{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,24]],"date-time":"2026-10-24T15:55:35Z","timestamp":1792857335574,"version":"4.5.0"},"reference-count":82,"publisher":"Elsevier BV","issue":"16","license":[{"start":{"date-parts":[[2024,8,1]],"date-time":"2024-08-01T00:00:00Z","timestamp":1722470400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2024,8,1]],"date-time":"2024-08-01T00:00:00Z","timestamp":1722470400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2024,8,2]],"date-time":"2024-08-02T00:00:00Z","timestamp":1722556800000},"content-version":"vor","delay-in-days":1,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":["cell.com","elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Heliyon"],"published-print":{"date-parts":[[2024,8]]},"DOI":"10.1016\/j.heliyon.2024.e35786","type":"journal-article","created":{"date-parts":[[2024,8,8]],"date-time":"2024-08-08T00:25:28Z","timestamp":1723076728000},"page":"e35786","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":16,"title":["Blockage at cross-drainage hydraulic structures \u2013 Advances, challenges and opportunities"],"prefix":"10.1016","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0894-0489","authenticated-orcid":false,"given":"Umair","family":"Iqbal","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Muhammad Zain Bin","family":"Riaz","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.heliyon.2024.e35786_br0010","series-title":"Culvert blockage caused by boulders in the western cape and the development of mitigation measures: Physical model study","author":"Brooks","year":"2020"},{"key":"10.1016\/j.heliyon.2024.e35786_br0020","series-title":"Australian Rainfall and Runoff - A Guide to Flood Estimation","author":"Ball","year":"2019"},{"key":"10.1016\/j.heliyon.2024.e35786_br0030","series-title":"Debris control structures: evaluation and countermeasures","author":"Bradley","year":"2005"},{"key":"10.1016\/j.heliyon.2024.e35786_br0040","series-title":"Project 11: Blockage of hydraulic structures","author":"Weeks","year":"2013"},{"issue":"2","key":"10.1016\/j.heliyon.2024.e35786_br0050","doi-asserted-by":"crossref","first-page":"134","DOI":"10.1080\/13241583.2016.1172693","article-title":"Culvert blockages in two Australian flood events and implications for design","volume":"19","author":"French","year":"2015","journal-title":"Australas. J. Water Resour."},{"key":"10.1016\/j.heliyon.2024.e35786_br0060","series-title":"Proceedings of NOVATECH","first-page":"8","article-title":"Prediction of increased flooding in urban catchments due to debris blockage and flow diversions","author":"Roso","year":"2004"},{"key":"10.1016\/j.heliyon.2024.e35786_br0070","series-title":"An analysis of the impact of trash screen design on debris related blockage at culvert inlets","author":"Blanc","year":"2013"},{"issue":"7","key":"10.1016\/j.heliyon.2024.e35786_br0080","doi-asserted-by":"crossref","first-page":"617","DOI":"10.1002\/rra.3300","article-title":"In-channel wood-related hazards at bridges: a review","volume":"34","author":"De Cicco","year":"2018","journal-title":"River Res. Appl."},{"issue":"2","key":"10.1016\/j.heliyon.2024.e35786_br0090","doi-asserted-by":"crossref","first-page":"207","DOI":"10.1111\/jfr3.12316","article-title":"Assessing and mitigating large wood-related hazards in mountain streams: recent approaches","volume":"11","author":"Mazzorana","year":"2018","journal-title":"J. Flood Risk Manag."