“…The experimental database is collected from the tests that were conducted to measure the bond strength between CFRP sheets and the concrete surface under direct tension. Table A.1 in the Appendix summarizes a sample of the experimental training database from the collected specimens (Woo & Lee, 2010;Ming & Ansari, 2004;Mazzotti, Ferracuti, & Bilotta, 2012;Al-Allaf, Weekes, Augusthus-Nelson, & Leach, 2016;Ali-Ahmad, Subramaniam, & Ghosn, 2006;Al-Rousan et al, 2015;Biolzi, Ghittoni, Fedele, & Rosati, 2013;Czaderski et al, 2010;Wan, Jiang, & Wu, 2018;Ghorbani, Mostofinejad, & Hosseini, 2017;Haddad et al, 2013;Haddad, Al-Rousan, Ghanma, & Nimri, 2015;Haddad & Al Dalou, 2018;Hadigheh, Gravina, & Setunge, 2015;Hosseini & Mostofinejad, 2013Irshidat & Al-Saleh, 2016;Ko, Matthys, Palmieri, & Sato, 2014;Mostofinejad, M. H. Mofrad, Hosseini, & H. H. Mofrad, 2018;Nigro, Di Ludovico, & Bilotta, 2011;Pan & Leung, 2007;Serbescu, Guadagnini, & Pilakoutas, 2013;Sharma, Mohamed Ali, Goldar, & Sikdar, 2006;Toutanji & Ortiz, 2001;Toutanji, Saxena, Zhao, & Ooi, 2007;Wu & Jiang, 2013;Yao, Teng, & Chen, 2005). The training and testing or validation data are randomly selected from these data where 63% of the data set is used for training while 37% is used for testing and validation.…”