Research output per year
Research output per year
Personal profile
Education
1.Ph.D. in Mechanical Engineering, Korea University, 2018
2.B.S. in Mechanical Engineering, Korea University, 2012
2.B.S. in Mechanical Engineering, Korea University, 2012
Professional Experience
1.Assistant Professor, Architectural Engineering Program, School of Architecture, Seoul National University of Science and Technology, 2026–Present
2.Senior Researcher, Korea Institute of Energy Research (KIER), 2018–2026
3.Research Professor, Korea University, 2018
2.Senior Researcher, Korea Institute of Energy Research (KIER), 2018–2026
3.Research Professor, Korea University, 2018
Research Interests
1.AI-based building energy analytics and intelligent building operation
2.LLM and multi-agent systems for autonomous building energy management
3.Heat pumps, building electrification, and grid-interactive buildings
4.District heating and thermal energy systems
2.LLM and multi-agent systems for autonomous building energy management
3.Heat pumps, building electrification, and grid-interactive buildings
4.District heating and thermal energy systems
Major Research Achievements
1.Development of AI- and optimization-based control technologies for building energy systems
2.Development and field demonstration of intelligent control strategies for district heating and HVAC systems
3.Development of optimal operation strategies for heat pumps and electrified buildings
4.Research on reinforcement learning and multi-agent approaches for autonomous building energy management
2.Development and field demonstration of intelligent control strategies for district heating and HVAC systems
3.Development of optimal operation strategies for heat pumps and electrified buildings
4.Research on reinforcement learning and multi-agent approaches for autonomous building energy management
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 3 Good Health and Well-being -
SDG 6 Clean Water and Sanitation -
SDG 7 Affordable and Clean Energy -
SDG 8 Decent Work and Economic Growth -
SDG 13 Climate Action
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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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Experimental comparison of zeolite 13X and 5A in an open-cycle packed-bed thermochemical energy storage system
Tak, H., Kim, D., Lee, J., Yu, S. & Lee, J. Y., 15 Oct 2026, In: Energy Conversion and Management. 366, 121848.Research output: Contribution to journal › Article › peer-review
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Field evaluation of a soft actor–critic-based control strategy for a centralized geothermal heat pump system
Kim, D., Kim, H. J., Tak, H. & Lee, J. Y., 15 Apr 2026, In: Energy Conversion and Management. 354, 121248.Research output: Contribution to journal › Article › peer-review
Open Access1 Scopus citations -
Interpretable probabilistic forecasting of building multi-energy loads using residual learning and global attention-enabled transformer: A case study for residential buildings in South Korea
Kim, H. J., Kim, D., Tak, H. & Lee, J. Y., 15 Jun 2026, In: Energy and Buildings. 361, 117424.Research output: Contribution to journal › Article › peer-review
Open Access1 Scopus citations -
Offline reinforcement learning for optimal control of a greenhouse with ground source heat pump
Jang, C., Kim, D. & Yun, R., 1 Sep 2026, In: Energy. 358, 141404.Research output: Contribution to journal › Article › peer-review
1 Scopus citations -
Deep reinforcement learning-based residential building energy management incorporating power-to-heat technology for building electrification
Kim, H. J., Lee, J. Y., Tak, H. & Kim, D., 15 Feb 2025, In: Energy. 317, 134601.Research output: Contribution to journal › Article › peer-review
16 Scopus citations