},{"key":"10.1016\/j.heliyon.2024.e35786_br0100","series-title":"Ninth International Conference on Urban Drainage (9ICUD)","first-page":"1","article-title":"Causes and effects of culvert blockage during large storms","author":"Rigby","year":"2002"},{"key":"10.1016\/j.heliyon.2024.e35786_br0110","series-title":"32nd Hydrology and Water Resources Symposium","first-page":"218","article-title":"Quantification of debris potential and the evolution of a regional culvert blockage model","author":"Barthelmess","year":"2009"},{"key":"10.1016\/j.heliyon.2024.e35786_br0120","series-title":"6th Conference on Hydraulics in Civil Engineering: The State of Hydraulics","first-page":"107","article-title":"The impact of blockages on flood behaviour in the Wollongong storm of August 1998","author":"Rigby","year":"2001"},{"key":"10.1016\/j.heliyon.2024.e35786_br0130","series-title":"Project 11: Blockage of hydraulic structures \u2013 stage 1","author":"Weeks","year":"2009"},{"key":"10.1016\/j.heliyon.2024.e35786_br0140","series-title":"Proceedings of the 34th World Congress of the International Association for Hydro- Environment Research and Engineering","first-page":"380","article-title":"Culvert blockage mechanisms and their impact on flood behaviour","author":"Barthelmess","year":"2011"},{"key":"10.1016\/j.heliyon.2024.e35786_br0150","series-title":"Review of Conduit Blockage Policy Summary Report","author":"Jones","year":"2016"},{"key":"10.1016\/j.heliyon.2024.e35786_br0160","series-title":"6th Conference on Hydraulics in Civil Engineering","first-page":"523","article-title":"Modelling of hydraulic flood flows using wbnm2001","author":"Van Drie","year":"2001"},{"key":"10.1016\/j.heliyon.2024.e35786_br0170","series-title":"An analysis of the effects of debris caught at various points of major catchments during Wollongong's August 1998 storm event","author":"Davis","year":"2001"},{"key":"10.1016\/j.heliyon.2024.e35786_br0180","unstructured":"B. WBM, Newcastle flash flood 8 June 2007 (the pasha bulker storm) flood data compendium, Prepared for Newcastle City Council, BMT WBM, Broadmeadow, 2008."},{"issue":"9","key":"10.1016\/j.heliyon.2024.e35786_br0190","doi-asserted-by":"crossref","first-page":"1306","DOI":"10.1061\/(ASCE)0733-9429(1992)118:9(1306)","article-title":"Bridge pier scour with debris accumulation","volume":"118","author":"Melville","year":"1992","journal-title":"J. Hydraul. Eng."},{"issue":"4","key":"10.1016\/j.heliyon.2024.e35786_br0200","doi-asserted-by":"crossref","first-page":"263","DOI":"10.1016\/S0169-555X(01)00058-7","article-title":"Transport and deposition of large woody debris in streams: a flume experiment","volume":"41","author":"Braudrick","year":"2001","journal-title":"Geomorphology"},{"issue":"2","key":"10.1016\/j.heliyon.2024.e35786_br0210","doi-asserted-by":"crossref","DOI":"10.1029\/2006WR005846","article-title":"A flume experiment on the formation of wood jams in rivers","volume":"44","author":"Bocchiola","year":"2008","journal-title":"Water Resour. Res."},{"issue":"6","key":"10.1016\/j.heliyon.2024.e35786_br0220","doi-asserted-by":"crossref","first-page":"4854","DOI":"10.1029\/2018WR024649","article-title":"Laboratory flume experiments on the formation of spanwise large wood accumulations: I. effect on backwater rise","volume":"55","author":"Schalko","year":"2019","journal-title":"Water Resour. Res."},{"issue":"6","key":"10.1016\/j.heliyon.2024.e35786_br0230","doi-asserted-by":"crossref","first-page":"4871","DOI":"10.1029\/2019WR024789","article-title":"Laboratory flume experiments on the formation of spanwise large wood accumulations: part ii\u2014effect on local scour","volume":"55","author":"Schalko","year":"2019","journal-title":"Water Resour. Res."