{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,27]],"date-time":"2026-06-27T19:26:57Z","timestamp":1782588417417,"version":"3.54.5"},"reference-count":51,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"funder":[{"DOI":"10.13039\/501100001348","name":"Agency for Science, Technology and Research","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100001348","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Journal of Computational Science"],"published-print":{"date-parts":[[2026,8]]},"DOI":"10.1016\/j.jocs.2026.102910","type":"journal-article","created":{"date-parts":[[2026,5,28]],"date-time":"2026-05-28T16:13:19Z","timestamp":1779984799000},"page":"102910","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":1,"special_numbering":"C","title":["Assessing the impact of spatial scales in modelling urban mobility pattern"],"prefix":"10.1016","volume":"99","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8432-7435","authenticated-orcid":false,"given":"Hoai Nguyen","family":"Huynh","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.jocs.2026.102910_b1","doi-asserted-by":"crossref","first-page":"73","DOI":"10.1016\/j.tranpol.2007.10.005","article-title":"The sustainable mobility paradigm","volume":"15","author":"Banister","year":"2008","journal-title":"Transp. Policy"},{"key":"10.1016\/j.jocs.2026.102910_b2","article-title":"Unravelling the spatial directionality of urban mobility","volume":"15","author":"Zhao","year":"2024","journal-title":"Nat. Commun."},{"issue":"7392","key":"10.1016\/j.jocs.2026.102910_b3","doi-asserted-by":"crossref","first-page":"96","DOI":"10.1038\/nature10856","article-title":"A universal model for mobility and migration patterns","volume":"484","author":"Simini","year":"2012","journal-title":"Nature"},{"key":"10.1016\/j.jocs.2026.102910_b4","doi-asserted-by":"crossref","first-page":"501","DOI":"10.1007\/s10115-018-1186-x","article-title":"Analyzing large-scale human mobility data: a survey of machine learning methods and applications","volume":"58","author":"Toch","year":"2018","journal-title":"Knowl. Inf. Syst."},{"key":"10.1016\/j.jocs.2026.102910_b5","first-page":"2038","article-title":"Multimodal urban mobility and multilayer transport networks","volume":"50","author":"Alessandretti","year":"2022","journal-title":"Environ. Plan. B: Urban Anal. City Sci."},{"key":"10.1016\/j.jocs.2026.102910_b6","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1080\/12265934.2017.1281150","article-title":"Transport modelling in the age of big data","volume":"21","author":"Anda","year":"2017","journal-title":"Int. J. Urban Sci."},{"key":"10.1016\/j.jocs.2026.102910_b7","doi-asserted-by":"crossref","first-page":"2647","DOI":"10.1038\/s41598-020-59505-2","article-title":"Estimation of regional economic development indicator from transportation network analytics","volume":"10","author":"Li","year":"2020","journal-title":"Sci. Rep."},{"key":"10.1016\/j.jocs.2026.102910_b8","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.physrep.2018.01.001","article-title":"Human mobility: Models and applications","volume":"734","author":"Barbosa","year":"2018","journal-title":"Phys. Rep."},{"key":"10.1016\/j.jocs.2026.102910_b9","article-title":"The impact of COVID-19 pandemic on the fundamental urban mobility theories using transit data from Singapore","volume":"21","author":"Mepparambath","year":"2023","journal-title":"Transp. Res. Interdiscip. Perspect."},{"key":"10.1016\/j.jocs.2026.102910_b10","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1007\/s43762-023-00109-7","article-title":"The impact of scale on extracting urban mobility patterns using texture analysis","volume":"3","author":"Bin Asad","year":"2023","journal-title":"Comput. Urban Sci."},{"key":"10.1016\/j.jocs.2026.102910_b11","doi-asserted-by":"crossref","first-page":"419","DOI":"10.1080\/22797254.2019.1626291","article-title":"Scale matters: a survey of the concepts of scale used in spatial disciplines","volume":"52","author":"Dabiri","year":"2019","journal-title":"Eur. J. Remote Sens."},{"issue":"3","key":"10.1016\/j.jocs.2026.102910_b12","doi-asserted-by":"crossref","first-page":"293","DOI":"10.1007\/s10109-022-00384-8","article-title":"A scoping review on the multiplicity of scale in spatial analysis","volume":"24","author":"Oshan","year":"2022","journal-title":"J. Geogr. Syst."