Publication

Please also check my Google Scholar and ResearchGate

Thesis

[M.S.] J.Y. Park, "Data-driven building metadata inference", Master thesis, Carnegie Mellon University, 2016

Journal & Chapter

[J7] J.Y. Park , E. Wilson, A. Parker and Z. Nagy, "The good, the bad, and the ugly: Data-driven load profile discord identification in a large building portfolio", Energy and Buildings and Environment, in press, 2020

[J6] J.Y. Park , M. Ouf, B. Gunay, Y. Peng, W. O'Brien, M. Kjaergaard and Z. Nagy, "A critical review of field implementations of occupant-centric building controls", Building and Environment, Vol. 165, 106351, 2019

[J5] J.Y. Park , X. Yang, C. Miller, P. Arjunan and Z. Nagy, "Apples or Oranges? Identification of fundamental load shape profiles for benchmarking buildings using a large and diverse dataset", Applied Energy, Vol. 236, pp 1280-1295, 2019

[J4] J.Y. Park , T. Dougherty, H. Fritz, and Z. Nagy, "LightLearn: An Adaptive and Occupant Centered Controller for Lighting based on Reinforcement Learning", Building and Environment, Vol. 147, pp 397-414, 2019

[J3] Z. Nagy, J.Y. Park, and J.R. Vazquez-Canteli, "Reinforcement learning for intelligent environments: A Tutorial", In Paolo Gardoni (Ed.), Handbook of Sustainable and Resilient Infrastructure, Routledge, 2018

[J2] J.Y. Park, and Z. Nagy, "Data on the interaction between thermal comfort and building control research", Data in Brief, Vol. 17, pp 529-532, 2018

[J1] J.Y. Park, and Z. Nagy, "Comprehensive analysis of the relationship between thermal comfort and building control research - A data-driven literature review", Renewable and Sustainable Energy Reviews, Vol. 82, pp 2664-2679, 2018

Conference & Workshop

[C20] J.Y. Park, J. Chen, X. Jin and Z. Nagy, "Investigating occupancy profiles using convolutional neural networks", ACM BuildSys, New York NY, Nov, 2019

[C19] J.Y. Park, E. Mbata, and Z. Nagy, "Good to see you again: Capture and recapture method on mobile devices to estimate occupancy profile", ACM BuildSys, New York NY, Nov, 2019

[C18] S. Ulyanin, J. Vazquez-Canteli, J.Y. Park, and Z. Nagy, "SCAFE: Automated simultaneous clustering and non-linear feature extraction of building energy profiles", CISBAT, Lausanne Switzerland, Sep, 2019

[C17] J.Y. Park, C. Miller, and Z. Nagy, "A data-driven load shape profile based building benchmarking: Evaulating building performance beyond building program and EUI", IBPSA, Rome Italy, Sep, 2019

[C16] J.Y. Park and Z. Nagy, "A competition based game activity for educating machine learning in Civil engineering course", 2019 ASCE International Conference on Computing in Civil Engineering, Atlanta GA, June, 2019

[C15] J.Y. Park, and Z. Nagy, "The influence of building design, sensor placement, and occupant preferences on occupant centered lighting control", 2019 ASCE International Conference on Computing in Civil Engineering, Atlanta GA, June, 2019

[C14] J.Y. Park, M. Ouf, Y. Peng, B. Gunay, L. O'Brien, and Z. Nagy, "Implementation of occupant centered building control - A review", OB-19: The International Symposium on Occupant Behaviour, San Antonio TX, March, 2019

[C13] J.R. Vazquez-Canteli, J.Y. Park, and Z. Nagy, "LightLearn: Reinforcement learning for occupant centered control and controller performance metrics", Seminar 15, 2019 ASHRAE Winter Conference, Atlanta GA, January, 2019

[C12] J.R. Vazquez-Canteli, J.Y. Park, and Z. Nagy, "Occupant centered controls", Seminar 20, 2019 ASHRAE Winter Conference, Atlanta GA, January, 2019

[C11] J.Y. Park, T. Dougherty, H. Fritz, and Z. Nagy, "LightLearn: An Adaptive and Occupant Centered Controller for Lighting based on Reinforcement Learning", OB-18: The 4th International Symposium on Occupant Behaviour, Ottawa Canada, October, 2018 

[C10] J.Y. Park, T. Dougherty, and Z. Nagy, "A Bluetooth based occupancy detection for buildings", 2018 Building Performance Analysis Conference and SimBuild, Chicago IL, September, 2018 

[C9] J.Y. Park, T. Dougherty, H. Fritz, and Z. Nagy, "LightLearn: Occupant centered building controller using reinforcement learning to adapt systems to humans", 7th International Building Physics Conference IBPC2018, Syracuse NY, September, 2018 

[C8] Z. Nagy, J.R. Vazquez-Canteli, and J.Y. Park, "Using Bluetooth Based Occupancy Estimation for HVAC Set-back to Reduce Energy Consumption in Buildings", 2018 ASHRAE Annual Conference, Houston TX, June, 2018 

[C7] J.Y. Park, T. Dougherty, H. Fritz, and Z. Nagy, "Reinforcement Learning for Occupant Centered Building Control System", Living LabWorkshop in the ACM Conference on Human Factors in Computing Systems, Montreal Canada, April, 2018 

[C6] S. Seraj, J.Y. Park, and M. Pieratt, "Teaching Engineering Ethics in the Classroom through a Town Hall Meeting Activity", ASEE Gulf-Southwest Section 2018 Annual Conference, Austin TX, April, 2018 

[C5] J.Y. Park, B.Lasternas, and A. Aziz, "Data-Driven Framework to Find the Physical Association Between AHU and VAV Terminal Unit - Pilot Study", 2018 ASHRAE Winter Conference, Chicago IL, January, 2018 

[C4] Z. Nagy, J.Y. Park, and J.R. Vazquez-Canteli, "Reinforcement Learning for smart buildings and cities", Passive & Low Energy Architecture, Edinburgh, July, 2017 

[C3] J.Y. Park, and J.R. Vazquez-Canteli, Z. Nagy, "Reinforcement Learning for building systems", Workshop on Big Data in Building Operations in Carleton University, Ottawa Canada, June, 2017 

[C2] F. Leonardi, H. Reeve, T. Wagner, Z. Xiong, and J.Y. Park, "Assisted Point Mapping to Enable Cost-effective Deployment of Intelligent Building Applications", 4th International High Performance Buildings Conference at Purdue, West Lafayette IN, July, 2016 

[C1] J.Park, Y. Lei, Y. Song, R. Rojas, J. Han, J.Y. Park, J. Zhao, A. Aziz, and V. Loftness, "Comparison of the results obtained with simplified IEQ Toolkit and robust instrument in POE field studies", Engineering Sustainability, Pittsburgh PA, April, 2015