},{"key":"10.1016\/j.heliyon.2024.e35786_br0240","first-page":"1","article-title":"A scaled physical model study of culvert blockage exploring complex relationships between influential factors","author":"Iqbal","year":"2021","journal-title":"Australas. J. Water Resour."},{"issue":"2","key":"10.1016\/j.heliyon.2024.e35786_br0250","doi-asserted-by":"crossref","first-page":"127","DOI":"10.1080\/13241583.2015.1116184","article-title":"A physical model study of culvert blockage by large urban debris","volume":"19","author":"Kramer","year":"2015","journal-title":"Australas. J. Water Resour."},{"key":"10.1016\/j.heliyon.2024.e35786_br0260","first-page":"1","article-title":"Blockage of box-shaped and circular culverts under flood event conditions: a laboratory investigation","author":"Miranzadeh","year":"2022","journal-title":"Int. J. River Basin Manag."},{"issue":"4","key":"10.1016\/j.heliyon.2024.e35786_br0270","doi-asserted-by":"crossref","first-page":"341","DOI":"10.1061\/(ASCE)0733-9429(1995)121:4(341)","article-title":"Prediction of effects of woody debris removal on flow resistance","volume":"121","author":"Shields","year":"1995","journal-title":"J. Hydraul. Eng."},{"issue":"4","key":"10.1016\/j.heliyon.2024.e35786_br0280","doi-asserted-by":"crossref","first-page":"601","DOI":"10.1046\/j.1365-2427.2002.00916.x","article-title":"Large wood and fluvial processes","volume":"47","author":"Gurnell","year":"2002","journal-title":"Freshw. Biol."},{"issue":"1","key":"10.1016\/j.heliyon.2024.e35786_br0290","doi-asserted-by":"crossref","first-page":"197","DOI":"10.5194\/nhess-9-197-2009","article-title":"Hazard index maps for woody material recruitment and transport in Alpine catchments","volume":"9","author":"Mazzorana","year":"2009","journal-title":"Nat. Hazards Earth Syst. Sci."},{"issue":"10","key":"10.1016\/j.heliyon.2024.e35786_br0300","doi-asserted-by":"crossref","first-page":"1208","DOI":"10.1016\/j.envsoft.2010.03.030","article-title":"Fuzzy formative scenario analysis for woody material transport related risks in mountain torrents","volume":"25","author":"Mazzorana","year":"2010","journal-title":"Environ. Model. Softw."},{"key":"10.1016\/j.heliyon.2024.e35786_br0310","doi-asserted-by":"crossref","first-page":"425","DOI":"10.1007\/s11069-009-9492-y","article-title":"Modelling woody material transport and deposition in Alpine rivers","volume":"56","author":"Mazzorana","year":"2011","journal-title":"Nat. Hazards"},{"issue":"4","key":"10.1016\/j.heliyon.2024.e35786_br0320","doi-asserted-by":"crossref","first-page":"470","DOI":"10.1061\/(ASCE)HY.1943-7900.0000319","article-title":"Probability of drift blockage at bridge decks","volume":"137","author":"Schmocker","year":"2011","journal-title":"J. Hydraul. Eng."},{"key":"10.1016\/j.heliyon.2024.e35786_br0330","doi-asserted-by":"crossref","first-page":"128","DOI":"10.1016\/j.geomorph.2016.11.002","article-title":"Towards a robust assessment of bridge clogging processes in flood risk management","volume":"279","author":"Gschnitzer","year":"2017","journal-title":"Geomorphology"},{"key":"10.1016\/j.heliyon.2024.e35786_br0340","series-title":"Developing more appropriate culvert blockage factors for use in flood modelling studies on the sunshine coast","author":"Manning-Dickfos","year":"2015"},{"issue":"23","key":"10.1016\/j.heliyon.2024.e35786_br0350","doi-asserted-by":"crossref","first-page":"21101","DOI":"10.1007\/s00521-022-07593-8","article-title":"Prediction of hydraulic blockage at culverts from a single image using deep learning","volume":"34","author":"Iqbal","year":"2022","journal-title":"Neural Comput. Appl."