Technical Papers
Jun 7, 2023

Applicability of Different Decision-Making Methodologies for Selecting the Optimum Gravity System for a Medical Facility: A Case Study

Publication: Practice Periodical on Structural Design and Construction
Volume 28, Issue 3

Abstract

Structural engineers in the early stages of design will consider multiple system configurations, compositions, and materials, including multiple configurations within a single material, in an effort to select the best solution. When tasked to narrow down these options, engineers rely on a variety of skills, heuristics, and techniques, as well as their own expert judgement. Although there is no correct or incorrect technique, different methods could lead to different systems ultimately being selected depending on factors such as designer preference and experience with structural materials, criteria used, outside influences, design performance, and so on. For medical facilities that require higher performing solutions coupled with robust and often conflicting requirements across multiple discipline boundaries, objective decision making becomes more difficult while not overinfluencing biases in the decision process. In talking cues from engineering design, multicriteria decision-making methodologies (MCDMMs) could be a viable route for medical facility system selection. Such applications have been applied to the building industry but have not been heavily studied in the structural domain. This body of work highlights the effectiveness, usage, and applicability of MCDMM strategies for selecting structural systems given conflicting multidisciplinary criteria. MCDMMs have differing strengths and weaknesses (e.g., compensatory, voting, and rank ordering) that affect a rational decision maker’s ultimate choice, which have not been explored in depth. This study compares a set of different designs across well-established multidisciplinary criteria using three powerful methodologies: analytic hierarchy process (AHP), choosing by advantages (CBA), and Pugh matrix (PM). The project was a real built medical facility where this investigation was conducted as part of a research component to a capstone design course. The resulting MCDMM outcomes show that both AHP and PM rankings are identical for the best and second-best alternatives. CBA had slightly different results yet were very comparable. Similar results are present for the lowest ranking systems; they worse systems were identically ranked with AHP and PM.

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Data Availability Statement

All data, models, and code generated or used during the study appear in the published article.

