A data-driven approach to estimating dockless electric scooter service areas
With the surging usage of e-scooters worldwide, there is a growing interest in understanding different aspects of e-scooters trips and their impact on urban mobility. Further, the emergence of this new mode of transportation has led to questions regarding the spatial accessibility of e-scooters and...
Uloženo v:
| Vydáno v: | Journal of transport geography Ročník 109; s. 103579 |
|---|---|
| Hlavní autoři: | , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
| Vydáno: |
Elsevier Ltd
01.05.2023
|
| Témata: | |
| ISSN: | 0966-6923, 1873-1236 |
| On-line přístup: | Získat plný text |
| Tagy: |
Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
|
| Abstract | With the surging usage of e-scooters worldwide, there is a growing interest in understanding different aspects of e-scooters trips and their impact on urban mobility. Further, the emergence of this new mode of transportation has led to questions regarding the spatial accessibility of e-scooters and understanding how the built environment and urbanism characteristics affect riders' abilities to reach certain destinations. In this study, initially, a data-driven approach was proposed to construct the service areas for dockless e-scooter using origin-destination trip data. Service areas are defined as spatial areas that riders are regularly able to reach via an e-scooter. E-scooter service areas were constructed for traffic analysis zones in Louisville, KY, using agglomerative hierarchical clustering and convex hull algorithms. Then, the relationship between various built environments and urbanism characteristics and the e-scooter service areas was examined using principal component analysis and random forest regression. The results showed that percent of residential properties, length of the block, Walk Score®, Transit Score ®, and Dining and Drinking Score contributed most to the size of the e-scooter service area. The findings of this research offer a transferable method to estimate e-scooter service areas to quantify access to goods and services. Further, the study discusses how the built environment and urbanism characteristics might affect the size of the service areas. |
|---|---|
| AbstractList | With the surging usage of e-scooters worldwide, there is a growing interest in understanding different aspects of e-scooters trips and their impact on urban mobility. Further, the emergence of this new mode of transportation has led to questions regarding the spatial accessibility of e-scooters and understanding how the built environment and urbanism characteristics affect riders' abilities to reach certain destinations. In this study, initially, a data-driven approach was proposed to construct the service areas for dockless e-scooter using origin-destination trip data. Service areas are defined as spatial areas that riders are regularly able to reach via an e-scooter. E-scooter service areas were constructed for traffic analysis zones in Louisville, KY, using agglomerative hierarchical clustering and convex hull algorithms. Then, the relationship between various built environments and urbanism characteristics and the e-scooter service areas was examined using principal component analysis and random forest regression. The results showed that percent of residential properties, length of the block, Walk Score®, Transit Score ®, and Dining and Drinking Score contributed most to the size of the e-scooter service area. The findings of this research offer a transferable method to estimate e-scooter service areas to quantify access to goods and services. Further, the study discusses how the built environment and urbanism characteristics might affect the size of the service areas. |
| ArticleNumber | 103579 |
| Author | Hosseinzadeh, Aryan Karimpour, Abolfazl Kluger, Robert |
| Author_xml | – sequence: 1 givenname: Abolfazl surname: Karimpour fullname: Karimpour, Abolfazl email: karimpa@sunypoly.edu organization: College of Engineering, State University of New York Polytechnic Institute, United States of America – sequence: 2 givenname: Aryan surname: Hosseinzadeh fullname: Hosseinzadeh, Aryan email: aryan.hosseinzadeh@louisville.edu organization: Department of Civil and Environmental Engineering, University of Louisville, United States of America – sequence: 3 givenname: Robert surname: Kluger fullname: Kluger, Robert email: robert.kluger@louisville.edu organization: Department of Civil and Environmental Engineering, University of Louisville, W.S. Speed, Room 112, Louisville, KY 40292, United States of America |
| BookMark | eNqFkE1LAzEQhoNUsFb_guQPbJ0kbXYXPFiKX1DwoueQnczWrOumJKHgv3dL9eKllxkYeF7mfS7ZZAgDMXYjYC5A6Ntu3uVohy2FuQSpxqNalvUZm4qqVIWQSk_YFGqtC11LdcEuU-oARClATtlmxZ3NtnDR72ngdreLweIHz4FTyv7LZj9suQv42VNKnHrCHD3yhCFkijxR3HskbiPZdMXOW9snuv7dM_b--PC2fi42r08v69WmQCVkPkxyJVinmtrJtkVlLaJbVlZgWQE0UDWukgst5VKVUImmbUE3lVvQQrfQqBm7O-ZiDClFag36PH4ahlGE740AczBjOvNnxhzMmKOZEdf_8F0cm8bv0-D9EaSx3N5TNAk9DUjOx9GLccGfivgBA4iF3g |
| CitedBy_id | crossref_primary_10_1016_j_ets_2025_100012 crossref_primary_10_1016_j_jcmr_2024_100036 crossref_primary_10_1016_j_landurbplan_2023_104969 crossref_primary_10_1016_j_jtrangeo_2025_104264 crossref_primary_10_1016_j_trd_2024_104489 crossref_primary_10_1016_j_jtrangeo_2025_104359 crossref_primary_10_1016_j_trd_2024_104425 crossref_primary_10_1016_j_trd_2025_104599 crossref_primary_10_1016_j_seps_2025_102282 crossref_primary_10_1016_j_pdisas_2025_100426 crossref_primary_10_1016_j_tbs_2024_100856 crossref_primary_10_1016_j_tbs_2024_100813 crossref_primary_10_1016_j_trd_2024_104153 crossref_primary_10_1016_j_ins_2024_121456 crossref_primary_10_1177_23998083251369571 crossref_primary_10_1016_j_multra_2025_100228 |
