Digital Management System in Heritage Timber Buildings: A Detailed Application in Purranque, Chile
Publication: Journal of Performance of Constructed Facilities
Volume 36, Issue 2
Abstract
Artificial intelligence systems based on fuzzy logic models can manage both data obtained in situ from the buildings and that obtained from the knowledge base of professional experts. These kinds of digital methods can optimize resources and manage the uncertainty associated with the evaluation processes conducted by one or even different professional experts. Digital management systems that focus on preservation strategies help harmonize the results, as slight variations in the evaluation process of input variables do not generate a significant dispersion over the model’s output variable. The preventive conservation of heritage buildings requires cooperative efforts in terms of the definition of heritage value and in the establishment of future preservation strategies, where qualified experts’ opinions are key to examining multidisciplinary knowledge. In this respect, the incorporation of new protocols, which can help decision makers prioritize interventions and avoid restoration actions that are unnecessarily invasive or might cause irreparable loss of the properties, is urgently needed. The aim of this study concerns the analysis of the heritage value of the Mutizaval House emplaced in Purranque (South Chile) and a detailed examination of the functional degradation condition regarding each space of the whole building. The application of the fuzzy logic model revealed that 13 spaces out of 22 were ranked Condition C. Therefore, the methodology recommended monitoring the building’s state of conservation and implementing a preventive maintenance action within no more than five years to preserve the building’s features in a reasonably good state of functional condition. This kind of new digital management tool can be useful to stakeholders who are responsible for the establishment of preventive maintenance programs for heritage buildings in Chile.
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Data Availability Statement
Some or all data, models, or code that support the findings of this study are available from the corresponding author upon reasonable request.
Acknowledgments
The paper was supported by the project ANID/FONDECYT/N°11190554 (Chile).
References
Baturone, I., A. Barriga, C. Jimenez-Fernandez, D. R. Lopez, and S. Sanchez-Solano. 2000. Microelectronic design of fuzzy logic-based systems. London: CRC Press.
Bond, S., and D. Worthing. 2016. Managing built heritage: The role of cultural values and significance. New York: Wiley.
Bortolini, R., and N. Forcada. 2018. “Building inspection system for evaluating the technical performance of existing buildings.” J. Perform. Constr. Facil. 32 (5): 04018073. https://doi.org/10.1061/(ASCE)CF.1943-5509.0001220.
Carpio, M., J. Ortega, and A. J. Prieto. 2021. “Expert panel on in-situ visual inspections for masonry churches maintenance stage.” J. Civ. Eng. Manage. 27 (6): 454–471. https://doi.org/10.3846/jcem.2021.15256.
Carpio, M., and A. J. Prieto. 2021. “Expert panel, preventive maintenance of heritage buildings and fuzzy logic system: An application in Valdivia, Chile.” Sustainability 13 (12): 6922. https://doi.org/10.3390/su13126922.
Chianese, A., and F. Piccialli. 2016. “A smart system to manage the context evolution in the cultural heritage domain.” Comput. Electr. Eng. 55 (Oct): 27–38. https://doi.org/10.1016/j.compeleceng.2016.02.008.
CNCR (Centro Nacional de Conservación y Restauración). 2020. “Equipo.” Accessed September 21, 2020. https://www.cncr.gob.cl/sitio/.
de Nordenflycht, J. 2019. Estudios patrimoniales. Santiago, Chile: Ediciones UC.
Dzierma, Y., M. Thorwart, W. Rabbel, C. Siegmund, D. Comte, K. Bataille, and C. Prezzi. 2012. “Seismicity near the slip maximum of the 1960 Mw 9.5 Valdivia earthquake (Chile): Plate interface lock and reactivation of the subducted Valdivia fracture zone.” J. Geophys. Res. Solid Earth 117 (6): 12. https://doi.org/10.1029/2011JB008914.
Fallahpour, A., K. Y. Wong, S. Rajoo, and A. Mardani. 2020. “An integrated fuzzy carbon management-based model for suppliers’ performance evaluation and selection in green supply chain management.” Int. J. Fuzzy Syst. 22 (2): 712–723.
Fayek, A. R. 2020. “Fuzzy logic and fuzzy hybrid techniques for construction engineering and management.” J. Constr. Eng. Manage. 146 (7): 04020064. https://doi.org/10.1061/(ASCE)CO.1943-7862.0001854.
Grima, M. A., and R. Babuška. 1999. “Fuzzy model for the prediction of unconfined compressive strength of rock samples.” Int. J. Rock Mech. Min. Sci. 36 (3): 339–349. https://doi.org/10.1016/S0148-9062(99)00007-8.