References

Abraham, K., M. Lepech, and J. Haymaker. 2013. “Selection and application of choosing by advantages on a corporate campus project.” In Proc., 21st Int. Group for Lean Construction Conf., 349–358. Fortaleza, Brazil: International Group for Lean Construction.
Addis, W. 2016. Structural and civil engineering design. Oxfordshire, UK: Routledge.
AISC. 2016. Standard for composite steel floor deck-slabs. ANSI/SDI C-2011. Chicago: AISC.
Alemam, A., and S. Li. 2016. “Matrix-based quality tools for concept generation in eco-design.” Concurrent Eng. 24 (2): 113–128. https://doi.org/10.1177/1063293X15625097.
ANSI/SDI (American National Standards Institute/Steel Deck Institute. 2017. C—2017 standard for composite steel floor deck-slabs. Florence, SC: ANSI/SDI.
Antucheviciene, J., Z. Kala, M. Marzouk, and E. R. Vaidogas. 2015. “Decision making methods and applications in civil engineering.” Math. Probl. Eng. 2015: 1–14.
Arroyo, P., C. Mourgues, F. Flager, and M. G. Correa. 2018. “A new method for applying choosing by advantages (CBA) multicriteria decision to a large number of design alternatives.” Energy Build. 167 (May): 30–37. https://doi.org/10.1016/j.enbuild.2018.02.031.
Arroyo, P., I. D. Tommelein, and G. Ballard. 2012. “Comparing multi-criteria decision-making methods to select sustainable alternatives in the AEC industry.” In Proc., ICSDEC 2012: Developing the Frontier of Sustainable Design, Engineering, and Construction, 869–876. Reston, VA: ASCE.
Arroyo, P., I. D. Tommelein, and G. Ballard. 2014. “Comparing weighting rating and calculating vs. choosing by advantages to make design choices.” In Vol. 1 of Proc., 22nd Annual Conf. of the Int. Group for Lean Construction, 1–12. Dublin, Ireland: International Group for Lean Construction.
Arroyo, P., I. D. Tommelein, and G. Ballard. 2015. “Comparing AHP and CBA as decision methods to resolve the choosing problem in detailed design.” J. Constr. Eng. Manage. 141 (1): 04014063. https://doi.org/10.1061/(ASCE)CO.1943-7862.0000915.
Arroyo, P., I. D. Tommelein, and G. Ballard. 2016. “Selecting globally sustainable materials: A case study using choosing by advantages.” J. Constr. Eng. Manage. 142 (2): 05015015. https://doi.org/10.1061/(ASCE)CO.1943-7862.0001041.
ASCE/SEI (Structural Engineering Institute). 2016. Minimum design loads for buildings and other structures. ASCE/SEI 7-16. Reston, VA: ASCE.
Attallah, S. O., A. Kandil, A. Senouci, and H. Al-Derham. 2017. “Multicriteria decision-making methodology for credit selection in building sustainability rating systems.” J. Archit. Eng. 23 (2): 04017004. https://doi.org/10.1061/(ASCE)AE.1943-5568.0000244.
Balali, V., B. Zahraie, and A. Roozbahani. 2014. “A comparison of AHP and PROMETHEE family decision making methods for selection of building structural system.” Am. J. Civ. Eng. Archit. 2 (5): 149–159. https://doi.org/10.12691/ajcea-2-5-1.
Beam, C., C. Black, S. Chui, and C. Barton. 2018. “Changing dynamics of medical office space.” In Petra integrated construction strategies. La Palma, CA: Petra ICS.
Bentley Systems Incorporated. 2019. “RAM structural system.” Accessed January 20, 2019. https://www.bentley.com/software/ram-structural-system/.
Bhatt, R., and J. E. M. Macwan. 2012. “Global weights of parameters for sustainable buildings from consultants’ perspectives in Indian context.” J. Archit. Eng. 18 (3): 233–241. https://doi.org/10.1061/(ASCE)AE.1943-5568.0000069.
Bhatt, R., and J. E. M. Macwan. 2016. “Fuzzy logic and analytic hierarchy process–based conceptual model for sustainable commercial building assessment for India.” J. Archit. Eng. 22 (1): 04015009. https://doi.org/10.1061/(ASCE)AE.1943-5568.0000184.
Bowen, S., A. Durrant, B. Nissen, J. Bowers, and P. Wright. 2016. The value of designers’ creative practice within complex collaborations. Amsterdam, Netherlands: Elsevier BV.
Buchanan, J. T., P. J. Sheppard, and D. Vanderpooten. 1999. Project ranking using ELECTRE III. Hamilton, New Zealand: Univ. of Waikato.
Burgren, M., and L. Thoren. 2015. Comparing the outcomes of two decision support models: The analytical hierarchy process and Pugh matrix analysis. Karlstad, Sweden: Karlstad Univ.
