Personlig presentation av Mengjie Han

PhD, Statistics

Senior Lecturer data och informationshantering, Information and Data Management

Research projects

General Microdata Analysis - methods
01-01-2012
IMMA - Intelligent Energy Modeling in Buildings and Cities with Micro-data Analytics
01-03-2020
UBMEM - Activity-Based Urban Building and Mobility Energy Modeling for Planning of Future Cities
01-10-2018

Publications

Han, Mengjie, Johari, Fatemeh, Huang, Pei, Zhang, Xingxing. Generating hourly electricity demand data for large-scale single-family buildings by a decomposition-recombination method, Energy and Built Environment, 2022. Article : refereed.
Dong, Bing, Liu, Yapan, Fontenot, Hannah, Ouf, Mohamed, Osman, Mohamed, Chong, Adrian, Qin, Shuxu, Han, Mengjie, Zhang, Xingxing, Carlucci, Salvatore. Occupant behavior modeling methods for resilient building design,operation and policy at urban scale : a review, Applied Energy, 2021, Vol. 293. Article : refereed.
Han, Mengjie, May, Ross, Zhang, Xingxing. Reinforcement Learning Methodologies for Controlling Occupant Comfort in Buildings, Part of: Data-driven Analytics for Sustainable Buildings and Cities, Springer, 2021. Chapter of book.
Han, Mengjie, Wang, Zhenwu, Zhang, Xingxing. An Approach to Data Acquisition for Urban Building Energy Modeling Using a Gaussian Mixture Model and Expectation-Maximization Algorithm, Buildings, 2021, Vol. 11, No. 1. Article : refereed.
Han, Mengjie, Zhao, Jing, Zhang, Xingxing, Shen, Jingchun, Li, Yu. The reinforcement learning method for occupant behavior in building control : A review, Energy and Built Environment, 2021, Vol. 2, No. 2, 137-148. Article : refereed.

