Moon Keun Kim

Tilhørighet

Publikasjoner og forskningsresultater

Vitenskapelige publikasjoner (68)

Sørensen, Jørgen Norø; Liu, Jiying; Kim, Moon Keun; Lee, Sanghyuk (2026). Comparative analysis of machine learning models for predicting heating demand and electricity consumption using weather data: Two case studies in Norway. Energy Reports. Vol. 16
Fremmerlid, Yngve Øye; Kim, Moon Keun (2026). Forecasting Electricity Consumption Using Artificial Neural Networks (ANNs): The Impact of Weather Conditions. Zilio, Claudio; Busato, Filippo; Mazzarella, Livio; Noro, Marco (Red.). Proceedings of the 15th REHVA HVAC World Congress CLIMA 2025. Springer Nature
Kim, Moon Keun; Cremers, Bart; Liu, Jiying (2025). Analysing the Impact of Data Normalization on Levenberg-Marquardt Backpropagation (LMBP) Neural Network Predictions for Indoor Air Quality. E3S Web of Conferences. Vol. 672
Lee, Jae-Hee; Schild, Peter G.; Kim, Moon Keun; CHIN, SIMWON; Kim, Donghan; Yang, Dongkeun; Seo, Beomsoo; Eikevik, Trygve Magne (2025). Performance Analysis of Air-to- Water Heat Pump Systems Using R290 Refrigerant Adapted to Nordic Climates. REHVA European HVAC Journal. Vol. 62. s. 34-41
Lee, Jae-Hee; Kim, Moon Keun; Schild, Peter G.; Chin, Simwon; Yang, Dongkeun; Moon, Dongsoo (2025). Evaluating the Economic and Environmental Benefits of Air-toAir Heat Pump Systems in Nordic Climates. REHVA European HVAC Journal. Vol. 62. s. 53-59
Chen, Guanzhong; Lu, Shengze; Zhou, Shiyu; Tian, Zhe; Kim, Moon Keun; Liu, Jiying; Liu, Xingfeng (2025). A Systematic Review of Building Energy Consumption Prediction: From Perspectives of Load Classification, Data-Driven Frameworks, and Future Directions. Applied Sciences. Vol. 15
Mao, Yudong; Li, Xinwei; Liu, Jiying; Yu, Mingzhi; Kim, Moon Keun; Yang, Kaimin (2025). Multi-objective optimization of integrated energy systems in natural gas industrial zones: Enhancing performance through variable hydrogen blending ratios. Applied Thermal Engineering. Vol. 268
Zhang, Chao; Ma, Xinbin; Li, Mengxi; Qiu, Yubin; Kim, Moon Keun; Liu, Jiying (2025). Numerical Analysis of Transient Burn Injury Grading Through Coupled Heat Transfer and Damage Integral Modeling. Thermo. Vol. 5
Kim, Moon Keun; Kim, Yang Seon; Fu, Nuodi; Liu, Jiying; Wang, Junqi; Lee, Sanghyuk; Srebric, Jelena (2025). Advanced techniques for electricity consumption prediction in buildings using comparative correlation analysis, data normalization, and Long Short-Term Memory (LSTM) networks: A case study of a U.S. commercial building. Energy Reports. Vol. 14. s. 56-65
Kim, Yang Seon; Kim, Moon Keun; Fu, Nuodi; Liu, Jiying; Wang, Junqi; Srebric, Jelena (2025). Investigating the impact of data normalization methods on predicting electricity consumption in a building using different artificial neural network models. Sustainable Cities and Society (SCS). Vol. 118
Lu, Shengze; Zhou, Shiyu; Ding, Yan; Kim, Moon Keun; Yang, Bin; Tian, Zhe; Liu, Jiying (2025). Exploring the comprehensive integration of artificial intelligence in optimizing HVAC system operations: A review and future outlook. Results in Engineering (RINENG). Vol. 25
Kim, Moon Keun; Cremers, Bart; Fu, Nuodi; Liu, Jiying (2024). Predictive and correlational analysis of heating energy consumption in four residential apartments with sensitivity analysis using long Short-Term memory and Generalized regression neural network models. Sustainable Energy Technologies and Assessments. Vol. 71
Cui, Mengying; Ning, Baisong; Wu, Xiaozhou; Kim, Moon Keun; Yang, Bin; Tian, Zhe; Liu, Jiying (2024). The development of radiant floor cooling system (RFCS): System type, control strategy, and application. Results in Engineering (RINENG). Vol. 23
