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    Publications

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    Filters: Keyword is Data Mining  [Clear All Filters]
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    Papers in International Journals (15)
    Briga Sá A., Leitão, D., Boaventura-Cunha J., and Martins F. F., "Trombe wall thermal performance: Data mining techniques for indoor temperatures and heat flux forecasting.", Energy & Buildings, vol. Vol. 252, doi:10.1016/j.enbuild.2021.111407, 2021.
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    Martins F. F., and Camões A., "Prediction of Restrained Shrinkage Crack Width of Slag Mortar Composites Using Data Mining Techniques", Matéria, vol. 24, issue 4, doi:10.1590/s1517-707620190004.0852, 2019.
    Year: 2019 | JCR: Q4 | SJR: Q4
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    Freitas, E.F., Martins F. F., Oliveira A., Rocha Segundo I., and Torres H., "Traffic noise and pavement distresses: Modelling and assessment of input parameters influence through data mining techniques", Applied Acoustics, vol. 138, pp. 147–155, doi:10.1016/j.apacoust.2018.03.019, 2018.
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    Hamdi H., Hadiwardoyo S., Correia G. A., and Pereira P., "Pavement Maintenance Optimization Strategies for National Road Network in Indonesia Applying Genetic Algorithm", Procedia Engineering, vol. 210, pp. 253-260, doi:10.1016/j.proeng.2017.11.074, 2017.
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    Camões A., and Martins F. F., "Compressive Strength Prediction of CFRP Confined Concrete Using Data Mining Techniques", Computers and Concrete, vol. 19, issue 3, pp. 233-241, doi:10.12989/cac.2017.19.3.233, 2017.
    Year: 2017 | JCR: Q2 | SJR: Q2
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    Freitas, E.F., Tinoco J., Soares F., Costa J. O., Cortez P., and Pereira P., "Modelling tyre-road noise with data mining techniques", Archives of Acoustics, vol. 40, issue 4, doi:10.1515/aoa-2015-0054, 2015.
    Year: 2015 | JCR: Q4 | SJR: Q2
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    Freitas E., Tinoco J., Soares F., Costa J., Cortez P., Pereira P. (2015). Modelling tyre-road noise with data mining techniques, Archives of Acoustics, Vol 40, No 4.