},{"issue":"5","key":"10.1016\/j.jocs.2026.102910_b13","doi-asserted-by":"crossref","first-page":"471","DOI":"10.1177\/0309133307083294","article-title":"The modifiable areal unit problem (MAUP) in physical geography","volume":"31","author":"Dark","year":"2007","journal-title":"Prog. Phys. Geogr.: Earth Environ."},{"issue":"9","key":"10.1016\/j.jocs.2026.102910_b14","doi-asserted-by":"crossref","first-page":"1697","DOI":"10.1080\/13658816.2022.2102637","article-title":"The Openshaw effect","volume":"36","author":"Goodchild","year":"2022","journal-title":"Int. J. Geogr. Inf. Sci."},{"issue":"12","key":"10.1016\/j.jocs.2026.102910_b15","doi-asserted-by":"crossref","first-page":"3796","DOI":"10.3390\/s24123796","article-title":"The impact of scale on extracting individual mobility patterns from location-based social media","volume":"24","author":"Bin Asad","year":"2024","journal-title":"Sensors"},{"issue":"1","key":"10.1016\/j.jocs.2026.102910_b16","doi-asserted-by":"crossref","first-page":"96","DOI":"10.1080\/00330124.2020.1803090","article-title":"Modeling user activity space from location-based social media: A case study of Weibo","volume":"73","author":"Wang","year":"2020","journal-title":"Prof. Geogr."},{"issue":"48","key":"10.1016\/j.jocs.2026.102910_b17","doi-asserted-by":"crossref","first-page":"18702","DOI":"10.1073\/pnas.0807435105","article-title":"Laws of population growth","volume":"105","author":"Rozenfeld","year":"2008","journal-title":"Proc. Natl. Acad. Sci."},{"key":"10.1016\/j.jocs.2026.102910_b18","article-title":"Quantifying the scale effect in geospatial big data using semi-variograms","volume":"14","author":"Chen","year":"2019","journal-title":"PLOS ONE"},{"key":"10.1016\/j.jocs.2026.102910_b19","doi-asserted-by":"crossref","DOI":"10.1142\/S2972426023400032","article-title":"Spatial structure of places in Singapore from a complexity perspective of the public transport network","volume":"01","author":"Huynh","year":"2023","journal-title":"Int. J. Smart Sustain. Cities"},{"issue":"2","key":"10.1016\/j.jocs.2026.102910_b20","doi-asserted-by":"crossref","first-page":"355","DOI":"10.1002\/hyp.334","article-title":"Effect of grid size on effective parameters and model performance of the MIKE-SHE code","volume":"16","author":"V\u00e1zquez","year":"2002","journal-title":"Hydrol. Process."},{"issue":"1","key":"10.1016\/j.jocs.2026.102910_b21","doi-asserted-by":"crossref","first-page":"35","DOI":"10.1016\/j.compenvurbsys.2008.06.006","article-title":"Modeling urban growth using a variable grid cellular automaton","volume":"33","author":"Vliet","year":"2009","journal-title":"Comput. Environ. Urban Syst."},{"issue":"3","key":"10.1016\/j.jocs.2026.102910_b22","doi-asserted-by":"crossref","first-page":"189","DOI":"10.3390\/ijgi10030189","article-title":"The influence of spatial grid division on the layout analysis of urban functional areas","volume":"10","author":"Luo","year":"2021","journal-title":"ISPRS Int. J. Geo-Inf."},{"issue":"5","key":"10.1016\/j.jocs.2026.102910_b23","doi-asserted-by":"crossref","first-page":"1261","DOI":"10.3390\/rs15051261","article-title":"The differences and influence factors in extracting urban green space from various resolutions of data: The perspective of blocks","volume":"15","author":"Wei","year":"2023","journal-title":"Remote Sens."},{"issue":"S1","key":"10.1016\/j.jocs.2026.102910_b24","doi-asserted-by":"crossref","DOI":"10.1111\/jfr3.12537","article-title":"Evaluating the effect of grid size and type in integrated 1D\/2D coupled urban inundation modelling on the interacting discharge between the surface and sewerage system","volume":"12","author":"Lee","year":"2019","journal-title":"J. Flood Risk Manag."},{"key":"10.1016\/j.jocs.2026.102910_b25","doi-asserted-by":"crossref","DOI":"10.1016\/j.scs.2023.104855","article-title":"Threshold effect of data amount and grid size on urban land use type identification using multi-source data fusion","volume":"98","author":"Lv","year":"2023","journal-title":"Sustain. Cities Soc."