Ibáñez, A. J. P., J. M. M. Bernal, M. J. C. de Diego, and F. J. A. Sánchez. 2016. “Expert system for predicting buildings service life under ISO 31000 standard. Application in architectural heritage.” J. Cult. Heritage 18 (Mar): 209–218. https://doi.org/10.1016/j.culher.2015.10.006.
Ighravwe, D. E., and S. A. Oke. 2019. “A multi-criteria decision-making framework for selecting a suitable maintenance strategy for public buildings using sustainability criteria.” J. Build. Eng. 24 (Jul): 100753. https://doi.org/10.1016/j.jobe.2019.100753.
IMSE-CNM (Instituto de Microelectrónica de Sevilla). 2012. “Herramientas de CAD para loógica difusa.” Accessed January 10, 2022. http://www2.imse-cnm.csic.es/Xfuzzy/Xfuzzy_3.3/index.html.
Indirli, M., and M. Sotero Apablaza. 2010. “Protección del Patrimonio en Valparaiso (Chile): Proyecto ‘MAR VASTO’” [Heritage protection in Valparaiso (Chile): Project: MAR VASTO]. Revista Ingeniería de Construcción 25 (1): 21–62. https://doi.org/10.4067/S071850732010000100002.
ISO. 2009. Risk management—Principles and guidelines. Geneva: ISO.
Jafari, R., M. A. Contreras, W. Yu, and A. Gegov. 2019. “Applications of fuzzy logic, artificial neural network and neuro-fuzzy in industrial engineering.” In Proc., Latin American Symp. on Industrial and Robotic Systems, 9–14. Berlin: Springer.
Li, H., C. P. Chen, and H. P. Huang. 2018. Fuzzy neural intelligent systems: Mathematical foundation and the applications in engineering. London: CRC Press.
Macías-Bernal, J. M., J. M. Calama-Rodríguez, and M. J. Chávez-de Diego. 2014. “Modelo de predicción de la vida útil de la edificación patrimonial a partir de la lógica difusa.” Informes de la Construcción 66 (533): e006. https://doi.org/10.3989/ic.12.107.
Mamdani, E. H., and S. Assilian. 1975. “An experiment in linguistic synthesis with a fuzzy logic controller.” Int. J. Man Mach. Stud. 7 (1): 1–13. https://doi.org/10.1016/S0020-7373(75)80002-2.
Marsden, P. 2019. Digital quality management in construction. London: Routledge.
MINVU (Ministerio de Vivienda y Urbanismo). 2021. “Ministries of state of the country.” Accessed March 17, 2021. http://www.minvu.cl/.
Mishra, M. 2021. “Machine learning techniques for structural health monitoring of heritage buildings: A state-of-the-art review and case studies.” J. Cult. Heritage 47 (Jan): 227–245. https://doi.org/10.1016/j.culher.2020.09.005.
Moreno-Cabezali, B. M., and J. M. Fernandez-Crehuet. 2020. “Application of a fuzzy-logic based model for risk assessment in additive manufacturing R&D projects.” Comput. Ind. Eng. 145 (Jul): 106529. https://doi.org/10.1016/j.cie.2020.106529.
NCh433. 2009. Diseño Sísmico de Edificios [Earthquake resistant design of buildings]. Santiago, Chile: Instituto Nacional de Normalización.
Pan, Y., and L. Zhang. 2021. “Roles of artificial intelligence in construction engineering and management: A critical review and future trends.” Autom. Constr. 122 (Feb): 103517. https://doi.org/10.1016/j.autcon.2020.103517.
Patel, D. A., and K. N. Jha. 2015. “Neural network model for the prediction of safe work behavior in construction projects.” J. Constr. Eng. Manage. 141 (1): 04014066. https://doi.org/10.1061/(ASCE)CO.1943-7862.0000922.
Patrimonio Edificado y Contexto. 2021. “Heritage rehabilitation of architectures and environments.” Accessed March 17, 2021. https://patrimonioycontexto.cl/.
Patrimonio Urbano. 2021. “General law of urban planning and construction.” Accessed March 17, 2021. http://www.patrimoniourbano.cl/.
Plan Municipal de Cultura Purranque. 2013. “Ilustre Municipalidad Purranque.” Accessed March 17, 2021. https://repositorio.cultura.gob.cl/bitstream/handle/123456789/3895/PURRANQUE%20correg.
PRC (Plan Regulador Comunal de Purranque). 2019. “Evaluación Ambiental Estratégica.” Accessed January 10, 2022. https://eae.mma.gob.cl/storage/documents/02_IA_PRC_Purranque.pdf.pdf.
Prieto, A. J., J. M. Macías-Bernal, M. J. Chávez, and F. J. Alejandre. 2017. “Fuzzy modeling of the functional service life of architectural heritage buildings.” J. Perform. Constr. Facil. 31 (5): 04017041. https://doi.org/10.1061/(ASCE)CF.1943-5509.0001021.
