Author

K. Rayudu

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Conference Jul 2026

Two Stage Decomposition with Hybrid BiLSTM-BiGRU Networks for Accurate and Efficient Data Center Workload Prediction

Accurate workload prediction in cloud data centers is essential for efficient resource management, yet high-dimensional and noisy operational data often hinder forecasting performance. This work extends the original CVCBM model by integrating a lightweight Bidirectional GRU (BiGRU) with Bidirectional LSTM (BiLSTM) to e...

Rayala Ashok, M. Praveena, G. S. Prasad et al. · 2026 7th International Confe... · 0 citations

Open access Jul 2026

Adaptive self-supervised learning for real-time problem solving in autonomous systems.

The AdaptSolveAI with SelfSolveNet framework provides a practical recipe for resilient and safety-aware autonomy by enabling continuous learning from unlabeled streams, adaptation within fixed computational budgets, and action execution under control barrier function-based safety constraints.

Nagunuri Rajender, Girish Reddy Ginni, K. Rayudu et al. · Scientific Reports · 0 citations