Mao, Yudong; Liu, Shouyu; Liu, Jiying; Yu, Mingzhi; Li, Xinwei; Kim, Moon Keun; Yang, Kaimin (2024). Phonon Transport Characteristics of Nano-Silicon Thin Films Irradiated by Ultrafast Laser under Dispersion Relation. Buildings. Vol. 14
Kim, Moon Keun; Liu, Jiying; Baldini, Luca (2024). Numerical analysis, design and application of a decentralized ventilation system with a heat recovery unit adapting to Nordic climates: A case study in Norway. Energy Reports. Vol. 11
Li, Kaiyue; Ran, Jingyu; Kim, Moon Keun; Tian, Zhe; Liu, Jiying (2024). Optimizing long-term park-level integrated energy system through multi-stage planning: A study incorporating the ladder-type carbon trading mechanism. Results in Engineering (RINENG). Vol. 22
Liu, Zhen; Zhu, Xiangyuan; Liu, Jiying; Kim, Moon Keun; Jiang, Wei (2024). A Numerical Investigation of the Influence of Diffuser Vane Height on Hydraulic Loss in the Volute for a Centrifugal Water Supply Pump. Buildings. Vol. 14
Cui, Mengying; Liu, Jiying; Kim, Moon Keun; Wu, Xiaozhou (2023). Application potential analysis of different control strategies for radiant floor cooling systems in office buildings in different climate zones of China. Energy and Buildings. Vol. 282
Gao, Bo; Zhu, Xiaoyue; Ren, Jing; Ran, Jingyu; Kim, Moon Keun; Liu, Jiying (2023). Multi-objective optimization of energy-saving measures and operation parameters for a newly retrofitted building in future climate conditions: A case study of an office building in Chengdu. Energy Reports. Vol. 9. s. 2269-2285
Ren, Chen; Wang, Junqi; Feng, Zhuangbo; Kim, Moon Keun; Haghighat, Fariborz; Cao, Shi-Jie (2023). Refined design of ventilation systems to mitigate infection risk in hospital wards: Perspective from ventilation openings setting. Environmental Pollution (1987). Vol. 333
Liu, Jiying; Su, Meng; Fu, Nuodi; Kim, Moon Keun (2023). A Numerical Study on the Exergy Performance of a Hybrid Radiant Cooling System in an Office Building: Comparative Case Study and Analysis. Buildings. Vol. 13
An, Wenhan; Zhu, Xiangyuan; Yang, Kaimin; Kim, Moon Keun; Liu, Jiying (2023). Hourly Heat Load Prediction for Residential Buildings Based on Multiple Combination Models: A Comparative Study. Buildings. Vol. 13
Fu, Nuodi; Kim, Moon Keun; Huang, Long; Liu, Jiying; Chen, Bing; Sharples, Stephen (2023). Investigating the reliability of estimating real-time air exchange rates in a building by using airborne particles, including PM<inf>1.0</inf>, PM<inf>2.5</inf>, and PM<inf>10</inf>: A case study in Suzhou, China. Atmospheric Pollution Research (APR). Vol. 15
Pomorski, Piotr Pawel; Kim, Moon Keun (2023). Numerical performance investigation of decentralized ventilation compared to centralized ventilation system at a residential building: A case study in Norway. E3S Web of Conferences. Vol. 396
Liu, Jiying; Sun, Mengtao; Kim, Moon Keun; Song, Shoujie (2023). Developing simplified numerical calculation and BP neural network modeling for the cooling capacity in a radiant floor cooling system. Journal of Asian Architecture and Building Engineering. s. 1-19
Cui, Mengying; Liu, Jiying; Kim, Moon Keun; Wu, Xiaozhou (2023). A review of the control optimization and application potential of the radiant floor cooling system. Building Simulation Conference Proceedings. Vol. 18. s. 2776-2787
Kim, Moon Keun (2022). The changes of residential environment for eco-friendly and zero energy buildings in Norway. KHousing. Vol. 17. s. 11-14
Kim, Moon Keun; Cremers, Bart; Liu, Jiying; Zhang, Jianhua; Wang, Junqi (2022). Prediction and correlation analysis of ventilation performance in a residential building using artificial neural network models based on data-driven analysis. Sustainable Cities and Society (SCS). Vol. 83