Jin, Yuan, Yan, Da, Zhang, Xingxing, An, Jingjing, Han, Mengjie. A data-driven model predictive control for lighting system based on historical occupancy in an office building : Methodology development, Building Simulation, 2021, Vol. 14, 219-235. Article : refereed.
Quintana, Samer, Huang, Pei, Han, Mengjie, Zhang, Xingxing. A Top‐Down Digital Mapping of Spatial‐Temporal Energy Usefor Municipality‐Owned Buildings : A Case Study in Borlänge, Sweden, Buildings, 2021, Vol. 11. Article : refereed.
Wan, Benting, Lu, Ruyi, Han, Mengjie. Weighted average LINMAP group decision-making method based on q-rung orthopair triangular fuzzy numbers, Granular Computing, 2021. Article : refereed.
Zhang, Xingxing, Shen, Jingchun, Saini, Puneet, Lovati, Marco, Han, Mengjie, Huang, Pei, Huang, Zhihua. Digital Twin for Accelerating Sustainability in Positive Energy District : A Review of Simulation Tools and Applications, 2021.
Carlucci, S., De Simone, M., Firth, S. K., Kjærgaard, M. B., Markovic, R., Rahaman, M. S., Annaqeeb, M. K., Biandrate, S., Han, Mengjie, van Treeck, C. Modeling occupant behavior in buildings, Building and Environment, 2020, Vol. 174. Article : refereed.
Han, Mengjie, May, Ross, Zhang, Xingxing, Wang, Xinru, Pan, Song, Da, Yan, Jin, Yuan. A novel reinforcement learning method for improving occupant comfort via window opening and closing, Sustainable cities and society, 2020, Vol. 61. Article : refereed.
Li, Y, Rezgui, Y, Guerriero, A, Zhang, Xingxing, Han, Mengjie, Kubicki, S, Yan, D. Development of an adaptation table to enhance the accuracy of the predicted mean vote model, Building and Environment, 2020, Vol. 168. Article : refereed.
Wang, Zhenwu, Wan, Benting, Han, Mengjie. A Three-Dimensional Visualization Framework forUnderground Geohazard Recognition on UrbanRoad-Facing GPR Data, ISPRS International Journal of Geo-Information, 2020, Vol. 9, No. 11. Article : refereed.
Zhenwu, Wang, Tielin, Wang, Benting, Wan, Han, Mengjie. Partial Classifier Chains with Feature Selection by Exploiting Label Correlation in Multi-Label Classification, Entropy, 2020, Vol. 22, No. 1143, 1-22. Article : refereed.
Han, Mengjie, Carling, Kenneth. GRASP and Statistical Bounds for Heuristic Solutions to Combinatorial Problems, International Journal of Management and Applied Science, 2019, Vol. 5, No. 8, 113-119. Article : refereed.
Han, Mengjie, Håkansson, Johan, Lundmark, M. Intra-urban location of stores and labour turnover in retail, International Review of Retail Distribution & Consumer Research, 2019, Vol. 29, No. 4, 359-375. Article : refereed.
Han, Mengjie, May, Ross, Zhang, Xingxing, Wang, Xinru, Pan, Song, Yan, Da, Jin, Yuan, Xu, Liguo. A review of reinforcement learning methodologies for controlling occupant comfort in buildings, Sustainable cities and society, 2019, Vol. 51. Article : refereed.
Han, Mengjie, May, Ross, Zhang, Xingxing, Wang, Xinru, Pan, Song, Yan, Da, Jin, Yuan. A novel reinforcement learning method for improving occupant comfort via window opening and closing, 2019. Manuscript.
Jin, Y., Yan, D., Zhang, Xingxing, Han, Mengjie, Kang, X., An, J., Sun, H. District household electricity consumption pattern analysis based on auto-encoder algorithm, IOP Conference Series: Materials Science and Engineering : 2019. Conference paper : refereed.
May, Ross, Zhang, Xingxing, Wu, J., Han, Mengjie. Reinforcement learning control for indoor comfort : A survey, IOP Conference Series: Materials Science and Engineering : 2019. Conference paper : refereed.
Wei, Yixuan, Xia, Liang, Pan, Song, Wu, Jinshun, Zhang, Xingxing, Han, Mengjie, Zhang, Weiya, Xie, Jingchao, Li, Qingping. Prediction of occupancy level and energy consumption in office building using blind system identification and neural networks, Applied Energy, 2019, Vol. 240, 276-294. Article : refereed.
Zhang, Xingxing, Wu, J., Pan, S., Han, Mengjie. An economic analysis of the solar photovoltaic/thermal (PV/T) technologies in Sweden : A case study, IOP Conference Series : 2019. Conference paper : refereed.
Gu, Yaxiu, Zhang, Xingxing, Myhren, Jonn Are, Han, Mengjie, Chen, Xiangjie, Yuan, Yanping. Techno-economic analysis of a solar photovoltaic/thermal (PV/T) concentrator for building application in Sweden using Monte Carlo method, Energy Conversion and Management, 2018, Vol. 165, 8-24. Article : refereed.
Han, Mengjie, Mihaescu, Oana, Li, Yujiao, Rudholm, Niklas. Comparison and one-stop shopping after big-box retail entry : a spatial difference-in-difference analysis, Journal of Retailing and Consumer Services, 2018, Vol. 40, 175-187. Article : refereed.
Han, Mengjie, Zhang, Xingxing, Xu, Liguo, May, Ross, Pan, Song, Wu, Jinshun. A review of reinforcement learning methodologies on control systems for building energy, Working papers in transport, tourism, information technology and microdata analysis, 2018. Report.
Pan, S, Xiong, Y, Han, Y, Zhang, Xingxing, Xia, L, Wei, S, Wu, J, Han, Mengjie. A study on influential factors of occupant window-opening behavior in an office building in China, Building and Environment, 2018, Vol. 133, 41-50. Article : refereed.