Busby, J. S. 1999. “The problem with design reuse: An investigation into outcomes and antecedents.” J. Eng. Des. 10 (3): 277–296. https://doi.org/10.1080/095448299261335.
Capolongo, S., M. Buffoli, M. Gola, and A. Rebecchi. 2016. “Assessing the complexity of a healthcare facility as an evaluation tool for reaching economic, social and environmental sustainability in hospital buildings.” In European healthcare design 2016 congress & exhibition, 109–109. Billericay, UK: Salus Global Knowledge Exchange.
Carr, R. 2017. “Health care facilities.” Accessed March 27, 2019. http://www.wbdg.org/building-types/health-care-facilities.
Castillo, E., J. A. Lozano-Galant, M. Nogal, and J. Turmo. 2015. “New tool to help decision making in civil engineering.” J. Civ. Eng. Manage. 21 (6): 689–697. https://doi.org/10.3846/13923730.2014.893904.
Caterino, N., I. Iervolino, G. Manfredi, and E. Cosenza. 2009. “Comparative analysis of multi-criteria decision-making methods for seismic structural retrofitting.” Comput-Aided Civ. Infrastruct. Eng. 24 (6): 432–445. https://doi.org/10.1111/j.1467-8667.2009.00599.x.
Chandwani, V., V. Agrawal, and N. K. Gupta. 2012. “Role of conceptual design in high rise buildings.” Int. J. Eng. 2 (4): 556–560.
Cross, N. 2004. “Expertise in design: An overview.” Des. Stud. 25 (5): 427–441. https://doi.org/10.1016/j.destud.2004.06.002.
Dalalah, D., F. Al-Oqla, and M. Hayajneh. 2010. “Application of the analytic hierarchy process (AHP) in multi-criteria analysis of the selection of cranes.” Jordan J. Mech. Ind. Eng. 4 (5): 1–10.
Darko, A., A. P. C. Chan, E. E. Ameyaw, E. K. Owusu, E. Pärn, and D. J. Edwards. 2019. “Review of application of analytic hierarchy process (AHP) in construction.” Int. J. Constr. Manage. 19 (5): 436–452. https://doi.org/10.1080/15623599.2018.1452098.
Doczy, R., and Y. Abdelrazig. 2017. “Green buildings case study analysis using AHP and MAUT in sustainability and costs.” J. Archit. Eng. 23 (3): 05017002. https://doi.org/10.1061/(ASCE)AE.1943-5568.0000252.
Durdyev, S., M. R. Hosseini, I. Martek, S. Ismail, and M. Arashpour. 2019. “Barriers to the use of integrated project delivery (IPD): A quantified model for Malaysia.” Eng. Constr. Archit. Manage. 27 (1): 186–204. https://doi.org/10.1108/ECAM-12-2018-0535.
Ellman, A., J. Paronen, T. S. Juuti, and T. Tiainen. 2018. “Re-use of engineering design rationale in finish SME project based industry.” In Proc., DS 92: Design 2018 15th Int. Design Conf., 1825–1832. Glasgow, UK: The Design Society.
Fabris, P. 2014. “6 keys to better healthcare design.” Building Design and Construction. Accessed March 27, 2019. www.bdcnetwork.com/6-keys-better-healthcare-design.
FGI (Facilities Guidelines Institute). 2018. Guidelines for design and construction of outpatient facilities. Dallas, TX: FGI.
Foreman, J. 2019. “Medical office building structural design considerations.” In Structures congress 2019: Buildings and natural disasters, 23–29. Reston, VA: ASCE.
Frey, D., P. Herder, Y. Wijnia, E. Subrahmanian, K. Katsikopoulos, and D. Clausing. 2008. “The Pugh controlled convergence method: Model-based evaluation and implications for design theory.” Res. Eng. Des. 20 (Mar): 41–58.
Gane, V., and J. Haymaker. 2007. “Conceptual design of high-rises with parametric methods.” In Proc., 25th eCAADe Conf., 293–301. Wiesbaden, Germany: Education and Research in Computer Aided Architectural Design in Europe.
Ha, T.-H., B.-H. Cho, H. Kim, and D.-J. Kim. 2016. “Development of an efficient steel beam section for modular construction based on six-sigma.” Adv. Mater. Sci. Eng. 2016 (Jan): 1–13. https://doi.org/10.1155/2016/9687078.
Hauke, J., and T. Kossowski. 2011. “Comparison of values of Pearson’s and Spearman’s correlation coefficients on the same sets of data.” Quaestiones Geographicae 30 (2): 87. https://doi.org/10.2478/v10117-011-0021-1.
Haymaker, J. R., J. M. Chachere, and R. R. Senescu. 2011. “Measuring and improving rationale clarity in a university office building design process.” J. Archit. Eng. 17 (3): 97–111. https://doi.org/10.1061/(ASCE)AE.1943-5568.0000041.
