{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,12]],"date-time":"2025-10-12T01:08:31Z","timestamp":1760231311681,"version":"build-2065373602"},"reference-count":43,"publisher":"MDPI AG","issue":"17","license":[{"start":{"date-parts":[[2022,9,5]],"date-time":"2022-09-05T00:00:00Z","timestamp":1662336000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2019YFC15208005"],"award-info":[{"award-number":["2019YFC15208005"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>A waterlogging assessment framework based on the stormwater management model (SWMM), considering the microtopography, is proposed (taking into account the complexity of the underlying surface, which contains various micro-surface features within the Chinese ancient city site). We used the ancient city site of PuZhou as the study case and the framework is detailed in this paper. First, the land cover was classified by combining the analysis of UAVs and field surveys; subsequently, a revised sub-catchment division method considering the land cover was proposed to obtain more accurate and reliable sub-catchments; thirdly, the parameters used in SWMM were determined by analyzing the micro-surface features; finally, the inundation area was calculated based on the SWMM-GIS. To verify the advantage of our proposed framework, two comparative experiments where the land cover and the micro-surface features were not considered in the stages of the sub-catchment division and parameter estimations were carried out. The simulated inundation area derived from our proposed framework with the return periods of 10a., 50a., 100a., and 1000a. were (separately) 22,500 m2, 29,500 m2, 33,600 m2, and 44,200 m2, which are more in line with the actual situation compared with the two designed comparative experiments. The experimental results show that our proposed framework has significant meaning to the waterlogging assessment on the Chinese ancient city site.<\/jats:p>","DOI":"10.3390\/rs14174417","type":"journal-article","created":{"date-parts":[[2022,9,8]],"date-time":"2022-09-08T04:18:32Z","timestamp":1662610712000},"page":"4417","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Waterlogging Assessment of Chinese Ancient City Sites Considering Microtopography: A Case Study of the PuZhou Ancient City Site, China"],"prefix":"10.3390","volume":"14","author":[{"given":"Xinyuan","family":"Chai","sequence":"first","affiliation":[{"name":"School of Geomatics and Urban Spatial Informatics, Beijing University of Civil Engineering and Architecture, Beijing 100044, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4717-5452","authenticated-orcid":false,"given":"Youqiang","family":"Dong","sequence":"additional","affiliation":[{"name":"School of Geomatics and Urban Spatial Informatics, Beijing University of Civil Engineering and Architecture, Beijing 100044, China"}]},{"given":"Yihao","family":"Li","sequence":"additional","affiliation":[{"name":"School of Geomatics and Urban Spatial Informatics, Beijing University of Civil Engineering and Architecture, Beijing 100044, China"}]}],"member":"1968","published-online":{"date-parts":[[2022,9,5]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"108","DOI":"10.1016\/j.jhydrol.2019.03.002","article-title":"Risk assessment and sensitivity analysis of flash floods in ungauged basins using coupled hy-drologic and hydrodynamic models","volume":"572","author":"Li","year":"2019","journal-title":"J. Hydrol."},{"key":"ref_2","doi-asserted-by":"crossref","unstructured":"Jha, M.K., and Afreen, S. (2020). Flooding urban landscapes: Analysis using combined hydrodynamic and hydrologic modeling ap-proaches. Water, 12.","DOI":"10.3390\/w12071986"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"1022","DOI":"10.1016\/j.jhydrol.2018.07.069","article-title":"Urban inundation response to rainstorm patterns with a coupled hydrodynamic model: A case study in Haidian Island, China","volume":"564","author":"Chen","year":"2018","journal-title":"J. Hydrol."},{"key":"ref_4","doi-asserted-by":"crossref","unstructured":"Abdelkarim, A., Gaber, A.F.D., Youssef, A.M., and Pradhan, B. (2019). Flood hazard assessment of the urban area of Tabuk City, Kingdom of Saudi Arabia by integrating spatial-based hydrologic and hydrodynamic modeling. Sensors, 19.","DOI":"10.3390\/s19051024"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"466","DOI":"10.1061\/(ASCE)0733-9429(2008)134:4(466)","article-title":"Automatic Calibration of the U.S. EPA SWMM Model for a Large Urban Catch-ment","volume":"134","author":"Barco","year":"2008","journal-title":"J. Hydraul. Eng."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"132","DOI":"10.1016\/j.envsoft.2017.06.021","article-title":"Modeling stormwater management at the city district level in response to changes in land use and low impact development","volume":"95","author":"Kong","year":"2017","journal-title":"Environ. Model. Softw."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"394","DOI":"10.1080\/1573062X.2012.739631","article-title":"A high resolution application of a stormwater management model (SWMM) using genetic parameter optimization","volume":"10","author":"Kreb","year":"2013","journal-title":"Urban Water J."