Automatic generation and simulation of urban building energy models based on city datasets for city-scale building retrofit analysis
Abstract
Buildings in cities consume 30–70% of total primary energy, and improving building energy efficiency is one of the key strategies towards sustainable urbanization. Urban building energy models (UBEM) can support city managers to evaluate and prioritize energy conservation measures (ECMs) for investment and the design of incentive and rebate programs. This paper presents the retrofit analysis feature of City Building Energy Saver (CityBES) to automatically generate and simulate UBEM using EnergyPlus based on cities’ building datasets and user-selected ECMs. CityBES is a new open web-based tool to support city-scale building energy efficiency strategic plans and programs. The technical details of using CityBES for UBEM generation and simulation are introduced, including the workflow, key assumptions, and major databases. Also presented is a case study that analyzes the potential retrofit energy use and energy cost savings of five individual ECMs and two measure packages for 940 office and retail buildings in six city districts in northeast San Francisco, United States. The results show that: (1) all five measures together can save 23–38% of site energy per building; (2) replacing lighting with light-emitting diode lamps and adding air economizers to existing heating, ventilation and air-conditioning (HVAC) systems are most cost-effective with an averagemore »
- Authors:
-
- Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States)
- Publication Date:
- Research Org.:
- Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
- Sponsoring Org.:
- USDOE Office of Energy Efficiency and Renewable Energy (EERE), Energy Efficiency Office. Building Technologies Office
- OSTI Identifier:
- 1436612
- Alternate Identifier(s):
- OSTI ID: 1549851
- Grant/Contract Number:
- AC02-05CH11231
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Applied Energy
- Additional Journal Information:
- Journal Volume: 205; Journal Issue: C; Journal ID: ISSN 0306-2619
- Publisher:
- Elsevier
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 32 ENERGY CONSERVATION, CONSUMPTION, AND UTILIZATION; CityBES; Urban scale; Building energy modeling; EnergyPlus; Energy conservation measures; Retrofit analysis
Citation Formats
Chen, Yixing, Hong, Tianzhen, and Piette, Mary Ann. Automatic generation and simulation of urban building energy models based on city datasets for city-scale building retrofit analysis. United States: N. p., 2017.
Web. doi:10.1016/j.apenergy.2017.07.128.
Chen, Yixing, Hong, Tianzhen, & Piette, Mary Ann. Automatic generation and simulation of urban building energy models based on city datasets for city-scale building retrofit analysis. United States. https://doi.org/10.1016/j.apenergy.2017.07.128
Chen, Yixing, Hong, Tianzhen, and Piette, Mary Ann. Mon .
"Automatic generation and simulation of urban building energy models based on city datasets for city-scale building retrofit analysis". United States. https://doi.org/10.1016/j.apenergy.2017.07.128. https://www.osti.gov/servlets/purl/1436612.
@article{osti_1436612,
title = {Automatic generation and simulation of urban building energy models based on city datasets for city-scale building retrofit analysis},
author = {Chen, Yixing and Hong, Tianzhen and Piette, Mary Ann},
abstractNote = {Buildings in cities consume 30–70% of total primary energy, and improving building energy efficiency is one of the key strategies towards sustainable urbanization. Urban building energy models (UBEM) can support city managers to evaluate and prioritize energy conservation measures (ECMs) for investment and the design of incentive and rebate programs. This paper presents the retrofit analysis feature of City Building Energy Saver (CityBES) to automatically generate and simulate UBEM using EnergyPlus based on cities’ building datasets and user-selected ECMs. CityBES is a new open web-based tool to support city-scale building energy efficiency strategic plans and programs. The technical details of using CityBES for UBEM generation and simulation are introduced, including the workflow, key assumptions, and major databases. Also presented is a case study that analyzes the potential retrofit energy use and energy cost savings of five individual ECMs and two measure packages for 940 office and retail buildings in six city districts in northeast San Francisco, United States. The results show that: (1) all five measures together can save 23–38% of site energy per building; (2) replacing lighting with light-emitting diode lamps and adding air economizers to existing heating, ventilation and air-conditioning (HVAC) systems are most cost-effective with an average payback of 2.0 and 4.3 years, respectively; and (3) it is not economical to upgrade HVAC systems or replace windows in San Francisco due to the city's mild climate and minimal cooling and heating loads. Furthermore, the CityBES retrofit analysis feature does not require users to have deep knowledge of building systems or technologies for the generation and simulation of building energy models, which helps overcome major technical barriers for city managers and their consultants to adopt UBEM.},
doi = {10.1016/j.apenergy.2017.07.128},
journal = {Applied Energy},
number = C,
volume = 205,
place = {United States},
year = {Mon Aug 07 00:00:00 EDT 2017},
month = {Mon Aug 07 00:00:00 EDT 2017}
}
Web of Science
Works referenced in this record:
World Urbanization Prospects: an alternative to the UN model of projection compatible with the mobility transition theory
journal, January 2005
- Bocquier, Philippe
- Demographic Research, Vol. 12
Estimation of the building energy use intensity in the urban scale by integrating GIS and big data technology
journal, December 2016
- Ma, Jun; Cheng, Jack C. P.
- Applied Energy, Vol. 183
A data-driven predictive model of city-scale energy use in buildings
journal, July 2017
- Kontokosta, Constantine E.; Tull, Christopher
- Applied Energy, Vol. 197
Urban building energy modeling – A review of a nascent field
journal, February 2016
- Reinhart, Christoph F.; Cerezo Davila, Carlos
- Building and Environment, Vol. 97
Integrated model for characterization of spatiotemporal building energy consumption patterns in neighborhoods and city districts
journal, March 2015
- Fonseca, Jimeno A.; Schlueter, Arno
- Applied Energy, Vol. 142
Modeling Boston: A workflow for the efficient generation and maintenance of urban building energy models from existing geospatial datasets
journal, December 2016
- Cerezo Davila, Carlos; Reinhart, Christoph F.; Bemis, Jamie L.