| Cites_doi | 10.1068/b36149 10.1016/j.cities.2021.103541 10.1016/j.trd.2021.103047 10.1016/0098-3004(93)90090-R 10.1016/j.tbs.2022.04.005 10.3390/ijgi4031584 10.1016/j.tbs.2021.11.002 10.1016/S1353-8292(02)00067-9 10.1016/j.cities.2015.05.002 10.1016/j.trd.2020.102396 10.1016/j.apgeog.2014.08.005 10.3390/su132111792 10.1016/j.jtrangeo.2022.103453 10.1016/j.tra.2016.03.007 10.1068/b120050p 10.1016/j.healthplace.2015.01.002 10.1016/j.landurbplan.2015.06.011 10.1016/j.healthplace.2013.08.008 10.1016/j.trd.2018.01.003 10.1068/b33043 10.3390/su10072180 10.1080/13658810802646679 10.1023/A:1010933404324 10.1016/j.jtrangeo.2021.103179 10.1016/j.compenvurbsys.2019.05.002 10.1186/1472-6963-11-166 10.1016/j.jtrangeo.2020.102661 10.1016/j.trd.2020.102552 10.1016/j.tra.2015.05.003 10.3390/su132111856 10.1016/j.scs.2020.102624 10.1016/j.trd.2020.102686 10.1016/j.jtrangeo.2017.01.006 10.1177/2399808317702148 10.1016/j.tra.2018.06.001 10.1016/j.habitatint.2015.12.023 10.1007/s101090300105 10.1080/13658816.2011.574140 10.1155/2020/8819791 10.1016/j.jtrangeo.2021.103160 10.1016/j.trf.2019.03.008 10.1016/j.trd.2021.102761 10.3390/su10093187 10.1016/j.healthplace.2009.06.002 10.1016/j.healthplace.2012.04.002 10.1016/j.trd.2021.102803 10.1016/j.trd.2020.102693 10.1016/j.jtrangeo.2021.103016 10.3390/app12189392 |
| ContentType | Journal Article |
| Copyright | 2023 Elsevier Ltd |
| Copyright_xml | – notice: 2023 Elsevier Ltd |
| DBID | AAYXX CITATION |
| DOI | 10.1016/j.jtrangeo.2023.103579 |
| DatabaseName | CrossRef |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Economics |
| EISSN | 1873-1236 |
| ExternalDocumentID | 10_1016_j_jtrangeo_2023_103579 S0966692323000510 |
| GroupedDBID | --K --M ..I .~1 0R~ 1B1 1RT 1~. 1~5 29L 4.4 457 4G. 5GY 5VS 7-5 71M 8P~ 9JM 9JO AACTN AAEDT AAEDW AAFJI AAIAV AAIKJ AAKOC AALRI AAOAW AAQFI AAQXK AAXUO ABFNM ABFYP ABJNI ABLST ABMAC ABMMH ABTAH ABXDB ABYKQ ACDAQ ACGFS ACHQT ACRLP ADBBV ADEZE ADMUD AEBSH AEKER AFKWA AFRAH AFTJW AFXIZ AGHFR AGUBO AGYEJ AHEUO AHHHB AIEXJ AIKHN AITUG AJBFU AJOXV AKIFW AKYCK ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ AOMHK ASPBG AVARZ AVWKF AXJTR AZFZN BKOJK BLECG BLXMC CS3 DU5 EBS EFJIC EFLBG EJD EO8 EO9 EP2 EP3 FDB FEDTE FGOYB FIRID FNPLU FYGXN G-2 G-Q GBLVA HMY HVGLF HZ~ IHE J1W KCYFY KOM M3Y M41 MO0 MS~ N9A O-L O9- OAUVE OZT P-8 P-9 P2P PC. PRBVW Q38 R2- RIG ROL RPZ SDF SDG SES SEW SPCBC SSB SSJ SSO SSS SSZ T5K UHS WUQ ZY4 ~G- 9DU AATTM AAXKI AAYWO AAYXX ABWVN ACLOT ACRPL ACVFH ADCNI ADNMO AEIPS AEUPX AFJKZ AFPUW AGQPQ AIGII AIIUN AKBMS AKRWK AKYEP ANKPU APXCP CITATION EFKBS ~HD |
| ID | FETCH-LOGICAL-c312t-c31ed70ad3b9d2ffc3aaccd58a1c7800b08bd824622537081bff06b8d4e46f0b3 |
| ISICitedReferencesCount | 14 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001009707100001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 0966-6923 |
| IngestDate | Sat Nov 29 07:05:07 EST 2025 Tue Nov 18 21:49:49 EST 2025 Fri Feb 23 02:36:03 EST 2024 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | Dockless electric scooters OD trip data E-scooter service area Agglomerative hierarchical clustering algorithm Convex hull algorithm |
| Language | English |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-c312t-c31ed70ad3b9d2ffc3aaccd58a1c7800b08bd824622537081bff06b8d4e46f0b3 |
| ParticipantIDs | crossref_citationtrail_10_1016_j_jtrangeo_2023_103579 crossref_primary_10_1016_j_jtrangeo_2023_103579 elsevier_sciencedirect_doi_10_1016_j_jtrangeo_2023_103579 |
| PublicationCentury | 2000 |
| PublicationDate | May 2023 2023-05-00 |
| PublicationDateYYYYMMDD | 2023-05-01 |
| PublicationDate_xml | – month: 05 year: 2023 text: May 2023 |
| PublicationDecade | 2020 |
| PublicationTitle | Journal of transport geography |
| PublicationYear | 2023 |
| Publisher | Elsevier Ltd |
| Publisher_xml | – name: Elsevier Ltd |
| References | Pearson (bb0235) 1895; 58 McGrail, Humphreys (bb0190) 2014; 54 Zhao, Li, Pilesjö (bb0305) 2022; 3 DeMeester, Mjahed, Arreza (bb0065) 2019 Yang, Bao, Huo (bb0290) 2022; 28 Caspi, Smart, Noland (bb0030) 2020; 86 Hosseinzadeh, Algomaiah, Kluger (bb0110) 2021; 92 Boyd, Boyd, Vandenberghe (bb0020) 2004 Dibaj, Hosseinzadeh, Mladenović (bb0070) 2021; 13 Hwang, Cho, Kim (bb0120) 2020 Langford, Fry, Higgs (bb0140) 2012; 26 Luo (bb0165) 2004; 10 Zhang, Buehler, Broaddus (bb0300) 2021; 94 NACTO (bb0210) 2021 Cheng, Chen (bb0040) 2015; 77 Luo, Whippo (bb0175) 2012; 18 Yan, Liu, Zhao (bb0285) 2020; 83 Biba, Curtin, Manca (bb0015) 2010; 24 Jiao, Degen, Azimian (bb0135) 2022; 03611981221097094 Chaloux, Boisjoly, Grisé (bb0035) 2019; 62 Xing, Ng (bb0280) 2022; 122 Murray, Wu (bb0200) 2003; 5 Huang (bb0115) 2019; 46 Wang, Akar, Chen (bb0275) 2018; 116 Fayyaz, Liu, Porter (bb0085) 2017; 59 Cheng, Zeng, Duan (bb0045) 2016; 53 Tahmasbi, Haghshenas (bb0265) 2019; 76 Park, Oh (bb0230) 2012; 28 Li, Fan, Song (bb0145) 2021; 96 Nassir, Hickman, Malekzadeh (bb0215) 2016; 88 Ding, Zhou, Li (bb0075) 2015; 46 Niedzielski (bb0225) 2021; 96 Das (bb0060) 2021 Rokach, Maimon (bb0255) 2005 Jiang, Guan, He (bb0130) 2018; 10 Liu, Chen, Wu (bb0155) 2018; 59 Liaw, Wiener (bb0150) 2002; 2 Hosseinzadeh, Algomaiah, Kluger (bb0105) 2021; 66 Luo, Qi (bb0170) 2009; 15 Yang, Zheng, Li (bb0295) 2022; 104 Fransen, Neutens, De Maeyer (bb0090) 2015; 32 Maćkiewicz, Ratajczak (bb0180) 1993; 19 Qian, Jaller (bb0245) 2021; 91 Jamtsho, Corner, Dewan (bb0125) 