Su, Meng; Liu, Jiying; Kim, Moon Keun; Wu, Xiaozhou (2022). Predicting moisture condensation risk on the radiant cooling floor of an office using integration of a genetic algorithm-back-propagation neural network with sensitivity analysis. Energy and Built Environment (EBE)
Ren, Jing; Liu, Jiying; Zhou, Shiyu; Kim, Moon Keun; Miao, Jikui (2022). Developing a collaborative control strategy of a combined radiant floor cooling and ventilation system: A PMV-based model. Journal of Building Engineering. Vol. 54. s. 1-20
Su, Meng; Liu, Jiying; Zhou, Shiyu; Miao, Jikui; Kim, Moon Keun (2022). Dynamic prediction of the pre-dehumidification of a radiant floor cooling and displacement ventilation system based on computational fluid dynamics and a back-propagation neural network: A case study of an office room. Indoor and Built Environment. Vol. 31. s. 2386-2410
Strand, Anders; Kim, Moon Keun (2022). Comparative Numerical Energy Analysis of Decentralized Ventilation Adapting to Local Norway Climates. E3S Web of Conferences. Vol. 362
Fu, Nuodi; Kim, Moon Keun; Huang, Long; Liu, Jiying; Chen, Bing; Sharples, Stephen (2022). Experimental and numerical analysis of indoor air quality affected by outdoor air particulate levels (PM<inf>1.0</inf>, PM<inf>2.5</inf> and PM<inf>10</inf>), room infiltration rate, and occupants' behaviour. Science of the Total Environment. Vol. 851
Zong, Jie; Liu, Jiying; Ai, Zhengtao; Kim, Moon Keun (2022). A review of human thermal plume and its influence on the inhalation exposure to particulate matter. Indoor and Built Environment. Vol. 31. s. 1758-1774
Ren, Jing; Liu, Jiying; Zhou, Shiyu; Kim, Moon Keun; Song, Shoujie (2022). Experimental study on control strategies of radiant floor cooling system with direct-ground cooling source and displacement ventilation system: A case study in an office building. Energy. Vol. 239
Yu, Tao; Wang, Dongju; Zhao, Xintian; Liu, Jiying; Kim, Moon Keun (2022). Experimental and Numerical Study of an Active Solar Heating System with Soil Heat Storage for Greenhouses in Cold Climate Zones. Buildings. Vol. 12. s. 1-24
Fu, Nuodi; Kim, Moon Keun; Chen, Bing; Sharples, Stephen (2021). Investigation of outdoor air pollutant, PM2.5 affecting the indoor air quality in a high-rise building. Indoor and Built Environment. Vol. 31. s. 1-18
Fu, Nuodi; Kim, Moon Keun; Chen, Bing; Sharples, Stephen (2021). Comparative Modelling Analysis of Air Pollutants, PM2.5 and Energy Efficiency Using Three Ventilation Strategies in a High-Rise Building: A Case Study in Suzhou, China. Sustainability. Vol. 13
Kim, Moon Keun; Abdulkadir, Khalid Osman; Liu, Jiying; Choi, Joon-Ho; Huiqing, Wen (2021). Optimal Design Strategy of a Solar Reflector Combining Photovoltaic Panels to Improve Electricity Output: A Case Study in Calgary, Canada. Sustainability. Vol. 13
Liu, Jiying; Kim, Moon Keun; Srebric, Jelena (2021). Numerical analysis of cooling potential and indoor thermal comfort with a novel hybrid radiant cooling system in hot and humid climates. Indoor and Built Environment. Vol. 31
Zhao, Yingying; Liu, Jiying; Kim, Moon Keun; Zhou, Shiyu; Du, Yanqiu (2021). Experimental Investigation on Thermal Comfort of COVID-19 Nucleic Acid Sampling Staff in Hot and Humid Environment: A Pilot Study of University Students. Applied Sciences. Vol. 11
Cha, Jaehoon; Kim, Moon Keun; Lee, Sanghyuk; Kim, Kyeong Soo (2021). Investigation of Applicability of Impact Factors to Estimate Solar Irradiance: Comparative Analysis Using Machine Learning Algorithms. Applied Sciences. Vol. 11