},{"issue":"12","key":"10.1016\/j.heliyon.2024.e35786_br0360","doi-asserted-by":"crossref","first-page":"3293","DOI":"10.5194\/nhess-20-3293-2020","article-title":"Open check dams and large wood: head losses and release conditions","volume":"20","author":"Piton","year":"2020","journal-title":"Nat. Hazards Earth Syst. Sci."},{"issue":"24","key":"10.1016\/j.heliyon.2024.e35786_br0370","doi-asserted-by":"crossref","first-page":"3424","DOI":"10.1002\/hyp.9433","article-title":"Reconstruction of a flash flood with large wood transport and its influence on hazard patterns in an ungauged mountain basin","volume":"27","author":"Ruiz-Villanueva","year":"2013","journal-title":"Hydrol. Process."},{"key":"10.1016\/j.heliyon.2024.e35786_br0380","doi-asserted-by":"crossref","first-page":"967","DOI":"10.1007\/s11069-014-1222-4","article-title":"Large wood transport as significant influence on flood risk in a mountain village","volume":"74","author":"Ruiz-Villanueva","year":"2014","journal-title":"Nat. Hazards"},{"key":"10.1016\/j.heliyon.2024.e35786_br0390","doi-asserted-by":"crossref","DOI":"10.1111\/jfr3.12562","article-title":"Log jam formation at bridges and the effect on floodplain flow: a flume experiment","volume":"13","author":"Okamoto","year":"2020","journal-title":"J. Flood Risk Manag."},{"issue":"1","key":"10.1016\/j.heliyon.2024.e35786_br0400","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1016\/j.infsof.2008.09.009","article-title":"Systematic literature reviews in software engineering\u2013a systematic literature review","volume":"51","author":"Kitchenham","year":"2009","journal-title":"Inf. Softw. Technol."},{"issue":"4","key":"10.1016\/j.heliyon.2024.e35786_br0410","doi-asserted-by":"crossref","first-page":"571","DOI":"10.1016\/j.jss.2006.07.009","article-title":"Lessons from applying the systematic literature review process within the software engineering domain","volume":"80","author":"Brereton","year":"2007","journal-title":"J. Syst. Softw."},{"key":"10.1016\/j.heliyon.2024.e35786_br0420","doi-asserted-by":"crossref","first-page":"101097","DOI":"10.1016\/j.ijdrr.2019.101097","article-title":"Can volunteer crowdsourcing reduce disaster risk? A systematic review of the literature","volume":"35","author":"Kankanamge","year":"2019","journal-title":"Int. J. Disaster Risk Reduct."},{"issue":"1\u20133","key":"10.1016\/j.heliyon.2024.e35786_br0430","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1016\/S0169-555X(02)00326-4","article-title":"Patterns and processes of wood debris accumulation in the Queets River Basin, Washington","volume":"51","author":"Abbe","year":"2003","journal-title":"Geomorphology"},{"key":"10.1016\/j.heliyon.2024.e35786_br0440","series-title":"Debris accumulation at bridge crossings: laboratory and field studies","author":"Lyn","year":"2003"},{"issue":"1","key":"10.1016\/j.heliyon.2024.e35786_br0450","doi-asserted-by":"crossref","first-page":"79","DOI":"10.1002\/rra.724","article-title":"Characteristics and temporal variability of large woody debris trapped in a reservoir on the river Rhone (Rhone): implications for river basin management","volume":"20","author":"Moulin","year":"2004","journal-title":"River Res. Appl."},{"key":"10.1016\/j.heliyon.2024.e35786_br0460","series-title":"Factors in debris accumulation at bridge piers","author":"Lyn","year":"2007"},{"key":"10.1016\/j.heliyon.2024.e35786_br0470","series-title":"International Symposium on Visual Computing","first-page":"578","article-title":"Unsupervised video analysis for counting of wood in river during floods","author":"Ali","year":"2009"},{"issue":"15","key":"10.1016\/j.heliyon.2024.e35786_br0480","doi-asserted-by":"crossref","first-page":"2031","DOI":"10.1002\/esp.1888","article-title":"Quantifying the temporal dynamics of wood in large rivers: field trials of wood surveying, dating, tracking, and monitoring techniques","volume":"34","author":"MacVicar","year":"2009","journal-title":"Earth Surf. Process. Landf."