2015; 4 Van der Vlugt, Curl, Scheiner (bb0270) 2022; 27 Breiman (bb0025) 2001; 45 Moosavi, Ma, Armaghani (bb0195) 2022; 12 Mao, Nekorchuk (bb0185) 2013; 24 NACTO (bb0205) 2020 Smith (bb0260) 2002 Zhu, Tong, Liu (bb0310) 2018; 10 Hosseinzadeh, Karimpour, Kluger (bib311) 2021; 100 Ngui, Apparicio (bb0220) 2011; 11 Akman, Comar, Hrozencik (bb0005) 2019 Dai, Wang (bb0055) 2011; 38 Louisville (LOJIC) (bb0160) 2022 Polzin, Borges, Coelho (bb0240) 2014; 41 Reck, Axhausen (bb0250) 2021; 94 Cheng, De Vos, Zhao (bb0050) 2020; 88 Dony, Delmelle, Delmelle (bb0080) 2015; 143 Aman, Zakhem, Smith-Colin (bb0010) 2021; 13 Guo, He (bb0095) 2021; 92 Gutiérrez, García-Palomares (bb0100) 2008; 35 Fransen (10.1016/j.jtrangeo.2023.103579_bb0090) 2015; 32 Tahmasbi (10.1016/j.jtrangeo.2023.103579_bb0265) 2019; 76 Hwang (10.1016/j.jtrangeo.2023.103579_bb0120) 2020 Langford (10.1016/j.jtrangeo.2023.103579_bb0140) 2012; 26 Niedzielski (10.1016/j.jtrangeo.2023.103579_bb0225) 2021; 96 Chaloux (10.1016/j.jtrangeo.2023.103579_bb0035) 2019; 62 Jiang (10.1016/j.jtrangeo.2023.103579_bb0130) 2018; 10 Louisville (LOJIC) (10.1016/j.jtrangeo.2023.103579_bb0160) 2022 Luo (10.1016/j.jtrangeo.2023.103579_bb0165) 2004; 10 Reck (10.1016/j.jtrangeo.2023.103579_bb0250) 2021; 94 Breiman (10.1016/j.jtrangeo.2023.103579_bb0025) 2001; 45 Jiao (10.1016/j.jtrangeo.2023.103579_bb0135) 2022; 03611981221097094 Dai (10.1016/j.jtrangeo.2023.103579_bb0055) 2011; 38 Gutiérrez (10.1016/j.jtrangeo.2023.103579_bb0100) 2008; 35 Boyd (10.1016/j.jtrangeo.2023.103579_bb0020) 2004 Van der Vlugt (10.1016/j.jtrangeo.2023.103579_bb0270) 2022; 27 Maćkiewicz (10.1016/j.jtrangeo.2023.103579_bb0180) 1993; 19 Murray (10.1016/j.jtrangeo.2023.103579_bb0200) 2003; 5 Dibaj (10.1016/j.jtrangeo.2023.103579_bb0070) 2021; 13 Moosavi (10.1016/j.jtrangeo.2023.103579_bb0195) 2022; 12 Cheng (10.1016/j.jtrangeo.2023.103579_bb0045) 2016; 53 Nassir (10.1016/j.jtrangeo.2023.103579_bb0215) 2016; 88 Hosseinzadeh (10.1016/j.jtrangeo.2023.103579_bb0105) 2021; 66 Qian (10.1016/j.jtrangeo.2023.103579_bb0245) 2021; 91 Cheng (10.1016/j.jtrangeo.2023.103579_bb0040) 2015; 77 Fayyaz (10.1016/j.jtrangeo.2023.103579_bb0085) 2017; 59 Luo (10.1016/j.jtrangeo.2023.103579_bb0175) 2012; 18 Zhao (10.1016/j.jtrangeo.2023.103579_bb0305) 2022; 3 Dony (10.1016/j.jtrangeo.2023.103579_bb0080) 2015; 143 Liaw (10.1016/j.jtrangeo.2023.103579_bb0150) 2002; 2 DeMeester (10.1016/j.jtrangeo.2023.103579_bb0065) 2019 Caspi (10.1016/j.jtrangeo.2023.103579_bb0030) 2020; 86 Mao (10.1016/j.jtrangeo.2023.103579_bb0185) 2013; 24 Zhang (10.1016/j.jtrangeo.2023.103579_bb0300) 2021; 94 Aman (10.1016/j.jtrangeo.2023.103579_bb0010) 2021; 13 McGrail (10.1016/j.jtrangeo.2023.103579_bb0190) 2014; 54 Liu (10.1016/j.jtrangeo.2023.103579_bb0155) 2018; 59 Zhu (10.1016/j.jtrangeo.2023.103579_bb0310) 2018; 10 Das (10.1016/j.jtrangeo.2023.103579_bb0060) 2021 Li (10.1016/j.jtrangeo.2023.103579_bb0145) 2021; 96 Jamtsho (10.1016/j.jtrangeo.2023.103579_bb0125) 2015; 4 Wang (10.1016/j.jtrangeo.2023.103579_bb0275) 2018; 116 Biba (10.1016/j.jtrangeo.2023.103579_bb0015) 2010; 24 Hosseinzadeh (10.1016/j.jtrangeo.2023.103579_bib311) 2021; 100 Hosseinzadeh (10.1016/j.jtrangeo.2023.103579_bb0110) 2021; 92 Polzin (10.1016/j.jtrangeo.2023.103579_bb0240) 2014; 41 Yang (10.1016/j.jtrangeo.2023.103579_bb0295) 2022; 104 Ding (10.1016/j.jtrangeo.2023.103579_bb0075) 2015; 46 Huang (10.1016/j.jtrangeo.2023.103579_bb0115) 2019; 46 Cheng (10.1016/j.jtrangeo.2023.103579_bb0050) 2020; 88 Luo (10.1016/j.jtrangeo.2023.103579_bb0170) 2009; 15 Yan (10.1016/j.jtrangeo.2023.103579_bb0285) 2020; 83 NACTO (10.1016/j.jtrangeo.2023.103579_bb0205) 2020 Akman (10.1016/j.jtrangeo.2023.103579_bb0005) 2019 Ngui (10.1016/j.jtrangeo.2023.103579_bb0220) 2011; 11 NACTO (10.1016/j.jtrangeo.2023.103579_bb0210) 2021 Rokach (10.1016/j.jtrangeo.2023.103579_bb0255) 2005 Xing (10.1016/j.jtrangeo.2023.103579_bb0280) 2022; 122 Park (10.1016/j.jtrangeo.2023.103579_bb0230) 2012; 28 Guo (10.1016/j.jtrangeo.2023.103579_bb0095) 2021; 92 Pearson (10.1016/j.jtrangeo.2023.103579_bb0235) 1895; 58 Smith (10.1016/j.jtrangeo.2023.103579_bb0260) 2002 Yang (10.1016/j.jtrangeo.2023.103579_bb0290) 2022; 28 |
| References_xml | – volume: 15 start-page: 1100 year: 2009 end-page: 1107 ident: bb0170 article-title: An enhanced two-step floating catchment area (E2SFCA) method for measuring spatial accessibility to primary care physicians publication-title: Health Place – volume: 5 start-page: 93 year: 2003 end-page: 107 ident: bb0200 article-title: Accessibility tradeoffs in public transit planning publication-title: J. Geogr. Syst. – volume: 13 start-page: 11792 year: 2021 ident: bb0070 article-title: Where have shared E-scooters taken us so far? A review of mobility patterns, usage frequency, and personas publication-title: Sustainability – volume: 12 start-page: 9392 year: 2022 ident: bb0195 article-title: Understanding and predicting the usage of shared electric Scooter Services on university campuses publication-title: Appl. Sci. – volume: 59 start-page: 478 year: 2018 end-page: 495 ident: bb0155 article-title: Mapping spatial accessibility of public transportation network in an urban area–a case study of Shanghai Hongqiao transportation hub publication-title: Transp. Res. Part D: Transp. Environ. – year: 2020 ident: bb0205 article-title: Shared Mobility in the US: 2019. Reportno. Report Number|, Date. Place Published|: Institution| – year: 2022 ident: bb0160 publication-title: Open GeoSpatial Data – volume: 88 year: 2020 ident: bb0050 article-title: Examining nonlinear built