Research output per year
Research output per year
Personal profile
Biography
I am a PhD researcher at Coventry University working on control-oriented modelling and intelligent control of domestic heat pump systems.
My research focuses on developing explainable, data-driven models of heat pump behaviour and using these models to enable more energy-efficient and comfort-aware control strategies. This includes the use of time-series modelling, grey-box approaches, and reinforcement learning.
I have prior experience in IoT-based environmental sensing and sustainability applications, including air quality monitoring and energy-efficient system design.
Research Interests
- Heat Pumps
- Energy Efficiency
- Reinforcement Learning
- Time-Series Modelling
- Smart Buildings
- Sustainable Systems
- Control Systems
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 7 Affordable and Clean Energy
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Deadline-Aware, Energy-Efficient Control of Domestic Immersion Hot Water Heater
Khan, M. I., Pradeep, B. & Brusey, J., 27 Jan 2026.Research output: Contribution to conference › Paper › peer-review
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PhD Forum Abstract: Towards Comfort-Aware and Energy-Efficient Control of Domestic Heat Pumps
Pradeep, B., 19 Nov 2025, BUILDSYS '25: Proceedings of the 12th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation. ACM, p. 365-366 2 p. (BuildSys 2025 - Proceedings of the 2025 the 12th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation).Research output: Chapter in Book/Report/Conference proceeding › Conference proceeding › peer-review
Open AccessFile6 Downloads (Pure) -
Towards an LLM-Powered Smart Home for Efficient and Safe Living Environment
Lakas, A., Kulkarni, P., Jamil, N. & Pradeep, B., 12 Dec 2025, (E-pub ahead of print) 2025 IEEE 14th International Conference on Consumer Electronics - Berlin (ICCE-Berlin). IEEE, p. 138-143 6 p.Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review