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Research Article

Adaptation to extreme weather events using pre-conditioning: a model-based testing of novel resilience algorithms on a residential case study

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Received 23 Aug 2023, Accepted 08 Jan 2024, Published online: 29 Jan 2024

References

  • Al-Humaiqani, M. M., and S. G. Al-Ghamdi. 2022. “The Built Environment Resilience Qualities to Climate Change Impact: Concepts, Frameworks, and Directions for Future Research.” Sustainable Cities and Society 80: 103797. https://doi.org/10.1016/j.scs.2022.103797
  • Amada, K., J. Kim, M. Inaba, M. Akimoto, S. Kashihara, and S. Tanabe. 2022. “Feasibility of Staying at Home in a net-Zero Energy House During Summer Power Outages.” Energy and Buildings 273: 112352. https://doi.org/10.1016/j.enbuild.2022.112352
  • Ascione, F. 2017. “Energy Conservation and Renewable Technologies for Buildings to Face the Impact of the Climate Change and Minimize the use of Cooling.” Solar Energy 154: 34–100. https://doi.org/10.1016/j.solener.2017.01.022
  • Baik, S., A. L. Davis, and M. G. Morgan. 2018. “Assessing the Cost of Large-Scale Power Outages to Residential Customers.” Risk Analysis 38 (2): 283–296. https://doi.org/10.1111/risa.12842
  • Berg Insight. 2023. “The Number of Smart Homes in Europe and North America Reached 120 Million in 2022.” Berg Insight. April 17. https://www.berginsight.com/the-number-of-smart-homes-in-europe-and-north-america-reached-120-million-in-2022.
  • Bruneau, M., S. E. Chang, R. T. Eguchi, G. C. Lee, T. D. O’Rourke, A. M. Reinhorn, M. Shinozuka, K. Tierney, W. A. Wallace, and D. Von Winterfeldt. 2003. “A Framework to Quantitatively Assess and Enhance the Seismic Resilience of Communities.” Earthquake Spectra 19 (4): 733–752. https://doi.org/10.1193/1.1623497.
  • Bruneau, M., and A. Reinhorn. 2006. “Overview of the Resilience Concept.” Proceedings of the 8th US National Conference on Earthquake Engineering 2040: 18–22.
  • Bucking, S., and M. Rostami. 2022. “GenEPJ: A Flexible Python-based EnergyPlus Templating Library.”
  • Bucking, S., M. Rostami, J. Reinhart, and M. St. Jacques. 2022. “On Modelling of Resiliency Events Using Building Performance Simulation: A Multi-Objective Approach.” Journal of Building Performance Simulation 15 (3): 307–322. https://doi.org/10.1080/19401493.2022.2044906
  • Canadian Commission on Building and Fire Codes. 2020. “National Energy Code of Canada for Buildings 2020.” National Research Council of Canada. https://nrc-publications.canada.ca/eng/view/ft/?id=af36747e-3eee-4024-a1b4-73833555c7fa.
  • Canadian Environmental Sustainability Indicators. 2017. “Weather Warning Index.”
  • Deru, M., K. Field, D. Studer, K. Benne, B. Griffith, P. Torcellini, B. Liu, M. Halverson, D. Winiarski, and M. Rosenberg. 2011. “US Department of Energy commercial reference building models of the national building stock.”
  • DOE. 2022. “Commercial Reference Buildings: 16 Archetypes.” https://www.energy.gov/eere/buildings/commercial-reference-buildings.
  • Egilson, M. 2022. Extreme Heat and Human Mortality: A Review of Heat-Related Deaths in BC in Summer 2021.” Report to the Chief Coroner of British Columbia. Https://Www2.Gov.Bc.ca/Assets/Gov/Birth-Adoption-Death-Marriage-and-Divorce/Deaths/Coroners-Service/Death-Review-Panel/Extreme_Heat_Death_Review_Panel_Report.Pdf [Accessed 26 December 2022].
  • Francis, R., and B. Bekera. 2014. “A Metric and Frameworks for Resilience Analysis of Engineered and Infrastructure Systems.” Reliability Engineering & System Safety 121: 90–103. https://doi.org/10.1016/j.ress.2013.07.004
  • Frifra, A., M. Maanan, and H. Rhinane. 2022. “An Artificial Intelligence Approach to Prediction of Extreme Events: The Case of Storms in Western France.” The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLVI-4/W3-2021: 115–122. https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-115-2022
  • Grafakos, S., K. Trigg, M. Landauer, L. Chelleri, and S. Dhakal. 2019. “Analytical Framework to Evaluate the Level of Integration of Climate Adaptation and Mitigation in Cities.” Climatic Change 154: 87–106. https://doi.org/10.1007/s10584-019-02394-w