- Energy, Vol. 117
Energy performance assessment in urban planning competitions
journal, October 2015
- Eicker, Ursula; Monien, Dirk; Duminil, Éric
- Applied Energy, Vol. 155
Outdoor thermal environment for different urban forms under summer conditions
journal, January 2016
- Xuan, Yingli; Yang, Guang; Li, Qiong
- Building Simulation, Vol. 9, Issue 3
Commercial Building Energy Saver: An energy retrofit analysis toolkit
journal, December 2015
- Hong, Tianzhen; Piette, Mary Ann; Chen, Yixing
- Applied Energy, Vol. 159
Accelerating the energy retrofit of commercial buildings using a database of energy efficiency performance
journal, October 2015
- Lee, Sang Hoon; Hong, Tianzhen; Piette, Mary Ann
- Energy, Vol. 90
Spatial clustering for district heating integration in urban energy systems: Application to geothermal energy
journal, March 2017
- Unternährer, Jérémy; Moret, Stefano; Joost, Stéphane
- Applied Energy, Vol. 190
Complex networks for the integration of distributed energy systems in urban areas
journal, May 2017
- Fichera, Alberto; Frasca, Mattia; Volpe, Rosaria
- Applied Energy, Vol. 193
A pattern-based automated approach to building energy model calibration
journal, March 2016
- Sun, Kaiyu; Hong, Tianzhen; Taylor-Lange, Sarah C.
- Applied Energy, Vol. 165
The significance of using local predicted temperature for cooling load simulation in the tropics
journal, April 2016
- Ignatius, Marcel; Wong, Nyuk Hien; Jusuf, Steve Kardinal
- Energy and Buildings, Vol. 118
Evaluation of the impact of the surrounding urban morphology on building energy consumption
journal, January 2011
- Wong, Nyuk Hien; Jusuf, Steve Kardinal; Syafii, Nedyomukti Imam
- Solar Energy, Vol. 85, Issue 1
Numerical Evaluation of the Local Weather Data Impacts on Cooling Energy Use of Buildings in an Urban Area
journal, January 2015
- Liu, Jiying; Heidarinejad, Mohammad; Guo, Min
- Procedia Engineering, Vol. 121
Effect of urban neighborhoods on the performance of building cooling systems
journal, August 2015
- Gracik, Stefan; Heidarinejad, Mohammad; Liu, Jiying
- Building and Environment, Vol. 90
Cooling and energy saving potentials of shade trees and urban lawns in a desert city
journal, January 2016
- Wang, Zhi-Hua; Zhao, Xiaoxi; Yang, Jiachuan
- Applied Energy, Vol. 161
A city scale degree-day method to assess building space heating energy demands in Strasbourg Eurometropolis (France)
journal, December 2016
- Kohler, M.; Blond, N.; Clappier, A.
- Applied Energy, Vol. 184
Works referencing / citing this record:
A methodology for auto-calibrating urban building energy models using surrogate modeling techniques
journal, April 2018
- Nagpal, Shreshth; Mueller, Caitlin; Aijazi, Arfa
- Journal of Building Performance Simulation, Vol. 12, Issue 1
An energy-saving retrofit baseline determination method for large-scale building based on investigation data
journal, January 2019
- Zheng, Donglin; Yu, Lijun; Wang, Lizhen
- Science and Technology for the Built Environment, Vol. 25, Issue 4
Planning for sustainable cities by estimating building occupancy with mobile phones
journal, August 2019
- Barbour, Edward; Davila, Carlos Cerezo; Gupta, Siddharth
- Nature Communications, Vol. 10, Issue 1
A Data Ecosystem for Data-Driven Thermal Energy Transition: Reflection on Current Practice and Suggestions for Re-Design
journal, January 2020
- Diran, Devin; Hoppe, Thomas; Ubacht, Jolien
- Energies, Vol. 13, Issue 2
Building simulation: Ten challenges
journal, April 2018
- Hong, Tianzhen; Langevin, Jared; Sun, Kaiyu
- Building Simulation, Vol. 11, Issue 5
An Approach to Study District Thermal Flexibility Using Generative Modeling from Existing Data
journal, September 2019
- Pajot, Camille; Artiges, Nils; Delinchant, Benoit
- Energies, Vol. 12, Issue 19
Energy Pathways for Future Residential Building Areas in Norway
book, December 2018
- Nord, Natasa; Skrautvol, Ola; Eliassen, Stian Fossmo
- Springer Proceedings in Energy
Planning for sustainable cities by estimating building occupancy with mobile phones
journal, August 2019
- Barbour, Edward; Davila, Carlos Cerezo; Gupta, Siddharth
- Nature Communications, Vol. 10, Issue 1
An Open Source Modeling Framework for Interdependent Energy-Transportation- Communication Infrastructure in Smart and Connected Communities
preprint, January 2019
- Lu, Xing; Hinkelman, Kathryn; Fu, Yangyang
- arXiv
Life Cycle Assessment of Technical Building Services of Large Residential Building Stocks Using Semantic 3d city Models
journal, September 2020
- Harter, H.; Willenborg, B.; Lang, W.
- ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol. VI-4/W1-2020
Geospatial data for Energy Efficiency and low Carbon Cities – Overview, Experiences and new Perspectives –
journal, September 2018
- Nowacka, A.; Remondino, F.
- The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol. XLII-4