Hazelrigg, G. A. 2003. “Validation of engineering design alternative selection methods.” Eng. Optim. 35 (2): 103–120. https://doi.org/10.1080/0305215031000097059.
Heravi, G., and M. Rashid. 2018. “Developing an approach to develop and validate a lean construction plan using performance evaluation of repetitive subprojects.” J. Archit. Eng. 24 (1): 04017033. https://doi.org/10.1061/(ASCE)AE.1943-5568.0000291.
Holzer, D., R. Hough, and M. Burry. 2006. “Parametric design and structural optimization for early design exploration.” Int. J. Archit. Comput. 5 (4): 625–643. https://doi.org/10.1260/147807707783600780.
ICC (International Code Council. 2015. International building code 2015. Falls Church, VA: ICC.
Jato-Espino, D., E. Castillo-Lopez, J. Rodriguez-Hernandez, and J. C. Canteras-Jordana. 2014. “A review of application of multi-criteria decision making methods in construction.” Autom. Constr. 45 (Sep): 151–162. https://doi.org/10.1016/j.autcon.2014.05.013.
Johnson, N., and M. Creveling. 2015. “Engineering an elegant solution.” Civ. Eng. Mag. Arch. 85 (11): 58–65. https://doi.org/10.1061/ciegag.0001050.
Kara, H., ed. 2022. Interdisciplinary design: New lessons from architecture and engineering. New York: Actar Publishers.
Karakhan, A. A., S. Rajendran, J. Gambatese, and C. Nnaji. 2018. “Measuring and evaluating safety maturity of construction contractors: Multicriteria decision-making approach.” J. Constr. Eng. Manage. 144 (7): 04018054. https://doi.org/10.1061/(ASCE)CO.1943-7862.0001503.
Katz, T. M. 2005. “An optimal binning transformation for use in predictive modeling.” In Feature selection for data mining, 87. Berlin: Springer.
Khazaii, J. 2016. “Analytical hierarchy process (AHP).” In Advanced decision making for HVAC engineers, 73–85. Cham, Switzerland: Springer.
Khoury, M., and B. Husseini. 2003. “Seismic design of an irregular office building.” Ph.D. thesis, Faculty of Engineering, Univ. of Balamand.
Kokotovich, V., and K. Dorst. 2016. “The art of ‘stepping back’: Studying levels of abstraction in a diverse design team.” Des. Stud. 46 (Sep): 79–94. https://doi.org/10.1016/j.destud.2016.07.005.
Kovacs S. J. 2018. “A new day: 2018 A/E/C survey results.” Accessed March 27, 2019. https://www.healthcaredesignmagazine.com/trends/architecture/a-new-day-2018-a-e-c-survey-results/.
Kpamma, Z. E., E. Adinyira, J. Ayarkwa, and T. Adjei-Kumi. 2016. “Application of the CBA decision system to manage user preferences in the design process.” J. Civ. Eng. Educ. 142 (1): 05015004. https://doi.org/10.1061/(ASCE)EI.1943-5541.0000258.
Kpamma, Z. E., T. Adjei-Kumi, J. Ayarkwa, and E. Adinyira. 2018. “Choosing by advantages incorporated framework for a user-involved design process.” Archit. Eng. Des. Manage. 14 (3): 194–217. https://doi.org/10.1080/17452007.2017.1341831.
Lam, P. T. I., A. P. C. Chan, F. K. W. Wong, and F. W. H. Wong. 2007. “Constructability rankings of construction systems based on the analytical hierarchy process.” J. Archit. Eng. 13 (1): 36–43. https://doi.org/10.1061/(ASCE)1076-0431(2007)13:1(36).
Lavender, S. A., C. M. Sommerich, E. B. N. Sanders, K. D. Evans, J. Li, R. Z. Radin Umar, and E. S. Patterson. 2020. “Developing evidence-based design guidelines for medical/surgical hospital patient rooms that meet the needs of staff, patients, and visitors.” HERD 13 (1): 145–178. https://doi.org/10.1177/1937586719856009.
Marler, R. T., and J. S. Arora. 2004. “Survey of multi-objective optimization methods for engineering.” Struct. Multidiscip. Optim. 26 (6): 369–395. https://doi.org/10.1007/s00158-003-0368-6.
Martinez, E., I. Tommelein, and A. Alvear. 2016. “Formwork system selection using choosing by advantages.” In Construction Research Congress 2016, 1700–1709. Reston, VA: ASCE.
Martini, K. 2011. “Optimization and parametric modelling to support conceptual structural design.” Int. J. Archit. Comput. 9 (2): 151–166. https://doi.org/10.1260/1478-0771.9.2.151.
McIntyre, C., and M. K. Parfitt. 1998. “Decision support system for residential land development site selection process.” J. Archit. Eng. 4 (4): 125–131. https://doi.org/10.1061/(ASCE)1076-0431(1998)4:4(125).
