public health, agriculture, as well as industry. Continuous monitoring of tank water quality: temperature, humidity, water level, CO2 concentration, and pH, is vital for safe usage. Using machine learning, real-time data analysis can detect anomalies, predict issues, and optimize water management, ensuring timely responses and improved safety. This intelligent approach enhances decision-making and maintains water quality effectively in various environments.We develop an …

  Published in Journal of Control & Instrumentation · Vol. 16, Issue 2, 2025 · pp. 27–34 Read article →

• 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 →