},{"key":"10.1016\/j.heliyon.2024.e35786_br0490","series-title":"Culvert Design and Operation Guide","author":"Balkham","year":"2010"},{"key":"10.1016\/j.heliyon.2024.e35786_br0500","series-title":"Scour and Erosion","first-page":"854","article-title":"Impacts of debris on bridge pier scour","author":"Lagasse","year":"2010"},{"issue":"2","key":"10.1016\/j.heliyon.2024.e35786_br0510","doi-asserted-by":"crossref","first-page":"121","DOI":"10.1016\/S1001-6279(11)60081-4","article-title":"Influence of large woody debris on sediment scour at bridge piers","volume":"26","author":"Pagliara","year":"2011","journal-title":"Int. J. Sediment Res."},{"issue":"10","key":"10.1016\/j.heliyon.2024.e35786_br0520","doi-asserted-by":"crossref","first-page":"1304","DOI":"10.1016\/j.advwatres.2011.06.011","article-title":"Hydraulic characteristics and habitat suitability in presence of woody debris: a flume experiment","volume":"34","author":"Bocchiola","year":"2011","journal-title":"Adv. Water Resour."},{"issue":"9","key":"10.1016\/j.heliyon.2024.e35786_br0530","doi-asserted-by":"crossref","first-page":"1477","DOI":"10.1002\/rra.1538","article-title":"Large woody debris in urban stream channels: redefining the problem","volume":"28","author":"Lassettre","year":"2012","journal-title":"River Res. Appl."},{"issue":"12","key":"10.1016\/j.heliyon.2024.e35786_br0540","doi-asserted-by":"crossref","first-page":"1272","DOI":"10.1002\/esp.3240","article-title":"Implementation and validation of video monitoring for wood budgeting in a wandering Piedmont river, the Ain river (France)","volume":"37","author":"MacVicar","year":"2012","journal-title":"Earth Surf. Process. Landf."},{"issue":"7","key":"10.1016\/j.heliyon.2024.e35786_br0550","doi-asserted-by":"crossref","first-page":"716","DOI":"10.1061\/(ASCE)HY.1943-7900.0000723","article-title":"Modeling probability of blockage at culvert trash screens using bayesian approach","volume":"139","author":"Streftaris","year":"2013","journal-title":"J. Hydraul. Eng."},{"issue":"6","key":"10.1016\/j.heliyon.2024.e35786_br0560","doi-asserted-by":"crossref","first-page":"844","DOI":"10.1002\/esp.3540","article-title":"Estimating fluvial wood discharge using time-lapse photography with varying sampling intervals","volume":"39","author":"Kramer","year":"2014","journal-title":"Earth Surf. Process. Landf."},{"issue":"5","key":"10.1016\/j.heliyon.2024.e35786_br0570","doi-asserted-by":"crossref","first-page":"1077","DOI":"10.2166\/hydro.2014.026","article-title":"Two-dimensional numerical modeling of wood transport","volume":"16","author":"Ruiz-Villanueva","year":"2014","journal-title":"J. Hydroinform."},{"key":"10.1016\/j.heliyon.2024.e35786_br0580","series-title":"Hydraulic capacity of culverts under sediment transport","author":"Putri","year":"2014"},{"issue":"2","key":"10.1016\/j.heliyon.2024.e35786_br0590","doi-asserted-by":"crossref","first-page":"180","DOI":"10.1080\/13241583.2014.11465449","article-title":"Blockage effects on scouring downstream of box culverts under unsteady flow","volume":"18","author":"Sorourian","year":"2014","journal-title":"Australas. J. Water Resour."