Fuzzy Systems in the Service-Life Prediction of Exterior Natural Stone Claddings
Publication: Journal of Performance of Constructed Facilities
Volume 30, Issue 5
Abstract
Buildings and their elements are designed to be used for a certain period of time (their service life), fulfilling all requirements for which they were designed without excessive maintenance costs. However, buildings begin to deteriorate because the instant they are put into use, they begin to show a progressive loss of performance until they become obsolete, having deteriorated beyond minimal acceptable levels or having failed to meet economic expectations. Nowadays, mostly for economic and environmental reasons, there is a growing concern about the durability and service life of buildings. This paper discusses the service life prediction of natural stone claddings using a Takagi-Sugeno fuzzy model. The models proposed include variables that influence the degradation of the claddings analyzed. To obtain the models proposed, samples of 140 and 203 façades were subjected to meticulous field work to determine their condition. The service life of the samples was also evaluated and the influence of the characteristics of the claddings on degradation was analyzed. This study demonstrates the usefulness of fuzzy systems to evaluate the service life of exterior stone claddings.
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Acknowledgments
The authors gratefully acknowledge the support of the Centre of Intelligent Systems/IDMEC, the CERis-ICIST Research Institute, Instituto Superior Técnico (IST), the University of Lisbon, and FCT (Foundation for Science and Technology), which supported this work under LAETA Pest-OE/EME/LA0022.
References
Anoop, M. B., Raghuprasad, B. K., and Rao, K. B. (2012). “A refined methodology for durability-based service life estimation of reinforced concrete structural elements considering fuzzy and random uncertainties.” Comput. -Aided Civ. Infrastruct. Eng., 27(3), 170–186.
Babuška, R. (1998). Fuzzy modeling for control, Kluwer Academic, Boston.
Bezdek, J. C. (1981). Pattern recognition with fuzzy objective function, Plenum Press, New York.
Bocchini, P., Saydam, D., and Frangopol, D. M. (2013). “Efficient, accurate, and simple Markov chain model for the life-cycle analysis of bridge groups.” Struct. Saf., 40, 51–64.
Bower, B. (1999). “Simple minds, smart choices.” Sci. News, 155(22), 348–350.
Brock, L. (2005). Designing the exterior wall: An architectural guide to the vertical envelope, 1st Ed., Wiley, Hoboken, NJ.
BSI (British Standards Institution). (1992). “Guide to durability of buildings and building elements, products and components.” BS 7543, London.
Cole, I. S., and Corrigan, P. A. (2009). “Development of a range of methods for estimating the service life of buildings and engineered structures.” Proc., 18th World IMACS/MODSIM Congress, Modelling and Simulation Society of Australia and New Zealand and International Association for Mathematics and Computers in Simulation, Canberra, Australia, 310–316.
Dernie, D. (2003). New stone architecture, 1st Ed., Laurence King Publishing, London.
Ellingwood, B. R. (2005). “Risk-informed condition assessment of civil infrastructure: State of practice and research issues.” Struct. Infrastruct. Eng.: Maintenance Manage. Life-Cycle Des. Perform., 1(1), 7–18.
Emídio, F., de Brito, J., Gaspar, P. L., and Silva, A. (2014). “Application of the factor method to the estimation of the service life of natural stone cladding.” Constr. Build. Mater., 66, 484–493.
Fellin, W., Lessmann, H., Oberguggenberger, M., and Vieider, R. (2005). Analyzing uncertainty in civil engineering, 1st Ed., Springer, Berlin.
Gaspar, P. L., and de Brito, J. (2008). “Service life estimation of cement-rendered facades.” Build. Res. Inform., 36(1), 44–55.
Gaspar, P. L., and de Brito, J. (2011). “Limit states and service life of cement renders on façades.” J. Mater. Civ. Eng., 1396–1404.
ISO. (2011). “Buildings and constructed assets—Service life planning—Part 1: General principles and framework.” ISO 15686-1, Switzerland.
Jang, J., and Gulley, N. (1997). “MATLAB—Fuzzy logic toolbox—User’s guide.” MathWorks, Natick, MA.
Klir, G. J., and Yuan, B. (1995). Fuzzy sets and fuzzy logic: Theory and applications, Prentice Hall, Upper Saddle River, NJ.
Kucukvar, M., Gumus, S., Egilmez, G., and Tatari, O. (2014). “Ranking the sustainability performance of pavements: An intuitionistic fuzzy decision making method.” Autom. Constr., 40, 33–43.