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"88","DOI":"10.1016\/j.jhydrol.2016.12.018","article-title":"Spatial heterogeneity of microtopography and its influence on the flow convergence of slopes under different rainfall patterns","volume":"545","author":"Luo","year":"2017","journal-title":"J. Hydrol."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"331","DOI":"10.1016\/j.jhydrol.2016.06.040","article-title":"A hybrid method for flood simulation in small catchments combining hydrodynamic and hydrological techniques","volume":"540","author":"Bellos","year":"2016","journal-title":"J. Hydrol."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"813","DOI":"10.1016\/j.envsoft.2009.11.009","article-title":"A new applications manual for the Storm Water Management Model (SWMM)","volume":"25","author":"Roesner","year":"2010","journal-title":"Environ. Model. Softw."},{"key":"ref_11","first-page":"55","article-title":"Stormwater quality calibration by SWMM: A case study in Northern Spain","volume":"32","author":"Temprano","year":"2006","journal-title":"Water S. A."},{"key":"ref_12","first-page":"64","article-title":"Study on Simulation of Drainage and Flooding in Urban Areas of Shanghai Based on Improved SWMM","volume":"22","author":"Liu","year":"2006","journal-title":"China Water Wastewater"},{"key":"ref_13","first-page":"465","article-title":"GIS-based urban rainfall-runoff modeling using an automatic catchment-discretization approach: A case study in Macau","volume":"59","author":"Zhao","year":"2009","journal-title":"Environ. Geology."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"384","DOI":"10.2166\/nh.2016.260","article-title":"GIS-based SWMM model for simulating the catchment response to flood events","volume":"48","author":"Rai","year":"2017","journal-title":"Hydrol. Res."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"6128","DOI":"10.1038\/s41598-020-63001-y","article-title":"Simulation of overland flow considering the influence of topographic depressions","volume":"10","author":"Hu","year":"2020","journal-title":"Sci. Rep."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"126762","DOI":"10.1016\/j.jhydrol.2021.126762","article-title":"A new probability-embodied model for simulating variable contributing areas and hydrologic processes dominated by surface depressions","volume":"602","author":"Zeng","year":"2021","journal-title":"J. Hydrol."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"1388","DOI":"10.1016\/j.advwatres.2010.07.006","article-title":"Effects of micro-topography on surface\u2013subsurface exchange and runoff generation in a virtual riparian wetland\u2014A modeling study","volume":"33","author":"Frei","year":"2010","journal-title":"Adv. Water Resour."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"814","DOI":"10.1002\/jgrf.20047","article-title":"Runoff generation and soil erosion processes after clear cutting","volume":"118","author":"Mohr","year":"2013","journal-title":"Jounral Geophys. Res. Earth Surf."},{"key":"ref_19","first-page":"65","article-title":"DEM production methods and sources","volume":"33","author":"Nelson","year":"2009","journal-title":"Dev. Soil Sci."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"251","DOI":"10.1016\/j.compenvurbsys.2009.11.002","article-title":"Effects of DEM sources on hydrologic applications","volume":"34","author":"Jing","year":"2010","journal-title":"Comput. Environ. Urban Syst."},{"key":"ref_21","first-page":"38","article-title":"Defining optimal DEM resolutions and point densities for modelling hydrologically sensitive areas in agricultural catchments dominated by microtopography","volume":"54","author":"Thomas","year":"2017","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"key":"ref_22","unstructured":"Aplin, P., Atkinson, P.M., Tatnall, A.R., Cutler, M.E., and Sargent, I. (1999, January 7\u20139). SAR imagery for flood monitoring and assessment. Proceedings of the 1999 RSS99 Earth Observation\u2014From Data to Information, Cardiff, UK."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"444","DOI":"10.1002\/esp.1278","article-title":"The topographic data source of digital terrain models as a key element in the accuracy of hydraulic flood modelling","volume":"31","author":"Casas","year":"2006","journal-title":"Earth Surf. Processes Landf. J. Br. Geomorphol. Res. Group"},{"key":"ref_24","unstructured":"Lillesand, T., Kiefer, R.W., and Chipman, J. (2015). Remote Sensing and Image Interpretation, John Wiley & Sons."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"150","DOI":"10.1016\/j.jhydrol.2013.11.034","article-title":"Geomatic methods at the service of water resources modelling","volume":"509","author":"Molina","year":"2014","journal-title":"J. Hydrol."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"4005","DOI":"10.5194\/hess-20-4005-2016","article-title":"Technical Note: Advances in flash flood monitoring using UAVs","volume":"20","author":"Perks","year":"2016","journal-title":"Hydrol. Earth Syst. Sci. Discuss."