},{"issue":"1","key":"10.1016\/j.jocs.2026.102910_b26","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pone.0170830","article-title":"Research on grid size suitability of gridded population distribution in urban area: A case study in urban area of Xuanzhou district, China","volume":"12","author":"Dong","year":"2017","journal-title":"PLOS ONE"},{"issue":"3","key":"10.1016\/j.jocs.2026.102910_b27","doi-asserted-by":"crossref","DOI":"10.1111\/jfr3.70105","article-title":"Evaluating the effects of spatial resolution on 2D pluvial flood modeling in urban built environments","volume":"18","author":"Lee","year":"2025","journal-title":"J. Flood Risk Manag."},{"key":"10.1016\/j.jocs.2026.102910_b28","doi-asserted-by":"crossref","DOI":"10.1016\/j.jtrangeo.2021.103208","article-title":"Investigating the impact of spatial-temporal grid size on the microscopic forecasting of the inflow and outflow gap in a free-floating bike-sharing system","volume":"96","author":"Ma","year":"2021","journal-title":"J. Transp. Geogr."},{"key":"10.1016\/j.jocs.2026.102910_b29","doi-asserted-by":"crossref","DOI":"10.1016\/j.compenvurbsys.2020.101521","article-title":"Using graph structural information about flows to enhance short-term demand prediction in bike-sharing systems","volume":"83","author":"Yang","year":"2020","journal-title":"Comput. Environ. Urban Syst."},{"key":"10.1016\/j.jocs.2026.102910_b30","doi-asserted-by":"crossref","DOI":"10.1016\/j.trd.2022.103442","article-title":"Using explainable machine learning to understand how urban form shapes sustainable mobility","volume":"111","author":"Wagner","year":"2022","journal-title":"Transp. Res. D"},{"issue":"1","key":"10.1016\/j.jocs.2026.102910_b31","doi-asserted-by":"crossref","first-page":"4817","DOI":"10.1038\/s41467-019-12809-y","article-title":"Hierarchical organization of urban mobility and its connection with city livability","volume":"10","author":"Bassolas","year":"2019","journal-title":"Nat. Commun."},{"key":"10.1016\/j.jocs.2026.102910_b32","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1016\/j.jtrangeo.2015.10.016","article-title":"Level of aggregation of zoning and temporal transferability of the gravity distribution model: The case of Lyon","volume":"51","author":"Cabrera Delgado","year":"2016","journal-title":"J. Transp. Geogr."},{"key":"10.1016\/j.jocs.2026.102910_b33","series-title":"Computational Science \u2013 ICCS 2025","first-page":"65","article-title":"Exploring the effect of spatial scales in studying urban mobility pattern","author":"Huynh","year":"2025"},{"issue":"7834","key":"10.1016\/j.jocs.2026.102910_b34","doi-asserted-by":"crossref","first-page":"402","DOI":"10.1038\/s41586-020-2909-1","article-title":"The scales of human mobility","volume":"587","author":"Alessandretti","year":"2020","journal-title":"Nature"},{"issue":"1","key":"10.1016\/j.jocs.2026.102910_b35","doi-asserted-by":"crossref","first-page":"6007","DOI":"10.1038\/ncomms7007","article-title":"Uncovering the spatial structure of mobility networks","volume":"6","author":"Louail","year":"2015","journal-title":"Nat. Commun."},{"key":"10.1016\/j.jocs.2026.102910_b36","unstructured":"Land Transport DataMall, (accessed 17 January 2025). [link]. URL https:\/\/datamall.lta.gov.sg\/."},{"key":"10.1016\/j.jocs.2026.102910_b37","unstructured":"Singapore\u2019s open data portal, (accessed 17 January 2025). [link]. URL https:\/\/data.gov.sg\/."},{"key":"10.1016\/j.jocs.2026.102910_b38","unstructured":"Urban Redevelopment Authority, (accessed 7 November 2025). [link]. URL https:\/\/www.ura.gov.sg\/Corporate\/Planning."},{"key":"10.1016\/j.jocs.2026.102910_b39","unstructured":"National Library Board, 1991 Concept Plan is unveiled. (accessed 7 November 2025). URL https:\/\/www.nlb.gov.sg\/main\/article-detail?cmsuuid=8a9c774e-3e4a-46c8-8862-0ff9f4ae257e."},{"issue":"4","key":"10.1016\/j.jocs.2026.102910_b40","doi-asserted-by":"crossref","DOI":"10.1103\/PhysRevE.82.042103","article-title":"Abelian Manna model on two fractal lattices","volume":"82","author":"Huynh","year":"2010","journal-title":"Phys. Rev. E"},{"issue":"09","key":"10.1016\/j.jocs.2026.102910_b41","doi-asserted-by":"crossref","first-page":"P09024","DOI":"10.1088\/1742-5468\/2011\/09\/P09024","article-title":"The Abelian Manna model on various lattices in one and two dimensions","volume":"2011","author":"Huynh","year":"2011","journal-title":"J. Stat. Mech. Theory Exp."