Prieto, A. J., J. M. Macías-Bernal, M. J. Chávez, F. J. Alejandre, and A. Silva. 2019. “Impact of maintenance, rehabilitation, and other interventions on functionality of heritage buildings.” J. Perform. Constr. Facil. 33 (2): 04019011. https://doi.org/10.1061/(ASCE)CF.1943-5509.0001271.
Prieto, A. J., K. Verichev, and M. Carpio. 2020a. “Heritage, resilience and climate change: A fuzzy logic application in timber-framed masonry buildings in Valparaíso, Chile.” Build. Environ. 174 (May): 106657. https://doi.org/10.1016/j.buildenv.2020.106657.
Prieto, A. J., K. Verichev, A. Silva, and J. de Brito. 2020b. “On the impacts of climate change on the functional deterioration of heritage buildings in South Chile.” Build. Environ. 183 (Oct): 107138. https://doi.org/10.1016/j.buildenv.2020.107138.
Rodríguez-Rosales, B., D. Abreu, R. Ortiz, J. Becerra, A. E. Cepero-Acán, M. A. Vázquez, and P. Ortiz. 2021. “Risk and vulnerability assessment in coastal environments applied to heritage buildings in Havana (Cuba) and Cadiz (Spain).” Sci. Total Environ. 750 (Jan): 141617. https://doi.org/10.1016/j.scitotenv.2020.141617.
Ross, T. J. 2005. Fuzzy logic with engineering applications. New York: Wiley.
Sánchez-Aparicio, L. J., M. G. Masciotta, J. García-Alvarez, L. F. Ramos, D. V. Oliveira, J. A. Martín-Jiménez, D. González-Aguilera, and P. Monteiro. 2020. “Web-GIS approach to preventive conservation of heritage buildings.” Autom. Constr. 118 (Oct): 103304. https://doi.org/10.1016/j.autcon.2020.103304.
Sawhney, A., M. Riley, and J. Irizarry. 2020. Construction 4.0: An innovation platform for the built environment. London: Routledge.
Silva, A., J. De Brito, and P. L. Gaspar. 2016. Methodologies for service life prediction of buildings: With a focus on façade claddings. Berlin: Springer.
Silva, A., and A. J. Prieto. 2021. “Modelling the service life of timber claddings using the factor method.” J. Build. Eng. 37 (May): 102137. https://doi.org/10.1016/j.jobe.2020.102137.
Tariq, A., S. O. A. Gillani, H. K. Qureshi, and I. Haneef. 2017. “Heritage preservation using aerial imagery from light weight low cost Unmanned Aerial Vehicle (UAV).” In Proc., 2017 Int. Conf. on Communication Technologies, 201–205. New York: IEEE.
Taylor, B. N., and C. E. Kuyatt. 1994. Guidelines for evaluating and expressing the uncertainty of NIST measurement results. Gaithersburg, MD: NIST.
Thaker, S., and V. Nagori. 2018. “Analysis of fuzzification process in fuzzy expert system.” Procedia Comput. Sci. 132 (Jan): 1308–1316. https://doi.org/10.1016/j.procs.2018.05.047.
Torres-González, M., A. J. Prieto, F. J. Alejandre, and F. J. Blasco-López. 2021. “Digital management focused on the preventive maintenance of world heritage sites.” Autom. Constr. 129 (Sep): 103813. https://doi.org/10.1016/j.autcon.2021.103813.
Valecillo, Z. 2014. “Espacios que construyen ciudadanía: La educación patrimonial en la gestión del patrimonio cultural desde América Latina” [Spaces that build citizenship: Heritage education in the management of cultural heritage from Latin America]. Revista América Patrimonio 6 (Jan): 169–181.
Vandesande, A. 2017. Preventive conservation strategy for built heritage aimed at sustainable management and local development. Leuven, Belgium: Katholieke Universiteit Leuven.
Veldpaus, L., A. R. Pereira Roders, and B. J. Colenbrander. 2013. “Urban heritage: Putting the past into the future.” Historic Environ. Policy Pract. 4 (1): 3–18. https://doi.org/10.1179/1756750513Z.00000000022.
Zadeh, L. 1965. “Fuzzy sets.” Inf. Control 8 (3): 338–353. https://doi.org/10.1016/S0019-9958(65)90241-X.
Zalmai, M. L., C. Akcay, and E. Manisali. 2019. “Time-cost optimization using harmony search algorithm in construction projects. Revista de la Construcción.” J. Constr. 18 (2): 226–237.
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Received: Jun 14, 2021
Accepted: Dec 2, 2021
Published online: Feb 3, 2022
Published in print: Apr 1, 2022
Discussion open until: Jul 3, 2022
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