Author

R. Santhoshkumar

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Conference Open access 2026

PFP-ATNN-QPSO: A Quantum-Optimized Transformer Framework for Harmless Pediatric Food Classification

The nutritional safety of children is being jeopardised by the fast expansion of packaged foods that contain complex ingredient formulations. It is difficult to determine the safety of these diets for newborn infants due to concerns with infrastructure and a lack of transparency. Preventing health concerns requires the...

M. Prasannakumar, B. Rajalingam, R. Shamini et al. · ITM Web of Conferences · 0 citations

#reinforcement learning Open access Sep 2026

AI-based smart load balancing for sustainable electric vehicle charging hubs using LSTM forecasting and reinforcement learning

The rapid growth of electric vehicles (EVs) on a global scale has put a significant burden on existing electricity distribution structures. Traditional charging methods at a public charger, utilizing fixed rates, cannot adjust to the continually changing supply and demand for renewable electricity or the effect of peak...

R. Santhoshkumar, S. Suresh · Discover Electronics · 0 citations

Conference Open access 2026

Enhanced Air Quality Index Forecasting through Genetic Algorithm-Based Kernel Extreme Learning Machine

Air quality is one of the significant issues that affect public health and environmental sustainability as well as urban development. It is important to make accurate forecasts of the air quality index to enable the stakeholders to predict the pollution levels and put appropriate mitigation measures in place. However,...

M. Prince, B. Rajalingam, D. Soundaravalli et al. · ITM Web of Conferences · 0 citations