Middlebrooks, R., and S. Hammond. 2010. “The dots are connected in today’s digital BIM workflow.” In Proc., Structure Engineering and Design, 49. Fayetteville, AR: Zweig Group.
Miles, J. C., N. M. Bouchlaghem, C. Anumba, M. Cen, M. Taylor, and H. Shang. 2004. “Supporting the concurrent conceptual design of buildings.” In Proc., IABSE Symp. Shanghai, China: IABSE.
Mu, E., and M. Pereyra-Rojas. 2017. Practical decision making Springer briefs in operations research. Berlin: Springer.
Mullur, A. A., C. A. Mattson, and A. Messac. 2003. “Pitfalls of the typical construction of decision matrices for concept selection.” In Proc., 41st Aerospace Sciences Meeting and Exhibit. Reston, VA: American Institute of Aeronautics and Astronautics.
Murray, T., D. Allen, E. Ungar, and B. Davis. 2016. “Vibrations of steel-framed structural systems due to human activity.” In AISC design guide 11. 2nd ed. Chicago: AISC.
Nixon, J., P. Dey, and P. Davies. 2013. “Design of a novel solar thermal collector using a multi-criteria decision-making methodology.” J. Cleaner Prod. 59 (Nov): 150–159. https://doi.org/10.1016/j.jclepro.2013.06.027.
Noorzai, E., A. Hosseini, K. G. Jafari, and M. Aghaeipoor. 2017. “Providing a model to select an optimum multifamily housing method in Iran.” J. Archit. Eng. 23 (2): 04016019. https://doi.org/10.1061/(ASCE)AE.1943-5568.0000236.
Norton, E. 2018. Medical office space gets tight. Houston: Transwestern.
Park, K., and N. Holt. 2010. “Parametric design process of a complex building in practice using programmed code as master model.” Int. J. Archit. Comput. 8 (3): 359–376. https://doi.org/10.1260/1478-0771.8.3.359.
Parrish, K., and I. Tommelein. 2009. “Making design decisions using choosing by advantages.” In Proc., 17th Annual Conf. of the Int. Group for Lean Construction, IGLC17, 501–510. Tempe, AZ: Arizona State Univ.
Pilosof, N. P. 2021. “Building for change: Comparative case study of hospital architecture.” HERD: Health Environ. Res. Des. J. 14 (1): 47–60. https://doi.org/10.1177/1937586720927026.
Pingel, M. J. 2021. “A national look at hospital bed tower design.” HERD: Health Environ. Res. Des. J. 14 (3): 305–319. https://doi.org/10.1177/1937586721996251.
Rowlinson, S. 2017. “Building information modelling, integrated project delivery and all that.” Constr. Innovation 17 (1): 45–49.
Ruby, D. I. 2008. Design guide 23: Constructability of structural steel buildings, 50. Chicago: American Institute of Steel Construction.
Saaty, T. 2008. “Decision making with the analytical hierarchy process.” Int. J. Serv. Sci. 1 (1): 83–98. https://doi.org/10.1504/IJSSCI.2008.017590.
Saaty, T., and L. Vargas. 2012. Models, methods, concepts & applications of the analytic hierarchy process. Cham, Switzerland: Springer.
Salonen, M., and M. Perttula. 2005. “Utilization of concept selection methods: A survey of Finnish industry.” In Vol. 4742 of Proc., Int. Design Engineering Technical Conf. and Computers and Information in Engineering Conf., 527–535. New York: ASME.
Schmidt, C. 2018. “MCD industry pulse survey: Building & design trends in healthcare.” Medical Construction and Design Magazine, June 20, 2018.
Schöttle, A., and P. Arroyo. 2017. “Comparison of weighting-rating-calculating, best value, and choosing by advantages for bidder selection.” J. Constr. Eng. Manage. 143 (8): 05017015. https://doi.org/10.1061/(ASCE)CO.1943-7862.0001342.
Schumacher, J., and R. K. Otani. 2012. “Advanced computational modeling in multidisciplinary design.” In Proc., ASCE 20th Analysis and Computation Specialty Conf., 231–244. Reston, VA: ASCE.
Severyn, A. 2019. “Decision-making methods in the structural design of healthcare facilities.” Undergraduate Honors thesis, Dept. of Architectural Engineering, Penn State University Schreyer Honors College, University Park.
Siksnelyte-Butkiene, I., D. Streimikiene, T. Balezentis, and V. Skulskis. 2021. “A systematic literature review of multi-criteria decision-making methods for sustainable selection of insulation materials in buildings.” Sustainability 13 (2): 737. https://doi.org/10.3390/su13020737.
Silvis, J. 2018. “A new day.” Healthcare Design Magazine, April 1, 2018.