environment effects on elderly’s walking: a random forest approach publication-title: Transp. Res. Part D: Transp. Environ. – year: 2019 ident: bb0065 article-title: Arlington County Shared Mobility Devices Pilot Evaluation Report. Reportno. Report Number|, Date. Place Published|: Institution| – volume: 104 year: 2022 ident: bb0295 article-title: Nonlinear and threshold effects of the built environment on e-scooter sharing ridership publication-title: J. Transp. Geogr. – volume: 86 year: 2020 ident: bb0030 article-title: Spatial associations of dockless shared e-scooter usage publication-title: Transp. Res. Part D: Transp. Environ. – volume: 46 start-page: 55 year: 2015 end-page: 66 ident: bb0075 article-title: Transit accessibility measures incorporating the temporal dimension publication-title: Cities – start-page: 321 year: 2005 end-page: 352 ident: bb0255 article-title: Clustering methods publication-title: Data Mining and Knowledge Discovery Handbook – volume: 94 year: 2021 ident: bb0300 article-title: What type of infrastructures do e-scooter riders prefer? A route choice model publication-title: Transp. Res. Part D: Transp. Environ. – start-page: 1 year: 2020 end-page: 13 ident: bb0120 article-title: development of a model for evaluating the coverage area of transit center using smart card data publication-title: J. Adv. Transp. – volume: 46 start-page: 84 year: 2019 end-page: 102 ident: bb0115 article-title: Simulating individual work trips for transit-facilitated accessibility study publication-title: Environ. Plan. B Urban Anal. City Sci. – year: 2002 ident: bb0260 article-title: A Tutorial on Principal Components Analysis – volume: 13 start-page: 11856 year: 2021 ident: bb0010 article-title: Towards equity in micromobility: spatial analysis of access to bikes and scooters amongst disadvantaged populations publication-title: Sustainability – volume: 96 year: 2021 ident: bb0145 article-title: Assessing equity in park accessibility using a travel behavior-based G2SFCA method in Nanjing, China publication-title: J. Transp. Geogr. – volume: 41 start-page: 717 year: 2014 end-page: 735 ident: bb0240 article-title: An extended kernel density two-step floating catchment area method to analyze access to health care publication-title: Environ. Plan. B Plan. Des. – volume: 122 year: 2022 ident: bb0280 article-title: Analyzing spatiotemporal accessibility patterns to tertiary healthcare services by integrating total travel cost into an improved E3SFCA method in Changsha, China publication-title: Cities – volume: 32 start-page: 65 year: 2015 end-page: 73 ident: bb0090 article-title: A commuter-based two-step floating catchment area method for measuring spatial accessibility of daycare centers publication-title: Health Place – volume: 26 start-page: 193 year: 2012 end-page: 214 ident: bb0140 article-title: Measuring transit system accessibility using a modified two-step floating catchment technique publication-title: Int. J. Geogr. Inf. Sci. – year: 2004 ident: bb0020 article-title: Convex Optimization – volume: 77 start-page: 386 year: 2015 end-page: 403 ident: bb0040 article-title: Perceived accessibility, mobility, and connectivity of public transportation systems publication-title: Transp. Res. A Policy Pract. – volume: 24 start-page: 347 year: 2010 end-page: 364 ident: bb0015 article-title: A new method for determining the population with walking access to transit publication-title: Int. J. Geogr. Inf. Sci. – volume: 53 start-page: 485 year: 2016 end-page: 494 ident: bb0045 article-title: Spatial difference analysis for accessibility to high level hospitals based on travel time in Shenzhen, China publication-title: Habitat Int. – year: 2021 ident: bb0060 article-title: Internal Consistency of pro Environmental Attitude Questionnaire Items – volume: 03611981221097094 year: 2022 ident: bb0135 article-title: Understanding the relationships among E-scooter ridership, transit desert index, and health-related factors publication-title: Transp. Res. Rec. – volume: 24 start-page: 115 year: 2013 end-page: 122 ident: bb0185 article-title: Measuring spatial accessibility to primary health care services publication-title: Health Place – volume: 4 start-page: 1584 year: 2015 end-page: 1604 ident: bb0125 article-title: Spatio-temporal analysis of spatial accessibility to primary health care in Bhutan publication-title: ISPRS Int. J. Geo Inf. – volume: 96 year: 2021 ident: bb0225 article-title: Grocery store accessibility: different metrics–different modal disparity results and spatial patterns publication-title: J. Transp. Geogr. – volume: 58 start-page: 240 year: 1895 end-page: 242 ident: bb0235 article-title: VII. Note on regression and inheritance in the case of two parents publication-title: Proc. R. Soc. Lond. – volume: 92 year: 2021 ident: bb0095 article-title: Perceived built environment and dockless bikeshare as a feeder mode of metro publication-title: Transp. Res. Part D: Transp. Environ. – volume: 92 year: 2021 ident: bb0110 article-title: Spatial analysis of shared e-scooter trips publication-title: J. Transp. Geogr. – volume: 143 start-page: 90 year: 2015 end-page: 99 ident: bb0080 article-title: Re-conceptualizing accessibility to parks in multi-modal cities: a variable-width floating catchment area (VFCA) method publication-title: Landsc. Urban Plan. – volume: 100 start-page: 103047 year: 2021 ident: bib311 article-title: Factors influencing shared micromobility services: An analysis of e-scooters and bikeshare publication-title: Transp. Res. D Transp. Environ. – volume: 