Liu, Benhao; Kim, Moon Keun; Zhang, Nan; Lee, Sanghyuk; Liu, Jiying (2021). Prediction of Electricity Consumption of a HVAC System in a Multi-Complex Building Using Back Propagation and Radial Basis Function Neural Networks. Cao, Guangyu; Holøs, Sverre Bjørn; Kim, Moon-Keun; Schild, Peter G. (Red.). Healthy Buildings 2021 – Europe Proceedings of the 17th International Healthy Buildings Conference 21-23 June 2021. SINTEF akademisk forlag
Liu, Jiying; Li, Zhuangzhuang; Kim, Moon Keun; Zhu, Shengwei; Zhang, Linhua; Srebric, Jelena (2020). A comparison of the thermal comfort performances of a radiation floor cooling system when combined with a range of ventilation systems. Indoor and Built Environment. Vol. 29. s. 527-542
Zhang, Linhua; Liu, Jiying; Heidarinejad, Mohammad; Kim, Moon Keun; Srebric, Jelena (2020). A Two-Dimensional Numerical Analysis for Thermal Performance of an Intermittently Operated Radiant Floor Heating System in a Transient External Climatic Condition. Heat Transfer Engineering. Vol. 41. s. 825-839
Kim, Moon Keun; Baldini, Luca; Leibundgut, Hansjürg; Wurzbacher, Jan Andre (2020). Evaluation of the humidity performance of a carbon dioxide (CO2) capture device as a novel ventilation strategy in buildings. Applied Energy. Vol. 259
Kim, Moon Keun; Kim, Yang-Seon; Srebric, Jelena (2020). Predictions of electricity consumption in a campus building using occupant rates and weather elements with sensitivity analysis: Artificial neural network vs. linear regression. Sustainable Cities and Society (SCS). Vol. 62
Kim, Moon Keun; Kim, Yang-Seon; Srebric, Jelena (2020). Impact of correlation of plug load data, occupancy rates and local weather conditions on electricity consumption in a building using four back-propagation neural network models. Sustainable Cities and Society (SCS). Vol. 62:102321. s. 1-10
Kim, Moon Keun; Choi, Joon-Ho (2019). Impact of increased outdoor CO2 concentrations on the ventilation and energy in buildings. Atmospheric Environment. Vol. 210. s. 220-230
Huan, Xintao; Kim, Kyeong Soo; Lee, Sanghyuk; Kim, Moon Keun (2019). Optimal Message Bundling with Delay and Synchronization Constraints in Wireless Sensor Networks. Sensors. Vol. 19
Kim, Moon Keun; Cha, Jaehoon; Lee, Eunmi; Pham, Van Huy; Lee, Sanghyuk; Theera-Umpon, Nipon (2019). Simplified Neural Network Model Design with Sensitivity Analysis and Electricity Consumption Prediction in a Commercial Building. Energies. Vol. 12
Zhu, Yinxiao; Kim, Moon Keun; Huiqing, Wen (2019). Simulation and Analysis of Perturbation and Observation-Based Self-Adaptable Step Size Maximum Power Point Tracking Strategy with Low Power Loss for Photovoltaics. Energies. Vol. 12
Liu, Jiying; Zhu, Shengwei; Kim, Moon Keun; Srebric, Jelena (2019). A Review of CFD Analysis Methods for Personalized Ventilation (PV) in Indoor Built Environments. Sustainability. Vol. 11
Ma, Wenting; Kim, Moon Keun; Hao, Jianli (2019). Numerical Simulation Modeling of a GSHP and WSHP System for an Office Building in the Hot Summer and Cold Winter Region of China: A Case Study in Suzhou. Sustainability. Vol. 11
Lee, Sanghyuk; Cha, Jaehoon; Kim, Moon Keun; Kim, Kyeong Soo; Pham, Van Huy; Leach, Mark (2019). Neural-Network-Based Building Energy Consumption Prediction with Training Data Generation. Processes. Vol. 7
Ye, Zhaoyang; Kim, Moon Keun (2018). Predicting electricity consumption in a building using an optimized back-propagation and Levenberg–Marquardt back-propagation neural network. Sustainable Cities and Society (SCS). Vol. 42. s. 176-183
Kim, Moon Keun; Liu, Jiying; Cao, Shi-Jie (2018). Energy analysis of a hybrid radiant cooling system under hot and humid climates: A case study at Shanghai in China. Building and Environment. Vol. 137. s. 208-214
Kim, Moon Keun; Barber, Christopher; Srebric, Jelena (2017). Traffic noise level predictions for buildings with windows opened for natural ventilation in urban environments. Science and Technology for the Built Environment. Vol. 23. s. 726-735