Wei, Yixuan, Zhang, Xingxing, Shi, Yong, Xia, Liang, Pan, Song, Wu, Jinshun, Han, Mengjie, Zhao, Xiaoyun. A review of data-driven approaches for prediction and classification of building energy consumption, Renewable & sustainable energy reviews, 2018, Vol. 82, No. 1, 1027-1047. Article : refereed.
Zhang, Xingxing, Lovati, Marco, Vigna, Ilaria, Widén, Joakim, Han, Mengjie, Gál, Csilla V, Feng, Tao. A review of urban energy systems at building cluster level incorporating renewable-energy-source (RES) envelope solutions, Applied Energy, 2018, Vol. 230, 1034-1056. Article : refereed.
Carling, Kenneth, Han, Mengjie. GRASP and statistical bounds for heuristic solutions to combinatorial problems, Working papers in transport, tourism, information technology and microdata analysis, 2016. Report.
Han, Mengjie, Håkansson, Johan, Rönnegård, Lars. To what extent do neighbouring populations affect local population growth over time?, Population, Space and Place, 2016, Vol. 22, No. 1, 68-83. Article : refereed.
Carling, Kenneth, Han, Mengjie, Håkansson, Johan, Meng, Xiangli, Rudholm, Niklas. Measuring transport related CO₂ emissions induced by online and brick-and-mortar retailing, Transportation Research Part D, 2015, Vol. 40, 28-42. Article : refereed.
Carling, Kenneth, Han, Mengjie, Håkansson, Johan, Rebreyend, Pascal. Distance measure and the p-median problem in rural areas, Annals of Operations Research, 2015, Vol. 226, No. 1, 89-99. Article : refereed.
Carling, Kenneth, Han, Mengjie, Håkansson, Johan, Rebreyend, Pascal. Testing the gravity p-median model empirically, Operations Research Perspectives, 2015, Vol. 2, No. 124. Article : refereed.
Carling, Kenneth, Han, Mengjie, Håkansson, Johan, Meng, Xiangli, Rudholm, Niklas. Measuring CO₂ emissions induced by online and brick-and-mortar retailing, Working papers in transport, tourism, information technology and microdata analysis, 2014. Report.
Carling, Kenneth, Han, Mengjie, Håkansson, Johan, Meng, Xiangli, Rudholm, Niklas. Measuring CO₂ emissions induced by online and brick-and-mortar retailing, HUI Working Papers, 2014. Report.
Han, Mengjie, Håkansson, Johan, Rebreyend, Pascal. How does data quality in a network affect heuristic solutions?, Working papers in transport, tourism, information technology and microdata analysis, 2014. Report.
Rebreyend, Pascal, Han, Mengjie, Håkansson, Johan. How does different algorithm work when applied on the different road networks when optimal location of facilities is searched for in rural areas?, Web Information Systems Engineering – WISE 2013 Workshops : 2014. Conference paper : refereed.
Carling, Kenneth, Han, Mengjie, Håkansson, Johan. Var ska sjukhusen ligga?, Ekonomiska samfundets tidskrift, 2013, No. 3, 165-171. Article : refereed.
Han, Mengjie, Håkansson, Johan, Rebreyend, Pascal. How do different densities in a network affect the optimal location of service centers?, Working papers in transport, tourism, information technology and microdata analysis, 2013. Report.
Han, Mengjie, Håkansson, Johan, Rönnegård, Lars. How do neighbouring populations affect local population change over time?, Working papers in transport, tourism, information technology and microdata analysis, 2013. Report.
Han, Mengjie. Computational study of the step size parameter of the subgradient optimization method, 2013. Manuscript.
Han, Mengjie. Heuristic optimization of the p-median problem and population re-distribution, Dalarna University, 2013. Doctoral thesis.
Carling, Kenneth, Han, Mengjie, Håkansson, Johan, Rebreyend, Pascal. Distance measure and the p-median problem in rural areas, Working papers in transport, tourism, information technology and microdata analysis, 2012. Report.
Carling, Kenneth, Han, Mengjie, Håkansson, Johan, Rebreyend, Pascal. An empirical test of the gravity p-median model, Working papers in transport, tourism, information technology and microdata analysis, 2012. Report.
Carling, Kenneth, Han, Mengjie, Håkansson, Johan. Does Euclidean distance work well when the p-median model is applied in rural areas?, Annals of Operations Research, 2012, Vol. 201, No. 1, 83-97. Article : refereed.
Han, Mengjie, Håkansson, Johan, Rebreyend, Pascal. How does the use of different road networks effect the optimal location of facilities in rural areas?, Working papers in transport, tourism, information technology and microdata analysis, 2012. Report.
Carling, Kenneth, Han, Mengjie, Håkansson, Johan. Methodological issues in applying Location Models to Rural areas, Working papers in transport, tourism and information technology, 2010. Report.
Håkansson, Johan, Carling, Kenneth, Han, Mengjie. Does euclidian distance work when location models are applied in rural areas?, Working papers in transport, tourism, information technology and microdata analysis, 2010. Report.

Course Coordinator

Complexity and Operations Research Methods (AMI23C)
Statistics for Engineering (ST1028)

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