54 start-page: 182 year: 2014 end-page: 188 ident: bb0190 article-title: Measuring spatial accessibility to primary health care services: Utilising dynamic catchment sizes publication-title: Appl. Geogr. – volume: 88 start-page: 26 year: 2016 end-page: 39 ident: bb0215 article-title: A utility-based travel impedance measure for public transit network accessibility publication-title: Transp. Res. A Policy Pract. – volume: 10 start-page: 2180 year: 2018 ident: bb0310 article-title: An improved two-step floating catchment area method for evaluating spatial accessibility to urban emergency shelters publication-title: Sustainability – volume: 59 start-page: 27 year: 2017 end-page: 39 ident: bb0085 article-title: Dynamic transit accessibility and transit gap causality analysis publication-title: J. Transp. Geogr. – volume: 10 start-page: 3187 year: 2018 ident: bb0130 article-title: Measuring taxi accessibility using grid-based method with trajectory data publication-title: Sustainability – volume: 11 start-page: 1 year: 2011 end-page: 12 ident: bb0220 article-title: Optimizing the two-step floating catchment area method for measuring spatial accessibility to medical clinics in Montreal publication-title: BMC Health Serv. Res. – volume: 62 start-page: 833 year: 2019 end-page: 843 ident: bb0035 article-title: I only get some satisfaction: introducing satisfaction into measures of accessibility publication-title: Transport. Res. F: Traffic Psychol. Behav. – volume: 18 start-page: 789 year: 2012 end-page: 795 ident: bb0175 article-title: Variable catchment sizes for the two-step floating catchment area (2SFCA) method publication-title: Health Place – year: 2021 ident: bb0210 article-title: Shared Mobility in the US: 2020–2021. Reportno. Report Number|, Date. Place Published|: Institution| – volume: 3 start-page: 1 year: 2022 end-page: 10 ident: bb0305 article-title: A machine learning based approach for predicting usage efficiency of shared e-scooters using vehicle availability data publication-title: AGILE: GIScience Ser. – volume: 83 year: 2020 ident: bb0285 article-title: Using machine learning for direct demand modeling of ridesourcing services in Chicago publication-title: J. Transp. Geogr. – volume: 38 start-page: 659 year: 2011 end-page: 677 ident: bb0055 article-title: Geographic disparities in accessibility to food stores in Southwest Mississippi publication-title: Environ. Plan. B Plan. Des. – volume: 2 start-page: 18 year: 2002 end-page: 22 ident: bb0150 article-title: Classification and regression by randomForest publication-title: R News – volume: 91 year: 2021 ident: bb0245 article-title: Bikeshare destination choices and accessibility among disadvantaged communities publication-title: Transp. Res. Part D: Transp. Environ. – volume: 116 start-page: 1 year: 2018 end-page: 14 ident: bb0275 article-title: Bike sharing differences among millennials, gen Xers, and baby boomers: lessons learnt from new York City’s bike share publication-title: Transp. Res. A Policy Pract. – volume: 94 year: 2021 ident: bb0250 article-title: Who uses shared micro-mobility services? Empirical evidence from Zurich, Switzerland publication-title: Transp. Res. Part D: Transp. Environ. – volume: 10 start-page: 1 year: 2004 end-page: 11 ident: bb0165 article-title: Using a GIS-based floating catchment method to assess areas with shortage of physicians publication-title: Health Place – volume: 28 start-page: 587 year: 2012 end-page: 600 ident: bb0230 article-title: A new concave hull algorithm and concaveness measure for n-dimensional datasets publication-title: J. Inf. Sci. Eng. – volume: 28 start-page: 204 year: 2022 end-page: 213 ident: bb0290 article-title: Impact of road features on shared e-scooter trip volume: a study based on multiple membership multilevel model publication-title: Travel Behav. Soc. – volume: 19 start-page: 303 year: 1993 end-page: 342 ident: bb0180 article-title: Principal components analysis (PCA) publication-title: Comput. Geosci. – volume: 66 year: 2021 ident: bb0105 article-title: E-scooters and sustainability: investigating the relationship between the density of E-scooter trips and characteristics of sustainable urban development publication-title: Sustain. Cities Soc. – start-page: 351 year: 2019 end-page: 374 ident: bb0005 article-title: Data clustering and self-organizing maps in biology publication-title: Algebraic and Combinatorial Computational Biology – volume: 27 start-page: 47 year: 2022 end-page: 56 ident: bb0270 article-title: The influence of travel attitudes on perceived walking accessibility and walking behaviour publication-title: Travel Behav. Soc. – volume: 76 start-page: 163 year: 2019 end-page: 177 ident: bb0265 article-title: Public transport accessibility measure based on weighted door to door travel time publication-title: Comput. Environ. Urban. Syst. – volume: 35 start-page: 480 year: 2008 end-page: 503 ident: bb0100 article-title: Distance-measure impacts on the calculation of transport service areas using GIS publication-title: Environ. Plan. B Plan. Des. – volume: 45 start-page: 5 year: 2001 end-page: 32 ident: bb0025 article-title: Random forests publication-title: Mach. Learn. – year: 2004 ident: 10.1016/j.jtrangeo.2023.103579_bb0020 – volume: 38 start-page: 659 issue: 4 year: 2011 ident: 10.1016/j.jtrangeo.2023.103579_bb0055 article-title: Geographic disparities in accessibility to food stores in Southwest Mississippi publication-title: Environ. Plan. B Plan. Des. doi: 10.1068/b36149 – start-page: 321 year: 2005 ident: 