Publications

Effective Cross-Building Transfer Learning for HVAC control using Deep Reinforcement Learning and Joint Action Dynamics

Kadamala, K., Chambers, D., & Barrett, E. (2026). Effective cross-building transfer learning for HVAC control using deep reinforcement learning and joint action dynamics. Computers and Electrical Engineering, 136, 111217.

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Improving HVAC Control with Transfer Learning: Using Padding Techniques for Cross-Building Pre-training and Fine-tuning

Kadamala, K., Chambers, D., & Barrett, E. (2025). Improving HVAC control with transfer learning: Using padding techniques for cross-building pre-training and fine-tuning. Energy and AI, 21, 100531.

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Enhancing HVAC control systems through transfer learning with deep reinforcement learning agents

Kadamala, K., Chambers, D., & Barrett, E. (2024). Enhancing HVAC control systems through transfer learning with deep reinforcement learning agents. Smart Energy, 13, 100131.

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Enhancing HVAC Control Efficiency: A Hybrid Approach Using Imitation and Reinforcement Learning

Kadamala, K., Chambers, D., & Barrett, E. (2024, August). Enhancing HVAC control efficiency: a hybrid approach using Imitation and reinforcement learning. In Joint European Conference on Machine Learning and Knowledge Discovery in Databases (pp. 256-270). Cham: Springer Nature Switzerland.

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An Insight into NeuroEvolution and Genetic Algorithms for Text Classification

Kadamala, K., & Griffith, J. (2023). An Insight into NeuroEvolution and Genetic Algorithms for Text Classification. Procedia Computer Science, 225, 1379-1387.

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FGTD: Face Generation from Textual Description

Deorukhkar, K., Kadamala, K., & Menezes, E. (2022). FGTD: face generation from textual description. In Inventive Communication and Computational Technologies: Proceedings of ICICCT 2021 (pp. 547-562). Singapore: Springer Nature Singapore.

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Transfer Learning with TD3 for Adaptive HVAC Control in Diverse Building Environments

Kadamala, K., Chambers, D., & Barrett, E. (2024, June). Transfer Learning with TD3 for Adaptive HVAC Control in Diverse Building Environments. In International Conference on Practical Applications of Agents and Multi-Agent Systems (pp. 256-267). Cham: Springer Nature Switzerland.