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"1637","DOI":"10.5194\/hess-20-1637-2016","article-title":"Assessing the quality of digital elevation models obtained from mini unmanned aerial vehicles for overland flow modelling in urban areas","volume":"20","author":"Scheidegger","year":"2016","journal-title":"Hydrol. Earth Syst. Sci."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"022014","DOI":"10.1088\/1755-1315\/95\/2\/022014","article-title":"Improving a DSM obtained by unmanned aerial vehicles for flood modelling","volume":"95","author":"Mourato","year":"2017","journal-title":"IOP Conf. Ser. Earth Environ. Sci."},{"key":"ref_29","doi-asserted-by":"crossref","unstructured":"Hashemi-Beni, L., Jones, J., Thompson, G., Johnson, C., and Gebrehiwot, A. (2018). Challenges and opportunities for UAV-based digital elevation model generation for flood-risk management: A case of princeville, north carolina. Sensors, 18.","DOI":"10.3390\/s18113843"},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"255","DOI":"10.1016\/j.quaint.2019.04.005","article-title":"Creation of river terrain data using region growing method based on point cloud data from UAV photography","volume":"519","author":"Lee","year":"2019","journal-title":"Quat. Int."},{"key":"ref_31","doi-asserted-by":"crossref","unstructured":"Bai, Y., Zhao, N., Zhang, R., and Zeng, X. (2018). Storm water management of low impact development in urban areas based on SWMM. Water, 11.","DOI":"10.3390\/w11010033"},{"key":"ref_32","doi-asserted-by":"crossref","unstructured":"Ahmed, K., Chung, E.S., Song, J.Y., and Shahid, S. (2017). Effective design and planning specification of low impact development practices using Water Management Analysis Module (WMAM): Case of Malaysia. Water, 9.","DOI":"10.3390\/w9030173"},{"key":"ref_33","unstructured":"EPA (2020, June 22). Storm Water Management Model (SWMM), Available online: https:\/\/www.epa.gov\/water-research\/storm-water-management-model-swmm."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"462","DOI":"10.1080\/10106049.2015.1054443","article-title":"Estimation of sub-catchment area parameters for Storm Water Management Model (SWMM) using geo-informatics","volume":"31","author":"Jain","year":"2016","journal-title":"Geocarto Int."},{"key":"ref_35","first-page":"42","article-title":"Extraction of river network based on D8 algorithm and Dinf algorithm","volume":"27","author":"Li","year":"2016","journal-title":"Water Resour. Water Eng."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"1676","DOI":"10.1002\/jcc.20484","article-title":"An algorithm for three-dimensional Voronoi S-network","volume":"27","author":"Medvedev","year":"2006","journal-title":"J. Comput. Chem."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"1619","DOI":"10.1080\/02626667.2018.1520390","article-title":"Multi-hydro hydrological modelling of a complex peri-urban catchment with storage basins comparing C-band and X-band radar rainfall data","volume":"63","author":"Paz","year":"2018","journal-title":"Hydrol. Sci. J."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"541","DOI":"10.1007\/s12665-017-6877-1","article-title":"Assessment of impervious surface growth in urban environment through remote sensing estimates","volume":"76","author":"Chaudhuri","year":"2017","journal-title":"Environ. Earth Sci."},{"key":"ref_39","first-page":"1","article-title":"Effects of impervious surfaces and urban development on runoff generation and flood hazard in the Hajighoshan watershed","volume":"8","author":"Gholami","year":"2010","journal-title":"Casp. J. Environ. Sci."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"413","DOI":"10.1016\/j.ecocom.2009.02.002","article-title":"Remote sensing evaluation of urban heat island and its spatial pattern of the Shanghai metropolitan area, China","volume":"6","author":"Li","year":"2009","journal-title":"Ecol. Complex."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"3007","DOI":"10.1016\/j.rse.2011.06.004","article-title":"Settlement detection and impervious surface estimation in the Mekong Delta using optical and SAR remote sensing data","volume":"115","author":"Leinenkugel","year":"2011","journal-title":"Remote Sens. Environ."},{"key":"ref_42","first-page":"11","article-title":"Parameter calibration method for urban rainfall-runoff model based on runoff coefficient","volume":"35","author":"Liu","year":"2009","journal-title":"Jishui Paishui\/Water Wastewater Eng."},{"key":"ref_43","first-page":"363","article-title":"Assessment of surface runoff depth changes in S\u01cer\u01ce\u0163el River basin, Romania using GIS techniques","volume":"6","author":"Romulus","year":"2014","journal-title":"Central Eur. J. Geosci."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/14\/17\/4417\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T00:23:47Z","timestamp":1760142227000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/14\/17\/4417"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,9,5]]},"references-count":43,"journal-issue":{"issue":"17","published-online":{"date-parts":[[2022,9]]}},"alternative-id":["rs14174417"],"URL":"https:\/\/doi.org\/10.3390\/rs14174417","relation":{},"ISSN":["2072-4292"],"issn-type":[{"type":"electronic","value":"2072-4292"}],"subject":[],"published":{"date-parts":[[2022,9,5]]}}}