10.1016/j.jtrangeo.2023.103579_bb0255 article-title: Clustering methods – volume: 2 start-page: 18 issue: 3 year: 2002 ident: 10.1016/j.jtrangeo.2023.103579_bb0150 article-title: Classification and regression by randomForest publication-title: R News – year: 2002 ident: 10.1016/j.jtrangeo.2023.103579_bb0260 – volume: 122 year: 2022 ident: 10.1016/j.jtrangeo.2023.103579_bb0280 article-title: Analyzing spatiotemporal accessibility patterns to tertiary healthcare services by integrating total travel cost into an improved E3SFCA method in Changsha, China publication-title: Cities doi: 10.1016/j.cities.2021.103541 – volume: 100 start-page: 103047 year: 2021 ident: 10.1016/j.jtrangeo.2023.103579_bib311 article-title: Factors influencing shared micromobility services: An analysis of e-scooters and bikeshare publication-title: Transp. Res. D Transp. Environ. doi: 10.1016/j.trd.2021.103047 – volume: 19 start-page: 303 issue: 3 year: 1993 ident: 10.1016/j.jtrangeo.2023.103579_bb0180 article-title: Principal components analysis (PCA) publication-title: Comput. Geosci. doi: 10.1016/0098-3004(93)90090-R – volume: 28 start-page: 204 year: 2022 ident: 10.1016/j.jtrangeo.2023.103579_bb0290 article-title: Impact of road features on shared e-scooter trip volume: a study based on multiple membership multilevel model publication-title: Travel Behav. Soc. doi: 10.1016/j.tbs.2022.04.005 – volume: 4 start-page: 1584 issue: 3 year: 2015 ident: 10.1016/j.jtrangeo.2023.103579_bb0125 article-title: Spatio-temporal analysis of spatial accessibility to primary health care in Bhutan publication-title: ISPRS Int. J. Geo Inf. doi: 10.3390/ijgi4031584 – volume: 27 start-page: 47 year: 2022 ident: 10.1016/j.jtrangeo.2023.103579_bb0270 article-title: The influence of travel attitudes on perceived walking accessibility and walking behaviour publication-title: Travel Behav. Soc. doi: 10.1016/j.tbs.2021.11.002 – volume: 10 start-page: 1 issue: 1 year: 2004 ident: 10.1016/j.jtrangeo.2023.103579_bb0165 article-title: Using a GIS-based floating catchment method to assess areas with shortage of physicians publication-title: Health Place doi: 10.1016/S1353-8292(02)00067-9 – volume: 46 start-page: 55 year: 2015 ident: 10.1016/j.jtrangeo.2023.103579_bb0075 article-title: Transit accessibility measures incorporating the temporal dimension publication-title: Cities doi: 10.1016/j.cities.2015.05.002 – volume: 86 year: 2020 ident: 10.1016/j.jtrangeo.2023.103579_bb0030 article-title: Spatial associations of dockless shared e-scooter usage publication-title: Transp. Res. Part D: Transp. Environ. doi: 10.1016/j.trd.2020.102396 – volume: 54 start-page: 182 year: 2014 ident: 10.1016/j.jtrangeo.2023.103579_bb0190 article-title: Measuring spatial accessibility to primary health care services: Utilising dynamic catchment sizes publication-title: Appl. Geogr. doi: 10.1016/j.apgeog.2014.08.005 – volume: 28 start-page: 587 issue: 3 year: 2012 ident: 10.1016/j.jtrangeo.2023.103579_bb0230 article-title: A new concave hull algorithm and concaveness measure for n-dimensional datasets publication-title: J. Inf. Sci. Eng. – volume: 13 start-page: 11792 issue: 21 year: 2021 ident: 10.1016/j.jtrangeo.2023.103579_bb0070 article-title: Where have shared E-scooters taken us so far? A review of mobility patterns, usage frequency, and personas publication-title: Sustainability doi: 10.3390/su132111792 – year: 2020 ident: 10.1016/j.jtrangeo.2023.103579_bb0205 – volume: 104 year: 2022 ident: 10.1016/j.jtrangeo.2023.103579_bb0295 article-title: Nonlinear and threshold effects of the built environment on e-scooter sharing ridership publication-title: J. Transp. Geogr. doi: 10.1016/j.jtrangeo.2022.103453 – start-page: 351 year: 2019 ident: 10.1016/j.jtrangeo.2023.103579_bb0005 article-title: Data clustering and self-organizing maps in biology – volume: 88 start-page: 26 year: 2016 ident: 10.1016/j.jtrangeo.2023.103579_bb0215 article-title: A utility-based travel impedance measure for public transit network accessibility publication-title: Transp. Res. A Policy Pract. doi: 10.1016/j.tra.2016.03.007 – volume: 41 start-page: 717 issue: 4 year: 2014 ident: 10.1016/j.jtrangeo.2023.103579_bb0240 article-title: An extended kernel density two-step floating catchment area method to analyze access to health care publication-title: Environ. Plan. B Plan. Des. doi: 10.1068/b120050p – year: 2021 ident: 10.1016/j.jtrangeo.2023.103579_bb0210 – volume: 32 start-page: 65 year: 2015 ident: 10.1016/j.jtrangeo.2023.103579_bb0090 article-title: A commuter-based two-step floating catchment area method for measuring spatial accessibility of daycare centers publication-title: Health Place doi: 10.1016/j.healthplace.2015.01.002 – year: 2022 ident: 10.1016/j.jtrangeo.2023.103579_bb0160 – volume: 143 start-page: 90 year: 2015 ident: 10.1016/j.jtrangeo.2023.103579_bb0080 article-title: Re-conceptualizing accessibility to parks in multi-modal cities: a variable-width floating catchment area (VFCA) method publication-title: Landsc. Urban Plan. doi: 10.1016/j.landurbplan.2015.06.011 – volume: 24 start-page: 115 year: 2013 ident: 10.1016/j.jtrangeo.2023.103579_bb0185 article-title: Measuring spatial accessibility to primary health care services publication-title: Health Place doi: 10.1016/j.healthplace.2013.08.008 – volume: 58 start-page: 240 issue: 347–352 year: 1895 ident: 10.1016/j.jtrangeo.2023.103579_bb0235 article-title: VII. Note on regression and inheritance in the case of two parents publication-title: Proc. R. Soc. Lond. – volume: 59 start-page: 478 year: 2018 ident: 