Building Science
Digitalization and Energy
In-situ virtual sensing
Information fusion in buildings
Self-evolving building systems
Education
(Ph.D.) University of Nebraska at Lincoln, 2018
Experience
2018.9 ~ 2022.2 : 인천대학교 도시건축학부 조교수
Journal Articles
(2024)
Change-point model-based clustering for urban building energy analysis.
RENEWABLE & SUSTAINABLE ENERGY REVIEWS.
199,
(2024)
Comprehensive transferability assessment of short-term cross-building-energy prediction using deep adversarial network transfer learning.
ENERGY.
(2024)
A global optimization method for data center air conditioning water systems based on predictive optimization control.
ENERGY.
295,
(2024)
Analysis of sensor offset characteristics in building energy systems based on redundant sensors: A case study on variable air volume system.
ENERGY AND BUILDINGS.
306,
(2024)
Retrofit building energy performance evaluation using an energy signature-based symbolic hierarchical clustering method.
BUILDING AND ENVIRONMENT.
Available online,
(2024)
Neural network-based nonintrusive calibration for an unobserved model in digital twin-enabled building operations.
AUTOMATION IN CONSTRUCTION.
159,
(2023)
Sensor fault diagnosis and correction for data center cooling system using hybrid multi-label random Forest and Bayesian Inference.
BUILDING AND ENVIRONMENT.
249,
(2023)
Perspective for waste upcycling-driven zero energy buildings.
ENERGY.
289,
(2023)
Simultaneous in-situ calibration for physical and virtual sensors towards digital twin-enabled building operations.
ADVANCED ENGINEERING INFORMATICS.
59,
(2023)
Realization of rule-based automated design for HVAC duct layout.
JOURNAL OF BUILDING ENGINEERING.
80,
(2023)
Virtual PMV sensor towards smart thermostats: Comparison of modeling approaches using intrusive data.
ENERGY AND BUILDINGS.
301,
(2023)
In situ virtual sensors in building digital twins: framework and methodology.
JOURNAL OF INDUSTRIAL INFORMATION INTEGRATION.
(2023)
In situ model fusion for building digital twinning.
BUILDING AND ENVIRONMENT.
243,
-
(2023)
Surrogate-assisted high-accuracy observation modeling in building digital twins: In situ nonintrusive modeling without sensor observation (Y).
BUILDING AND ENVIRONMENT.
110584,
(2023)
Research on designated calibration method of fault sensor in photovoltaic thermal heat pump system based on fault detection and virtual calibration.
JOURNAL OF BUILDING ENGINEERING.
76,
-
(2023)
Strategies for sensor virtual in-situ calibration in building energy system: Sensor evaluation and data-driven based methods.
ENERGY AND BUILDINGS.
294,
-
(2023)
Building digital twinning: Data, information, and models.
JOURNAL OF BUILDING ENGINEERING.
76,
-
(2023)
Fault detection and calibration for building energy system using Bayesian inference and sparse autoencoder: A case study in photovoltaic thermal heat pump system.
ENERGY AND BUILDINGS.
290,
-
(2023)
In situ virtual sensing for dwelling infiltration rates in multi-unit residential buildings.
JOURNAL OF BUILDING ENGINEERING.
69,
-
(2023)
Energy signature-based clustering using open data for urban building energy analysis toward carbon neutrality: A case study on electricity change under COVID-19.
SUSTAINABLE CITIES AND SOCIETY.
92,
-
Honors / Awards
2019 Best Paper Awards from Building and Environment