Künhel, R. (2004). “Cause and consequence: Volume changes behind building material deterioration.” Mater. Characteriz., 53(2–4), 171–180.
Li, T. H. Y., Ng, S. T., and Skitmore, M. (2013). “Evaluating stakeholder satisfaction during public participation in major infrastructure and construction projects: A fuzzy approach.” Autom. Constr., 29, 123–135.
Marteinsson, B. (2003). “Assessment of service lives in the design of buildings–development of the factor method.” Licentiate thesis, KTH’s Research School–HiG, Centre of Built Environment, Univ. of Gävle, Sweden.
McNeill, F. M., and Thro, E. (1994). Fuzzy logic: A practical approach, 1st Ed., AP Professional, Boston.
Moubray, J. (1991). Reliability-centred maintenance, Butterworth-Heinemann, Oxford, 320.
Pitts, B. J. F., Pitts, J. N. (2000). “Chemistry of the upper and lower atmosphere.” Theory, experiments and applications, Academic Press, New York.
Rincón, L., Pérez, G., Cabeza, L. F. (2013). “Service life of the dwelling stock in Spain.” Int. J. Life Cycle Assess., 18(5), 919–925.
Rivas, T., Alvarez, E., Mosquera, M. J., Alejano, L., and Taboada, J. (2010). “Crystallization modifiers applied in granite desalination: The role of the stone pore structure.” Constr. Build. Mater., 24(5), 766–776.
Sadeghi, N., Fayek, A. R., Pedrycz, W. (2010). “Fuzzy Monte Carlo simulation and risk assessment in construction.” Comput.-Aided Civ. Infrastruct. Eng., 25(4), 238–252.
Shohet, I., and Paciuk, M. (2004). “Service life prediction of exterior cladding components under standard conditions.” Constr. Manage. Econ., 22(10), 1081–1090.
Shohet, I., Rosenfeld, Y., Puterman, M., and Gilboa, E. (1999). “Deterioration patterns for maintenance management—A methodological approach.” Proc., 8th DBMC, Conf. on Durability of Building Materials and Components, National Research Council Canada, Rotterdam, Netherlands, 1666–1678.
Silva, A., de Brito, J., and Gaspar, P. L. (2011a). “Service life prediction model applied to natural stone wall claddings (directly adhered to the substrate).” Constr. Build. Mater., 25(9), 3674–3684.
Silva, A., de Brito, J., and Gaspar, P. L. (2012). “Application of the factor method to maintenance decision support for stone cladding.” Autom. Constr., 22, 165–174.
Silva, A., Dias, J. L., Gaspar, P. L., and de Brito, J. (2011b). “Service life prediction models for exterior stone cladding.” Build. Res. Inform., 39(6), 637–653.
Silva, A., Dias, J. L., Gaspar, P. L., and de Brito, J. (2013). “Statistical models applied to service life prediction of rendered façades.” Autom. Constr., 30, 151–160.
Sousa, J. M. C., and Kaymak, U. (2002). “Fuzzy decision making in modeling and control.” World scientific series in robotics & intelligent systems, World Scientific, Singapore.
Takagi, T., and Sugeno, M. (1985). “Fuzzy identification of systems and its applications to modelling and control.” IEEE Trans. Syst. Man Cyber., SMC-15(1), 116–132.
Tolman, F., and Tolman, A. (2003). “Optimization and decision-making in sustainable construction and operation.” Proc., Integrated Lifetime Engineering of Buildings and Civil Infrastructures, ILCDES 2003, Association of Finnish Civil Engineers, Finland.
Vieira, S. M., Silva, A., Sousa, J. M. C., de Brito, J., and Gaspar, P. L. (2015). “Modelling the service life of rendered façades using fuzzy systems.” Autom. Constr., 51, 1–7.
Vieira, S. M., Sousa, J. M. C., and Durão, F. O. (2005). “Fuzzy modeling of a column flotation process.” Min. Eng., 18(7), 725–729.
Vieira, S. M., Sousa, J. M. C., and Kaymak, U. (2012). “Fuzzy criteria for feature selection.” Fuzzy Sets Syst., 189(1), 1–18.
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© 2016 American Society of Civil Engineers.
History
Received: Jun 19, 2015
Accepted: Oct 28, 2015
Published online: Jan 7, 2016
Discussion open until: Jun 7, 2016
Published in print: Oct 1, 2016
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