10.1016/j.jtrangeo.2023.103579_bb0155 article-title: Mapping spatial accessibility of public transportation network in an urban area–a case study of Shanghai Hongqiao transportation hub publication-title: Transp. Res. Part D: Transp. Environ. doi: 10.1016/j.trd.2018.01.003 – volume: 35 start-page: 480 issue: 3 year: 2008 ident: 10.1016/j.jtrangeo.2023.103579_bb0100 article-title: Distance-measure impacts on the calculation of transport service areas using GIS publication-title: Environ. Plan. B Plan. Des. doi: 10.1068/b33043 – volume: 10 start-page: 2180 issue: 7 year: 2018 ident: 10.1016/j.jtrangeo.2023.103579_bb0310 article-title: An improved two-step floating catchment area method for evaluating spatial accessibility to urban emergency shelters publication-title: Sustainability doi: 10.3390/su10072180 – volume: 24 start-page: 347 issue: 3 year: 2010 ident: 10.1016/j.jtrangeo.2023.103579_bb0015 article-title: A new method for determining the population with walking access to transit publication-title: Int. J. Geogr. Inf. Sci. doi: 10.1080/13658810802646679 – volume: 45 start-page: 5 issue: 1 year: 2001 ident: 10.1016/j.jtrangeo.2023.103579_bb0025 article-title: Random forests publication-title: Mach. Learn. doi: 10.1023/A:1010933404324 – volume: 96 year: 2021 ident: 10.1016/j.jtrangeo.2023.103579_bb0145 article-title: Assessing equity in park accessibility using a travel behavior-based G2SFCA method in Nanjing, China publication-title: J. Transp. Geogr. doi: 10.1016/j.jtrangeo.2021.103179 – volume: 76 start-page: 163 year: 2019 ident: 10.1016/j.jtrangeo.2023.103579_bb0265 article-title: Public transport accessibility measure based on weighted door to door travel time publication-title: Comput. Environ. Urban. Syst. doi: 10.1016/j.compenvurbsys.2019.05.002 – volume: 11 start-page: 1 issue: 1 year: 2011 ident: 10.1016/j.jtrangeo.2023.103579_bb0220 article-title: Optimizing the two-step floating catchment area method for measuring spatial accessibility to medical clinics in Montreal publication-title: BMC Health Serv. Res. doi: 10.1186/1472-6963-11-166 – volume: 3 start-page: 1 year: 2022 ident: 10.1016/j.jtrangeo.2023.103579_bb0305 article-title: A machine learning based approach for predicting usage efficiency of shared e-scooters using vehicle availability data publication-title: AGILE: GIScience Ser. – volume: 83 year: 2020 ident: 10.1016/j.jtrangeo.2023.103579_bb0285 article-title: Using machine learning for direct demand modeling of ridesourcing services in Chicago publication-title: J. Transp. Geogr. doi: 10.1016/j.jtrangeo.2020.102661 – volume: 88 year: 2020 ident: 10.1016/j.jtrangeo.2023.103579_bb0050 article-title: Examining nonlinear built environment effects on elderly’s walking: a random forest approach publication-title: Transp. Res. Part D: Transp. Environ. doi: 10.1016/j.trd.2020.102552 – volume: 77 start-page: 386 year: 2015 ident: 10.1016/j.jtrangeo.2023.103579_bb0040 article-title: Perceived accessibility, mobility, and connectivity of public transportation systems publication-title: Transp. Res. A Policy Pract. doi: 10.1016/j.tra.2015.05.003 – volume: 13 start-page: 11856 issue: 21 year: 2021 ident: 10.1016/j.jtrangeo.2023.103579_bb0010 article-title: Towards equity in micromobility: spatial analysis of access to bikes and scooters amongst disadvantaged populations publication-title: Sustainability doi: 10.3390/su132111856 – volume: 66 year: 2021 ident: 10.1016/j.jtrangeo.2023.103579_bb0105 article-title: E-scooters and sustainability: investigating the relationship between the density of E-scooter trips and characteristics of sustainable urban development publication-title: Sustain. Cities Soc. doi: 10.1016/j.scs.2020.102624 – volume: 91 year: 2021 ident: 10.1016/j.jtrangeo.2023.103579_bb0245 article-title: Bikeshare destination choices and accessibility among disadvantaged communities publication-title: Transp. Res. Part D: Transp. Environ. doi: 10.1016/j.trd.2020.102686 – volume: 59 start-page: 27 year: 2017 ident: 10.1016/j.jtrangeo.2023.103579_bb0085 article-title: Dynamic transit accessibility and transit gap causality analysis publication-title: J. Transp. Geogr. doi: 10.1016/j.jtrangeo.2017.01.006 – volume: 46 start-page: 84 issue: 1 year: 2019 ident: 10.1016/j.jtrangeo.2023.103579_bb0115 article-title: Simulating individual work trips for transit-facilitated accessibility study publication-title: Environ. Plan. B Urban Anal. City Sci. doi: 10.1177/2399808317702148 – volume: 116 start-page: 1 year: 2018 ident: 10.1016/j.jtrangeo.2023.103579_bb0275 article-title: Bike sharing differences among millennials, gen Xers, and baby boomers: lessons learnt from new York City’s bike share publication-title: Transp. Res. A Policy Pract. doi: 10.1016/j.tra.2018.06.001 – volume: 53 start-page: 485 year: 2016 ident: 10.1016/j.jtrangeo.2023.103579_bb0045 article-title: Spatial difference analysis for accessibility to high level hospitals based on travel time in Shenzhen, China publication-title: Habitat Int. doi: 10.1016/j.habitatint.2015.12.023 – volume: 5 start-page: 93 issue: 1 year: 2003 ident: 10.1016/j.jtrangeo.2023.103579_bb0200 article-title: Accessibility tradeoffs in public transit planning publication-title: J. Geogr. Syst. doi: 10.1007/s101090300105 – volume: 26 start-page: 193 issue: 2 year: 2012 ident: 10.1016/j.jtrangeo.2023.103579_bb0140 article-title: Measuring transit system accessibility using a modified two-step floating catchment technique publication-title: Int. J. Geogr. Inf. Sci. doi: 10.1080/13658816.2011.574140 – year: 2019 