  • Grigorian, M., A. S. Moghadam, H. Mohammadi, and M. Kamizi. 2019. “Methodology for Developing Earthquake-Resilient Structures.” The Structural Design of Tall and Special Buildings 28 (2): e1571. https://doi.org/10.1002/tal.1571
  • Haddad, S., R. Paolini, A. Synnefa, L. De Torres, D. Prasad, and M. Santamouris. 2022. “Integrated Assessment of the Extreme Climatic Conditions, Thermal Performance, Vulnerability, and Well-Being in low-Income Housing in the Subtropical Climate of Australia.” Energy and Buildings 272: 112349. https://doi.org/10.1016/j.enbuild.2022.112349
  • Hamdy, M., S. Carlucci, P.-J. Hoes, and J. L. M. Hensen. 2017. “The Impact of Climate Change on the Overheating Risk in Dwellings—A Dutch Case Study.” Building and Environment 122: 307–323. https://doi.org/10.1016/j.buildenv.2017.06.031
  • Hasselqvist, H., S. Renström, H. Strömberg, and M. Håkansson. 2022. “Household Energy Resilience: Shifting Perspectives to Reveal Opportunities for Renewable Energy Futures in Affluent Contexts.” Energy Research & Social Science 88: 102498. https://doi.org/10.1016/j.erss.2022.102498
  • Hendel, M., K. Azos-Diaz, and B. Tremeac. 2017. “Behavioral Adaptation to Heat-Related Health Risks in Cities.” Energy and Buildings 152: 823–829. https://doi.org/10.1016/j.enbuild.2016.11.063
  • Hervás-Zaragoza, J., A. Colmenar-Santos, E. Rosales-Asensio, and L. Colmenar-Fernández. 2022. “Microgrids as a Mechanism for Improving Energy Resilience During Grid Outages: A Post COVID-19 Case Study for Hospitals.” Renewable Energy 199: 308–319. https://doi.org/10.1016/j.renene.2022.08.132
  • Homaei, S., and M. Hamdy. 2021. “Thermal Resilient Buildings: How to be Quantified? A Novel Benchmarking Framework and Labelling Metric.” Building and Environment 201: 108022. https://doi.org/10.1016/j.buildenv.2021.108022
  • Hughes, W., W. Zhang, D. Cerrai, A. Bagtzoglou, D. Wanik, and E. Anagnostou. 2022. “A Hybrid Physics-Based and Data-Driven Model for Power Distribution System Infrastructure Hardening and Outage Simulation.” Reliability Engineering & System Safety 225: 108628. https://doi.org/10.1016/j.ress.2022.108628
  • Khovalyg, D., O. B. Kazanci, H. Halvorsen, I. Gundlach, W. P. Bahnfleth, J. Toftum, and B. W. Olesen. 2020. “Critical Review of Standards for Indoor Thermal Environment and air Quality.” Energy and Buildings 213: 109819. https://doi.org/10.1016/j.enbuild.2020.109819
  • Klima, K., and M. G. Morgan. 2015. “Ice Storm Frequencies in a Warmer Climate.” Climatic Change 133 (2): 209–222. https://doi.org/10.1007/s10584-015-1460-9
  • Li, X., and R. Ding. 2023. “The Backward Nonlinear Local Lyapunov Exponent and its Application to Quantifying the Local Predictability of Extreme High-Temperature Events.” Climate Dynamics 60 (9–10): 2767–2781. https://doi.org/10.1007/s00382-022-06469-w.
  • Li, X., R. Ding, and J. Li. 2023a. “Estimating the Local Predictability of Heatwaves in South China Using the Backward Nonlinear Local Lyapunov Exponent Method.” Climate Dynamics 61: 1–14. https://doi.org/10.1007/s00382-023-06757-z
  • Li, X., Ding, R., & Li, J. (2023b). “The BaSIC Method: A new Approach to Quantitatively Assessing the Local Predictability of Extreme Weather Events.” Climate Dynamics, 60(11–12), 3561–3576. https://doi.org/10.1007/s00382-022-06526-4
  • Malla, F. A., A. Mushtaq, S. A. Bandh, I. Qayoom, A. T. Hoang, and Murtaza Shahid. 2022. “Understanding Climate Change: Scientific Opinion and Public Perspective.” In Climate Change: The Social and Scientific Construct, edited by Bandh Suhaib, 1–20. Switzerland: Springer.
  • Mehmood, S., J. Lizana, M. Núñez-Peiró, S. A. Maximov, and D. Friedrich. 2022. “Resilient Cooling Pathway for Extremely hot Climates in Southern Asia.” Applied Energy 325: 119811. https://doi.org/10.1016/j.apenergy.2022.119811
  • Mi, Z., D. Guan, Z. Liu, J. Liu, V. Viguié, N. Fromer, and Y. Wang. 2019. “Cities: The Core of Climate Change Mitigation.” Journal of Cleaner Production 207: 582–589. https://doi.org/10.1016/j.jclepro.2018.10.034
  • Mukherjee, S., R. Nateghi, and M. Hastak. 2018. “A Multi-Hazard Approach to Assess Severe Weather-Induced Major Power Outage Risks in the Us.” Reliability Engineering and System Safety 175: 283–305.