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    Tinoco J., Correia A. G., and Cortez P., "A Novel Approach to Predicting Young’s Modulus of Jet Grouting Laboratory Formulations over Time using Data Mining Techniques", Engineering Geology, vol. 169, pp. 50–60, 2014.
    Year: 2014 | JCR: Q1 | SJR: Q1
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    Tinoco J., Correia A. G., and Cortez P., "Support vector machines applied to uniaxial compressive strength prediction of jet grouting columns", Computers and Geotechnics, vol. 55, pp. 132–140, 2014.
    Year: 2014 | JCR: Q2 | SJR: Q1
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    Correia A. G., Cortez P., Tinoco J., and Marques R., "Artificial intelligence applications in transportation geotechnics", Geotechnical and Geological Engineering, vol. 31, no. 3, pp. 861–879, 2013.
    Year: 2013 | SJR: Q1
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    Martins F. F., and Camões A., "Prediction of compressive strength of concrete containing fly ash using data mining techniques", Cement, Wapno, Beton, vol. 2013, no. 1, pp. 39–51, 2013.
    Year: 2013 | JCR: Q4 | SJR: Q2
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    Martins F. F., and Miranda T., "Estimation of the rock deformation modulus and RMR based on data mining techniques", Geotechnical and Geological Engineering, vol. 30, no. 4, pp. 787–801, 2012.
    Year: 2012 | SJR: Q1
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    Tinoco J., Correia A. G., and Cortez P., "Jet grouting mechanicals properties prediction using data mining techniques", Geotechnical Special Publication, vol. 228, no. 1, pp. 2082–2091, 2012.
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    Tinoco J., Correia A. G., and Cortez P., "Application of data mining techniques in the estimation of the uniaxial compressive strength of jet grouting columns over time", Construction and Building Materials, vol. 25, no. 3, pp. 1257–1262, 2011.
    Year: 2011 | JCR: Q1 | SJR: Q1
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    Tinoco J., Correia A. G., and Cortez P., "A data mining approach for predicting jet grouting geomechanical parameters", Geotechnical Special Publication, vol. 223, pp. 97–104, 2011.
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    Miranda T., Correia A. G., and Sousa L. R., "Development of new models for geomechanical characterisation using data mining techniques", Geomechanik und Tunnelbau, vol. 1, no. 5, pp. 328–334, 2008.
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    Chapters/ Papers in International Books (1)
    Miranda T. F. S., e Sousa L. R., Roggenthen W., and Sousa R. L., "Application of Data Mining techniques for the development of new rock mechanics constitutive models", Constitutive modeling of geomaterials: Advances and new applications, pp. 735–740, 2013.
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    Communications in International Conferences (19)
    Martins F. F., and Miranda T. F. S., "Prediction of hard rock TBM penetration rate based on Data Mining techniques", 18th International Conference on Soil Mechanics and Geotechnical Engineering, pp. 1751–1754, 2013.
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    Tinoco J., Correia A. G., and Cortez P., "Application of a sensitivity analysis procedure to interpret uniaxial compressive strength prediction of jet grouting laboratory formulations performed by SVM model", ISSMGE - TC 211 International Symposium on Ground Improvement (IS-GI Brussels 2012), vol. IV, pp. 317–326, 2012.
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    Martins F. F., and Miranda T., "Avaliação da estabilidade de taludes. Desempenho das redes neuronais versus máquinas de vectores de suporte", 13.º Congresso Nacional de Geotecnia, 2012.
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    Freitas, E.F., Machado P., and Freitas C., "Avaliação e modelação do ruído de contacto pneu-pavimento", Acústica 2012 : VIII Congresso Ibero-americano de Acústica, pp. 1–10, 2012.
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    Tinoco J., Correia A. G., and Cortez P., "Jet grouting deformability modulus prediction using data mining tools", Advances in Transportation Geotechnics 2, pp. 168–173, 2012.
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    Freitas, E.F., and Freitas C., "Modelos de previsão do ruído pneu-pavimento", Gestão da velocidade e do ruído rodoviário, pp. 156–165, 2012.
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    Tinoco J., Correia A. G., and Cortez P., "Utilização de máquina de vetores de suporte na previsão do comportamento mecânico de formulações laboratoriais de solo-cimento para colunas de jet grouting", 13º Congresso Nacional de Geotecnia: Pensar e Construir com a Natureza. Uma Visão para a Engenharia, pp. 335–336, 2012.
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    Tinoco J., Correia A. G., and Cortez P., "Application of data mining techniques in the estimation of mechanical properties of jet grouting laboratory formulations over time", WSC15 - The 15th Online World Conference on Soft Computing in Industrial Applications, pp. 283–292, 2011.
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    Miranda T., Sousa L. R., and Correia A. G., "Development of models for geomechanical characterization using Data Mining techniques applied to a database gathered in underground structures", ARMA 2011 - 45th US Rock Mechanics/Geomechanics Symposium, pp. 328–334, 2011.
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    Tinoco J., Correia A. G., and Cortez P., "Uniaxial compressive strength prediction of jet grouting columns using support vector machines", ESM 2011 - 25th European Simulation and Modelling Conference, pp. 326–330, 2011.
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    Tinoco J., Correia A. G., and Cortez P., "Aplicação das técnicas de data mining na previsão do comportamento mecânico de colunas de Jet Grouting", Geotecnia e Desenvolvimento Sustentável: Actas do 12º Congresso Nacional de Geotecnia, pp. 2167–2176, 2010.
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    Tinoco J., Correia A. G., and Cortez P., "Application of data mining techniques to estimate elastic young modulus over time of jet grouting laboratory formulations", ICITG - International Conference on Information Technology in Geo-Engineering, pp. 92–100, 2010.
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    Martins F. F., and Miranda T., "Application of data mining techniques to the safety evaluation of slopes", ICITG2010 - 1st International Conference on Information Technology in Geo-Engineering, pp. 84–91, 2010.
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    Martins F. F., Gabriel M. A. R., and Moreira L. P. C., "Avaliação da estabilidade de taludes através de técnicas de Data Mining", 12º Congresso Nacional de Geotecnia: Geotecnia e Desenvolvimento Sustentável, pp. 813–822, 2010.
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    Marques R. F. P., Correia A. G., and Cortez P., "Data mining applied to compaction of geomaterials", BCR2A - International Conference on the Bearing Capacity of Roads, Railways, and Airfields, pp. 597–605, 2009.
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    Tinoco J., Correia A. G., and Cortez P., "A data mining approach for jet grouting uniaxial compressive strength prediction", NaBIC 2009 - World Congress on Nature & Biologically Inspired Computing, pp. 552–558, 2009.
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    Cortez P., Marques R. F. P., and Correia A. G., "Artificial intelligence applied to compaction rules and management", International Seminar on Interaction Soil-Rail Track for High Speed Railways: Geotechnical Aspects, pp. 1–5, 2008.
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    Marques R. F. P., Correia A. G., and Cortez P., "Data mining no guide terrassements routiers", 11º Congresso Nacional de Geotecnia - A geotecnia portuguesa e os desafios da globalização, pp. 285–292, 2008.
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    Correia A. G., "Innovations in design and construction of granular pavements and railways", Advances in Transportation Geotechnics, pp. 3–13, 2008.
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    Communications in National Conferences (1)
    Oliveira A., Freitas, E.F., Martins F. F., and Torres H., "Avaliação do impacto das degradações no ruído pneu-pavimento", Acustica2017 - Simpósio de acústica e Vibrações, 2017.
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    PhD Theses (2)
    Araújo J. P., Oliveira J. R. M., and Silva H. M. R. D., "Avaliação da sustentabilidade de estruturas e materiais de pavimentos rodoviários", Tese de Doutoramento em Engenharia Civil, pp. 220, 2016.
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    Tinoco J., Correia A. G., and Cortez P., "Application of data mining techniques to jet Grouting Columns Design", Programa Doutoral em Engenharia Civil, 2012.
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    About CTAC

    The Centre for Territory, Environment and Construction (CTAC) is a research unit of the School of Engineering of University of Minho (UMinho), recognised by the “FCT – Fundação para a Ciência e Tecnologia” (Foundation for Science and Technology), associated to the Department of Civil Engineering (DEC), with whom it shares resources and namely human resources.

    Currently CTAC aggregates 25 researchers holding a PhD of which 20 are faculty professors of the Civil Engineering Department. Read more


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