Sloane, E. B., M. J. Liberatore, R. L. Nydick, W. Luo, and Q. B. Chung. 2003. “Using the analytical hierarchy process as a clinical engineering tool to facilitate an iterative, multidisciplinary, microeconomic health technology assessment.” Comput. Oper. Res. 30 (10): 1447–1465. https://doi.org/10.1016/S0305-0548(02)00187-9.
Solnosky, R. 2013. “Process modeling focusing on interdisciplinary design relating to structural design and construction.” In Proc., Architectural Engineering Institute Conf. Reston, VA: ASCE.
Solnosky, R. 2016. “Integrated structural processes on innovative multidisciplinary projects supported by building information modeling.” ASCE J. Archit. Eng. 23 (2): 05016004. https://doi.org/10.1061/(ASCE)AE.1943-5568.0000230.
Steele, J. 2000. “The interdisciplinary conceptual design of buildings.” Ph.D. thesis, Architecture, Building and Civil Engineering, Loughborough Univ.
Suhr, J. 1999. The choosing by advantages decisionmaking system. Westport, CT: Greenwood Publishing Group.
Takezawa, A., S. Nishiwaki, K. Izui, M. Yoshimura, H. Nishigaki, and Y. Tsurumi. 2005. “Concurrent design and evaluation based on structural optimization using structural and function-oriented elements at the conceptual design phase.” Concurrent Eng. 13 (1): 29–42. https://doi.org/10.1177/1063293X05050914.
Tatum, C. B., and G. P. Luth. 2012. “Integrating structural and construction engineering.” In Proc., Construction Research Congress 2012: Construction Challenges in a Flat World, 1301–1310. Reston, VA: ASCE.
Thakker, A., J. Jarvis, M. Buggy, and A. Sahed. 2009. “3DCAD conceptual design of the next-generation impulse turbine using the Pugh decision-matrix.” Mater. Des. 30 (7): 2676–2684. https://doi.org/10.1016/j.matdes.2008.10.011.
Toh, C. A., and S. R. Miller. 2016. “Choosing creativity: The role of individual risk and ambiguity aversion on creative concept selection in engineering design.” Res. Eng. Des. 27 (Jul): 195–219. https://doi.org/10.1007/s00163-015-0212-1.
Triantaphyllou, E., and S. H. Mann. 1995. “Using the analytic hierarchy process for decisionmaking in engineering applications: Some challenges.” Int. J. Ind. Eng.: Appl. Pract. 2 (1): 35–44.
Viana, M. L., B. H. Hadikusumo, M. Z. Mohammad, and Z. Kahvandi. 2020. “Integrated project delivery (IPD): An updated review and analysis case study.” J. Eng. Project Prod. Manage. 10 (2): 147–161.
Wao, J. O. 2017. “Value engineering evaluation method for sustainable construction.” In AEI 2017, 1091–1102. Reston, VA: ASCE.
Zanni, M. A., R. Soetanto, and K. Ruikar. 2017. “Towards a BIM-enabled sustainable building design process: Roles, responsibilities, and requirements.” Archit. Eng. Des. Manage. 13 (2): 101–129. https://doi.org/10.1080/17452007.2016.1213153.
Zavadskas, E. K., J. Antucheviciene, T. Vilutiene, and H. Adeli. 2017. “Sustainable decision-making in civil engineering, construction and building technology.” Sustainability 10 (2): 14. https://doi.org/10.3390/su10010014.
Zavadskas, E. K., J. Antuchevičienė, and O. Kapliński. 2015. “Multi-criteria decision making in civil engineering: Part I–A state-of-the-art survey.” Eng. Struct. Technol. 7 (3): 103–113. https://doi.org/10.3846/2029882X.2015.1143204.

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Practice Periodical on Structural Design and Construction
Volume 28Issue 3August 2023

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Received: Aug 28, 2022
Accepted: Feb 19, 2023
Published online: Jun 7, 2023
Published in print: Aug 1, 2023
Discussion open until: Nov 7, 2023

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Abby Severyn [email protected]
Undergraduate Honors Student, Dept. of Architectural Engineering, Penn State Univ., University Park, PA 16802. Email: [email protected]
Simon W. Miller, Ph.D. [email protected]
Assistant Research Professor, Applied Research Laboratory, Penn State Univ., University Park, PA 16802. Email: [email protected]
Associate Teaching Professor, Dept. of Architectural Engineering, Penn State Univ., University Park, PA 16802 (corresponding author). ORCID: https://orcid.org/0000-0002-5214-2102. Email: [email protected]

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