Cui, Shixin; Kim, Moon Keun; Papadikis, Konstantinos (2017). Performance Evaluation of Hybrid Radiant Cooling System Integrated with Decentralized Ventilation System in Hot and Humid Climates. Procedia Engineering. Vol. 205. s. 1245-1252
Kim, Moon Keun; Baldini, Luca (2016). Energy analysis of a decentralized ventilation system compared with centralized ventilation systems in European climates: Based on review of analyses. Energy and Buildings. Vol. 111. s. 424-433
Kim, Moon Keun; Baldini, Luca; Leibundgut, Hansjürg; Wurzbacher, Jan Andre; Piatkowski, Nic (2015). A novel ventilation strategy with CO2 capture device and energy saving in buildings. Energy and Buildings. Vol. 87. s. 134-141
Kim, Moon Keun; Leibundgut, Hansjürg (2015). Performance of novel ventilation strategy for capturing CO2 with scheduled occupancy diversity and infiltration rate. Building and Environment. Vol. 89. s. 318-326
Kim, Moon Keun; Leibundgut, Hansjürg (2014). A case study on feasible performance of a system combining an airbox convector with a radiant panel for tropical climates. Building and Environment. Vol. 82. s. 687-692
Baldini, Luca; Kim, Moon Keun; Leibundgut, Hansjürg (2014). Decentralized cooling and dehumidification with a 3 stage LowEx heat exchanger for free reheating. Energy and Buildings. Vol. 76. s. 270-277
Kim, Moon Keun; Leibundgut, Hansjürg (2014). Evaluation of the humidity performance of a novel radiant cooling system connected with an Airbox convector as a low exergy system adapted to hot and humid climates. Energy and Buildings. Vol. 84. s. 224-232
Kim, Moon Keun; Leibundgut, Hansjürg; Choi, Joon-Ho (2014). Energy and exergy analyses of advanced decentralized ventilation system compared with centralized cooling and air ventilation systems in the hot and humid climate. Energy and Buildings. Vol. 79. s. 212-222
Kim, Moon Keun; Leibundgut, Hansjürg (2014). Advanced Airbox cooling and dehumidification system connected with a chilled ceiling panel in series adapted to hot and humid climates. Energy and Buildings. Vol. 85. s. 72-78
Meggers, Forrest; Pantelic, Jovan; Baldini, Luca; Saber, Esmail M.; Kim, Moon Keun (2013). Evaluating and adapting low exergy systems with decentralized ventilation for tropical climates. Energy and Buildings. Vol. 67. s. 559-567

Fagbøker/lærebøker (1)

Kim, Moon Keun (2022). Handbook of Ventilation Technology for the Built Environment Design, control and testing, Chapter 8, Ventilation system and heating and cooling. 514 s.. The Institution of Engineering and Technology

Formidling (5)

Chung, Woong June; Kim, Moon Keun; Lim, Jaehan (2024). International cooperation for the overseas market entry of domestic BESS convergence technology. The magazine of Korean Solar Energy Society. Vol. 22
Kim, Moon Keun (2023). Energy Prediction and Correlation Analysis of a Campus building Using Artificial Neural Networks. International Conference on Information, System and Convergence Applications 2023
Kim, Moon Keun (2023). A systematic review of a decentralized ventilation system compared with conventional centralized ventilation systems adapting Nordic climates. Europe-Korea Conference on Science and technology (EKC)
Kim, Moon Keun (2023). Research trends about the indoor environment in Norway. International Symposium 2023 on The Present and Future of Indoor Air Quality
Kim, Moon Keun (2022). A Novel Air Revitalization Strategies for Saving Energy and Coping with Climate Change and Global warming in Buildings. Europe-Korea Conference on Science and technology (EKC)

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