},{"key":"10.1016\/j.heliyon.2024.e35786_br0600","series-title":"Using remote data collection to identify bridges and culverts susceptible to blockage during flooding events","author":"Sullivan","year":"2016"},{"key":"10.1016\/j.heliyon.2024.e35786_br0610","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1016\/j.geomorph.2016.07.019","article-title":"A new methodology for monitoring wood fluxes in rivers using a ground camera: potential and limits","volume":"279","author":"Benacchio","year":"2017","journal-title":"Geomorphology"},{"key":"10.1016\/j.heliyon.2024.e35786_br0620","first-page":"59","article-title":"Large wood transport modelling by a coupled eulerian\u2013lagrangian approach","volume":"91","author":"Persi","year":"2018","journal-title":"Nat. Hazards"},{"key":"10.1016\/j.heliyon.2024.e35786_br0630","first-page":"02041","article-title":"Experimental study of the transient motion of floats reproducing floating wood in rivers","volume":"vol. 40","author":"Roohparvar","year":"2018"},{"issue":"2","key":"10.1016\/j.heliyon.2024.e35786_br0640","doi-asserted-by":"crossref","first-page":"250","DOI":"10.1080\/00221686.2018.1478897","article-title":"Experimental repetitions and blockage of large stems at ogee crested spillways with piers","volume":"57","author":"Furlan","year":"2019","journal-title":"J. Hydraul. Res."},{"issue":"10","key":"10.1016\/j.heliyon.2024.e35786_br0650","doi-asserted-by":"crossref","first-page":"2219","DOI":"10.1002\/esp.4875","article-title":"Video-monitoring of wood discharge: first inter-basin comparison and recommendations to install video cameras","volume":"45","author":"Ghaffarian","year":"2020","journal-title":"Earth Surf. Process. Landf."},{"issue":"5","key":"10.1016\/j.heliyon.2024.e35786_br0660","doi-asserted-by":"crossref","first-page":"3503","DOI":"10.1016\/j.aej.2020.05.032","article-title":"Numerical investigation of scour characteristics downstream of blocked culverts","volume":"59","author":"Taha","year":"2020","journal-title":"Alex. Eng. J."},{"issue":"9","key":"10.1016\/j.heliyon.2024.e35786_br0670","doi-asserted-by":"crossref","first-page":"2036","DOI":"10.1002\/esp.4864","article-title":"Wood retention at inclined racks: effects on flow and local bedload processes","volume":"45","author":"Schalko","year":"2020","journal-title":"Earth Surf. Process. Landf."},{"issue":"16","key":"10.1016\/j.heliyon.2024.e35786_br0680","doi-asserted-by":"crossref","first-page":"7561","DOI":"10.3390\/app11167561","article-title":"Automating visual blockage classification of culverts with deep learning","volume":"11","author":"Iqbal","year":"2021","journal-title":"Appl. Sci."},{"issue":"4","key":"10.1016\/j.heliyon.2024.e35786_br0690","doi-asserted-by":"crossref","first-page":"822","DOI":"10.1002\/esp.5068","article-title":"Video monitoring of in-channel wood: from flux characterization and prediction to recommendations to equip stations","volume":"46","author":"Zhang","year":"2021","journal-title":"Earth Surf. Process. Landf."},{"issue":"7","key":"10.1016\/j.heliyon.2024.e35786_br0700","doi-asserted-by":"crossref","first-page":"686","DOI":"10.1080\/1573062X.2022.2075770","article-title":"Prediction of hydraulic blockage at culverts using lab scale simulated hydraulic data","volume":"19","author":"Iqbal","year":"2022","journal-title":"Urban Water J."},{"issue":"17","key":"10.1016\/j.heliyon.2024.e35786_br0710","doi-asserted-by":"crossref","first-page":"2605","DOI":"10.3390\/w14172605","article-title":"Floodborne objects type recognition using computer vision to mitigate blockage originated floods","volume":"14","author":"Iqbal","year":"2022","journal-title":"Water"},{"key":"10.1016\/j.heliyon.2024.e35786_br0720","first-page":"1","article-title":"Quantification of visual blockage at culverts using deep learning based computer vision models","author":"Iqbal","year":"2022","journal-title":"Urban Water J."