},{"issue":"2","key":"10.1016\/j.jocs.2026.102910_b42","doi-asserted-by":"crossref","DOI":"10.1103\/PhysRevE.100.022320","article-title":"Spatial point pattern and urban morphology: Perspectives from entropy, complexity, and networks","volume":"100","author":"Huynh","year":"2019","journal-title":"Phys. Rev. E"},{"key":"10.1016\/j.jocs.2026.102910_b43","doi-asserted-by":"crossref","first-page":"35","DOI":"10.1007\/s13278-022-00863-2","article-title":"Unveiling music genre structure through common-interest communities","volume":"12","author":"Jiang","year":"2022","journal-title":"Soc. Netw. Anal. Min."},{"issue":"4","key":"10.1016\/j.jocs.2026.102910_b44","doi-asserted-by":"crossref","first-page":"291","DOI":"10.1177\/01466216970214001","article-title":"Methodology review: Estimation of population validity and cross-validity, and the use of equal weights in prediction","volume":"21","author":"Raju","year":"1997","journal-title":"Appl. Psychol. Meas."},{"key":"10.1016\/j.jocs.2026.102910_b45","first-page":"2837","article-title":"Information theoretic measures for clusterings comparison: Variants, properties, normalization and correction for chance","volume":"11","author":"Nguyen","year":"2010","journal-title":"J. Mach. Learn. Res."},{"issue":"1","key":"10.1016\/j.jocs.2026.102910_b46","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pone.0015923","article-title":"Structure of urban movements: Polycentric activity and entangled hierarchical flows","volume":"6","author":"Roth","year":"2011","journal-title":"PLoS ONE"},{"issue":"1","key":"10.1016\/j.jocs.2026.102910_b47","doi-asserted-by":"crossref","DOI":"10.1038\/s41467-017-02374-7","article-title":"Morphology of travel routes and the organization of cities","volume":"8","author":"Lee","year":"2017","journal-title":"Nat. Commun."},{"key":"10.1016\/j.jocs.2026.102910_b48","doi-asserted-by":"crossref","DOI":"10.1016\/j.landusepol.2024.107166","article-title":"Characterizing urban spatial structure through built form typologies: A new framework using clustering ensembles","volume":"141","author":"Li","year":"2024","journal-title":"Land Use Policy"},{"issue":"5","key":"10.1016\/j.jocs.2026.102910_b49","doi-asserted-by":"crossref","first-page":"1273","DOI":"10.1007\/s10652-019-09670-4","article-title":"The influence of grid shape and grid size on hydraulic river modelling performance","volume":"19","author":"Bomers","year":"2019","journal-title":"Environ. Fluid Mech."},{"issue":"2","key":"10.1016\/j.jocs.2026.102910_b50","doi-asserted-by":"crossref","DOI":"10.1103\/PhysRevE.88.022812","article-title":"Gravity versus radiation models: On the importance of scale and heterogeneity in commuting flows","volume":"88","author":"Masucci","year":"2013","journal-title":"Phys. Rev. E"},{"key":"10.1016\/j.jocs.2026.102910_b51","series-title":"The role of spatial scales in assessing urban mobility models","author":"Mepparambath","year":"2026"}],"container-title":["Journal of Computational Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1877750326001286?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1877750326001286?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,6,18]],"date-time":"2026-06-18T12:42:23Z","timestamp":1781786543000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1877750326001286"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,8]]},"references-count":51,"alternative-id":["S1877750326001286"],"URL":"https:\/\/doi.org\/10.1016\/j.jocs.2026.102910","relation":{},"ISSN":["1877-7503"],"issn-type":[{"value":"1877-7503","type":"print"}],"subject":[],"published":{"date-parts":[[2026,8]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Assessing the impact of spatial scales in modelling urban mobility pattern","name":"articletitle","label":"Article Title"},{"value":"Journal of Computational Science","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.jocs.2026.102910","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 Elsevier B.V. All rights are reserved, including those for text and data mining, AI training, and similar technologies.","name":"copyright","label":"Copyright"}],"article-number":"102910"}}