ident: 10.1016/j.jtrangeo.2023.103579_bb0065 – start-page: 1 year: 2020 ident: 10.1016/j.jtrangeo.2023.103579_bb0120 article-title: development of a model for evaluating the coverage area of transit center using smart card data publication-title: J. Adv. Transp. doi: 10.1155/2020/8819791 – volume: 96 year: 2021 ident: 10.1016/j.jtrangeo.2023.103579_bb0225 article-title: Grocery store accessibility: different metrics–different modal disparity results and spatial patterns publication-title: J. Transp. Geogr. doi: 10.1016/j.jtrangeo.2021.103160 – volume: 62 start-page: 833 year: 2019 ident: 10.1016/j.jtrangeo.2023.103579_bb0035 article-title: I only get some satisfaction: introducing satisfaction into measures of accessibility publication-title: Transport. Res. F: Traffic Psychol. Behav. doi: 10.1016/j.trf.2019.03.008 – volume: 94 year: 2021 ident: 10.1016/j.jtrangeo.2023.103579_bb0300 article-title: What type of infrastructures do e-scooter riders prefer? A route choice model publication-title: Transp. Res. Part D: Transp. Environ. doi: 10.1016/j.trd.2021.102761 – volume: 10 start-page: 3187 issue: 9 year: 2018 ident: 10.1016/j.jtrangeo.2023.103579_bb0130 article-title: Measuring taxi accessibility using grid-based method with trajectory data publication-title: Sustainability doi: 10.3390/su10093187 – volume: 15 start-page: 1100 issue: 4 year: 2009 ident: 10.1016/j.jtrangeo.2023.103579_bb0170 article-title: An enhanced two-step floating catchment area (E2SFCA) method for measuring spatial accessibility to primary care physicians publication-title: Health Place doi: 10.1016/j.healthplace.2009.06.002 – volume: 18 start-page: 789 issue: 4 year: 2012 ident: 10.1016/j.jtrangeo.2023.103579_bb0175 article-title: Variable catchment sizes for the two-step floating catchment area (2SFCA) method publication-title: Health Place doi: 10.1016/j.healthplace.2012.04.002 – volume: 94 year: 2021 ident: 10.1016/j.jtrangeo.2023.103579_bb0250 article-title: Who uses shared micro-mobility services? Empirical evidence from Zurich, Switzerland publication-title: Transp. Res. Part D: Transp. Environ. doi: 10.1016/j.trd.2021.102803 – year: 2021 ident: 10.1016/j.jtrangeo.2023.103579_bb0060 – volume: 92 year: 2021 ident: 10.1016/j.jtrangeo.2023.103579_bb0095 article-title: Perceived built environment and dockless bikeshare as a feeder mode of metro publication-title: Transp. Res. Part D: Transp. Environ. doi: 10.1016/j.trd.2020.102693 – volume: 92 year: 2021 ident: 10.1016/j.jtrangeo.2023.103579_bb0110 article-title: Spatial analysis of shared e-scooter trips publication-title: J. Transp. Geogr. doi: 10.1016/j.jtrangeo.2021.103016 – volume: 03611981221097094 year: 2022 ident: 10.1016/j.jtrangeo.2023.103579_bb0135 article-title: Understanding the relationships among E-scooter ridership, transit desert index, and health-related factors publication-title: Transp. Res. Rec. – volume: 12 start-page: 9392 issue: 18 year: 2022 ident: 10.1016/j.jtrangeo.2023.103579_bb0195 article-title: Understanding and predicting the usage of shared electric Scooter Services on university campuses publication-title: Appl. Sci. doi: 10.3390/app12189392 |
| SSID | ssj0017102 |
| Score | 2.4296427 |
| Snippet | With the surging usage of e-scooters worldwide, there is a growing interest in understanding different aspects of e-scooters trips and their impact on urban... |
| SourceID | crossref elsevier |
| SourceType | Enrichment Source Index Database Publisher |
| StartPage | 103579 |
| SubjectTerms | Agglomerative hierarchical clustering algorithm Convex hull algorithm Dockless electric scooters E-scooter service area OD trip data |
| Title | A data-driven approach to estimating dockless electric scooter service areas |
| URI | https://dx.doi.org/10.1016/j.jtrangeo.2023.103579 |
| Volume | 109 |
| WOSCitedRecordID | wos001009707100001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVESC databaseName: Elsevier SD Freedom Collection Journals 2021 customDbUrl: eissn: 1873-1236 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0017102 issn: 0966-6923 databaseCode: AIEXJ dateStart: 19950301 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwELagRYJLxVMtL_nALQokcV4-RlVReajiUKS9RX6uttomqyRFpb-ecWxnAxRKD1ysVbTj3WQ-fZ6ZzAOhN7oUXJOMhFIKEcJ5rEKWEh3CWV1wLRMVp2wcNlGcnJSLBf3i0or6cZxA0TTl5SXd_FdVwzVQtimdvYW6p03hAnwGpcMKaof1nxRfBSbrM5Sd4bGpZ7ixMU1DDWOgNstAtuaVLpCcHYOzEkEv2tY0TOwteQTMZKv_wXQdfEf0YKnmLa8NcYPvfb6Br46kw9u1ZldTEscxnMhq1VwxqcZoTtV934Lz0_piqWbZ3vN4RDLL_vOBxTwPc2qriCeOjeiMJeOIZHaEzG8EbmMJZ3BrnSmuMOWZCXm7Ffi5Y_YvJ9mUX-hT185qv09t9qntPnfRblJkFDhwt_pwtPg4vXUy1tbYm9Hdwayi_Pp_dL0xMzNQTh-iPaceXFlEPEJ3VPMY3feF5_0T9LnCM2Rgjww8tHiLDOyRgT0ysEMGdsjAIzKeoq_vj04Pj0M3TCMUJE4GsypZREwSTmWitSCMCSGzksWiAK-BRyWXZZLmQPCkAEORax3lvJSpSnMdcfIM7TRto_YRBmHGFQXP3YSjY8kJeL3gaHCW0FgzfYAy_1Rq4TrNm4En6_rvejlA7ya5je21cqME9Q-9dhajtQRrwNMNss9v_Wsv0IMt4F-inaG7UK_QPfFtWPXdawemH9ftlWc |
| linkProvider | Elsevier |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=A+data-driven+approach+to+estimating+dockless+electric+scooter+service+areas&rft.jtitle=Journal+of+transport+geography&rft.au=Karimpour%2C+Abolfazl&rft.au=Hosseinzadeh%2C+Aryan&rft.au=Kluger%2C+Robert&rft.date=2023-05-01&rft.issn=0966-6923&rft.volume=109&rft.spage=103579&rft_id=info:doi/10.1016%2Fj.jtrangeo.2023.103579&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_jtrangeo_2023_103579 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0966-6923&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0966-6923&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0966-6923&client=summon |