},{"key":"10.1016\/j.heliyon.2024.e35786_br0730","series-title":"Hydrology and Water Resources Symposium (HWRS): Living with Extremes","article-title":"Modelling of nature-based solutions (nbs) for bridge pier scour protection","author":"Riaz","year":"2023"},{"key":"10.1016\/j.heliyon.2024.e35786_br0740","author":"Vaswani"},{"issue":"8","key":"10.1016\/j.heliyon.2024.e35786_br0750","doi-asserted-by":"crossref","first-page":"1735","DOI":"10.1162\/neco.1997.9.8.1735","article-title":"Long short-term memory","volume":"9","author":"Hochreiter","year":"1997","journal-title":"Neural Comput."},{"key":"10.1016\/j.heliyon.2024.e35786_br0760","first-page":"64","article-title":"Recurrent neural networks","volume":"5","author":"Medsker","year":"2001","journal-title":"Des. Appl."},{"key":"10.1016\/j.heliyon.2024.e35786_br0770","author":"Cho"},{"issue":"5\u20136","key":"10.1016\/j.heliyon.2024.e35786_br0780","doi-asserted-by":"crossref","first-page":"544","DOI":"10.1016\/j.neunet.2009.06.042","article-title":"A new learning paradigm: learning using privileged information","volume":"22","author":"Vapnik","year":"2009","journal-title":"Neural Netw."},{"issue":"11","key":"10.1016\/j.heliyon.2024.e35786_br0790","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1145\/3422622","article-title":"Generative adversarial networks","volume":"63","author":"Goodfellow","year":"2020","journal-title":"Commun. ACM"},{"issue":"1","key":"10.1016\/j.heliyon.2024.e35786_br0800","doi-asserted-by":"crossref","first-page":"90","DOI":"10.1002\/hyp.10532","article-title":"Gauging extreme floods on youtube: application of lspiv to home movies for the post-event determination of stream discharges","volume":"30","author":"Le Boursicaud","year":"2016","journal-title":"Hydrol. Process."},{"issue":"1\u20132","key":"10.1016\/j.heliyon.2024.e35786_br0810","doi-asserted-by":"crossref","first-page":"42","DOI":"10.1016\/j.jhydrol.2010.05.049","article-title":"Performance of image-based velocimetry (lspiv) applied to flash-flood discharge measurements in Mediterranean rivers","volume":"394","author":"Le Coz","year":"2010","journal-title":"J. Hydrol."},{"issue":"11","key":"10.1016\/j.heliyon.2024.e35786_br0820","doi-asserted-by":"crossref","DOI":"10.1016\/j.heliyon.2021.e08405","article-title":"A process-driven and need-oriented framework for review of technological contributions to disaster management","volume":"7","author":"Iqbal","year":"2021","journal-title":"Heliyon"}],"container-title":["Heliyon"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2405844024118178?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2405844024118178?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,3,10]],"date-time":"2026-03-10T22:55:09Z","timestamp":1773183309000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S2405844024118178"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,8]]},"references-count":82,"journal-issue":{"issue":"16","published-print":{"date-parts":[[2024,8]]}},"alternative-id":["S2405844024118178"],"URL":"https:\/\/doi.org\/10.1016\/j.heliyon.2024.e35786","relation":{},"ISSN":["2405-8440"],"issn-type":[{"value":"2405-8440","type":"print"}],"subject":[],"published":{"date-parts":[[2024,8]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Blockage at cross-drainage hydraulic structures \u2013 Advances, challenges and opportunities","name":"articletitle","label":"Article Title"},{"value":"Heliyon","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.heliyon.2024.e35786","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2024 The Author(s). Published by Elsevier Ltd.","name":"copyright","label":"Copyright"}],"article-number":"e35786"}}