  • Naderi, S., G. Pignatta, S. Heslop, I. MacGill, and D. Chen. 2022. “Demand Response via pre-Cooling and Solar pre-Cooling: A Review.” Energy and Buildings 272: 112340. https://doi.org/10.1016/j.enbuild.2022.112340
  • NOAA. 2018. “National Oceanic and Atmospheric Administration, Heat Index.” https://www.weather.gov/safety/heat-index.
  • Philip, S. Y., S. F. Kew, G. J. Van Oldenborgh, F. S. Anslow, S. I. Seneviratne, R. Vautard, D. Coumou, K. L. Ebi, J. Arrighi, and R. Singh. 2021. “Rapid attribution analysis of the extraordinary heatwave on the Pacific Coast of the US and Canada June 2021.”.
  • Rahif, R., M. Hamdy, S. Homaei, C. Zhang, P. Holzer, and S. Attia. 2022. “Simulation-based Framework to Evaluate Resistivity of Cooling Strategies in Buildings Against Overheating Impact of Climate Change.” Building and Environment 208: 108599. https://doi.org/10.1016/j.buildenv.2021.108599
  • Ramos, J. S., M. P. Moreno, M. G. Delgado, SÁ Domínguez, and L. F. Cabeza. 2019. “Potential of Energy Flexible Buildings: Evaluation of DSM Strategies Using Building Thermal Mass.” Energy and Buildings 203: 109442. https://doi.org/10.1016/j.enbuild.2019.109442
  • Rostami, M., and S. Bucking. 2021. “A Framework for Integrating Reliability, Robustness, Resilience, and Vulnerability to Assess System Adaptivity.” International Mechanical Engineering Congress and Exposition.
  • Shandiz, S. C., G. Foliente, B. Rismanchi, A. Wachtel, and R. F. Jeffers. 2020. “Resilience Framework and Metrics for Energy Master Planning of Communities.” Energy 203: 117856. https://doi.org/10.1016/j.energy.2020.117856
  • Sheng, M., M. Reiner, K. Sun, and T. Hong. 2023. “Assessing Thermal Resilience of an Assisted Living Facility During Heat Waves and Cold Snaps with Power Outages.” Building and Environment 230: 110001. https://doi.org/10.1016/j.buildenv.2023.110001
  • Stone Jr, B., E. Mallen, M. Rajput, C. J. Gronlund, A. M. Broadbent, E. S. Krayenhoff, G. Augenbroe, M. S. O’Neill, and M. Georgescu. 2021. “Compound Climate and Infrastructure Events: How Electrical Grid Failure Alters Heat Wave Risk.” Environmental Science & Technology 55 (10): 6957–6964. https://doi.org/10.1021/acs.est.1c00024.
  • Streimikiene, D., T. Balezentis, I. Alisauskaite-Seskiene, G. Stankuniene, and Z. Simanaviciene. 2019. “A Review of Willingness to pay Studies for Climate Change Mitigation in the Energy Sector.” Energies 12 (8): 1481. https://doi.org/10.3390/en12081481
  • Tavakoli, E., A. O’Donovan, M. Kolokotroni, and P. D. O’Sullivan. 2022. “Evaluating the Indoor Thermal Resilience of Ventilative Cooling in non-Residential low Energy Buildings: A Review.” Building and Environment 222: 109376. https://doi.org/10.1016/j.buildenv.2022.109376
  • Woods, A. 2023. “Prolonged Power Outages, Often Caused by Weather Events, hit Some Parts of the U.S. Harder Than Others.” UW News. May 1. https://www.washington.edu/news/2023/05/01/prolonged-power-outages-often-caused-by-weather-events-hit-some-parts-of-the-u-s-harder-than-others/.
  • Zare, S., H. E. Shirvan, R. Hemmatjo, F. Nadri, Y. Jahani, K. Jamshidzadeh, and P. Paydar. 2019. “A Comparison of the Correlation Between Heat Stress Indices (UTCI, WBGT, WBDT, TSI) and Physiological Parameters of Workers in Iran.” Weather and Climate Extremes 26: 100213. https://doi.org/10.1016/j.wace.2019.100213
  • Zarei, B., H. Sharifi, and Y. Chaghouee. 2018. “Delay Causes Analysis in Complex Construction Projects: A Semantic Network Analysis Approach.” Production Planning & Control 29 (1): 29–40. https://doi.org/10.1080/09537287.2017.1376257
  • Zemo, K. H., H. T. Kassahun, and S. B. Olsen. 2019. “Determinants of Willingness-to-pay for Attributes of Power Outage - An Empirical Discrete Choice Experiment Addressing Implications for Fuel Switching in Developing Countries.” Energy 174: 206–215. https://doi.org/10.1016/j.energy.2019.02.129
  • Zeng, Z., W. Zhang, K. Sun, M. Wei, and T. Hong. 2022. “Investigation of pre-Cooling as a Recommended Measure to Improve Residential Buildings’ Thermal Resilience During Heat Waves.” Building and Environment 210: 108694. https://doi.org/10.1016/j.buildenv.2021.108694.

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