{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,10]],"date-time":"2026-02-10T06:11:50Z","timestamp":1770703910201,"version":"3.49.0"},"publisher-location":"Cham","reference-count":13,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032093981","type":"print"},{"value":"9783032093998","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-032-09399-8_182","type":"book-chapter","created":{"date-parts":[[2026,2,9]],"date-time":"2026-02-09T12:28:46Z","timestamp":1770640126000},"page":"1915-1924","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Degradation of Mechanical Properties of FRP Composites Under Hygrothermal Exposure: Predictive Modelling Using Machine Learning Tools"],"prefix":"10.1007","author":[{"given":"Tarikul","family":"Hasan","sequence":"first","affiliation":[]},{"given":"Pedro","family":"Pereira","sequence":"additional","affiliation":[]},{"given":"Jos\u00e9 P.","family":"Matos","sequence":"additional","affiliation":[]},{"given":"Jo\u00e3o Ram\u00f4a","family":"Correia","sequence":"additional","affiliation":[]},{"given":"M\u00e1rio","family":"Garrido","sequence":"additional","affiliation":[]},{"given":"Susana","family":"Cabral-Fonseca","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2026,2,10]]},"reference":[{"key":"182_CR1","volume-title":"Advanced Fibre-Reinforced Polymer (FRP) Composites for Structural Applications","year":"2013","unstructured":"Bai, J. (ed.): Advanced Fibre-Reinforced Polymer (FRP) Composites for Structural Applications. Woodhead Publishing, New Delhi (2013)"},{"key":"182_CR2","volume-title":"Materials for Construction and Civil Engineering: Science, Processing and Design","author":"JR Correia","year":"2015","unstructured":"Correia, J.R.: Fibre-reinforced polymer (FRP) Composites. In: Gon\u00e7alves, M.C., Margarido, F. (eds.) Materials for Construction and Civil Engineering: Science, Processing and Design. Springer, Cham (2015)"},{"key":"182_CR3","volume-title":"Durability of Composites for Civil Structural Applications","year":"2007","unstructured":"Karbhari, V.M. (ed.): Durability of Composites for Civil Structural Applications. Woodhead Publishing, Florida (2007)"},{"key":"182_CR4","first-page":"617","volume-title":"Lecture Notes in Civil Engineering","author":"J Sousa","year":"2022","unstructured":"Sousa, J., Garrido, M., Correia, J.R., Cabral-Fonseca, S., Shahid, M.T.: Hygrothermal ageing of pultruded GFRP profiles: Experimental study and prediction models. In: Lecture Notes in Civil Engineering, vol. 198, pp. 617\u2013624. Springer, Cham (2022)"},{"key":"182_CR5","volume":"323","author":"X Liu","year":"2022","unstructured":"Liu, X., Liu, T., Feng, P.: Long-term performance prediction framework based on XGBoost decision tree for pultruded FRP composites exposed to water, humidity and alkaline solution. Constr. Build. Mater. 323, 126554 (2022)","journal-title":"Constr. Build. Mater."},{"key":"182_CR6","volume":"19","author":"AA Alshannaq","year":"2025","unstructured":"Alshannaq, A.A., Tamimi, M.F., Abu Qamar, M.I.: Machine learning-assisted prediction of durability behavior in pultruded fiber-reinforced polymeric (PFRP) composites. Results Eng. 19, 101234 (2025)","journal-title":"Results Eng."},{"key":"182_CR7","doi-asserted-by":"publisher","DOI":"10.1016\/j.compositesb.2023.111132","volume":"270","author":"C Machello","year":"2024","unstructured":"Machello, C., et al.: Tree-based machine learning approach to modelling tensile strength retention of fibre reinforced polymer composites exposed to elevated temperatures. Compos. Part B. 270, 111132 (2024)","journal-title":"Compos. Part B"},{"key":"182_CR8","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1023\/A:1021153315780","volume":"10","author":"VM Karbhari","year":"2003","unstructured":"Karbhari, V.M., Zhang, S.: E-glass\/vinylester composites in aqueous environments\u2014I: Experimental results. Appl. Compos. Mater. 10, 19\u201348 (2003)","journal-title":"Appl. Compos. Mater."},{"issue":"2","key":"182_CR9","doi-asserted-by":"publisher","first-page":"162","DOI":"10.1111\/j.1475-1305.2011.00810.x","volume":"48","author":"S Cabral-Fonseca","year":"2012","unstructured":"Cabral-Fonseca, S., Correia, J.R., Rodrigues, M.P., Branco, F.A.: Artificial accelerated ageing of GFRP pultruded profiles made of polyester and vinylester resins: Characterisation of physical\u2013chemical and mechanical damage. Strain. 48(2), 162\u2013173 (2012)","journal-title":"Strain"},{"key":"182_CR10","volume-title":"Durability of pultruded GFRP profiles and adhesively bonded connections between GFRP adherends (Doctoral dissertation)","author":"J Sousa","year":"2018","unstructured":"Sousa, J.: Durability of pultruded GFRP profiles and adhesively bonded connections between GFRP adherends (Doctoral dissertation). University of Lisbon, Lisbon (2018)"},{"issue":"4","key":"182_CR11","doi-asserted-by":"publisher","first-page":"370","DOI":"10.2749\/101686610793557636","volume":"20","author":"JR Correia","year":"2010","unstructured":"Correia, J.R., et al.: Effects of hygrothermal ageing on the mechanical properties of glass-fibre-reinforced polymer pultruded profiles. Struct. Eng. Int. 20(4), 370\u2013378 (2010)","journal-title":"Struct. Eng. Int."},{"issue":"2","key":"182_CR12","doi-asserted-by":"publisher","first-page":"148","DOI":"10.1061\/(ASCE)1090-0268(2004)8:2(148)","volume":"8","author":"VM Karbhari","year":"2004","unstructured":"Karbhari, V.M.: E-glass\/vinylester composites in aqueous environments: Effects on short-beam shear strength. J. Compos. Constr. 8(2), 148\u2013156 (2004)","journal-title":"J. Compos. Constr."},{"key":"182_CR13","volume-title":"Hygrothermal effects on durability and moisture kinetics of fiber-reinforced polymer composites","author":"P Surathi","year":"2006","unstructured":"Surathi, P., Karbhari, V.M.: Hygrothermal effects on durability and moisture kinetics of fiber-reinforced polymer composites. (Report No. SSRP\u201306\/15). University of California, San Diego (2006)"}],"container-title":["Lecture Notes in Civil Engineering","12th International Conference on FRP Composites in Civil Engineering (CICE 2025)"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-09399-8_182","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,9]],"date-time":"2026-02-09T12:28:48Z","timestamp":1770640128000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-09399-8_182"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"ISBN":["9783032093981","9783032093998"],"references-count":13,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-09399-8_182","relation":{},"ISSN":["2366-2557","2366-2565"],"issn-type":[{"value":"2366-2557","type":"print"},{"value":"2366-2565","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"10 February 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"CICE","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Fibre-Reinforced Polymer (FRP) Composites in Civil Engineering","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Lisbon","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Portugal","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14 July 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"16 July 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"12","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"cice2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/cice2025.org","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}