Built-up area change analysis in Hanoi using support vector machine classification of Landsat multi-temporal image stacks and population data

Land

Volumn 4, Issue 4, 2015, Pages 1213-1231

  Nong, Duong H ^a   Fox, Jefferson ^a   Miura, Tomoaki ^b   Saksena, Sumeet ^a  

^a EAST WEST CENTER   (United States)

^b UNIVERSITY OF HAWAII   (United States)

Author keywords

Built up areas; Gradient approach; Multi temporal image stacks; Support vector machine; Urbanization

Indexed keywords

EID: 85035152378     PISSN: None     EISSN: 2073445X     Source Type: Journal    
DOI: 10.3390/land4041213     Document Type: Article

References (64)

1. ADB. Sustainable Urbanization in Asia and Latin America; Publication Stock No. BKK146703-2; Asian Development Bank: Mandaluyong City, Philippines, 2014
2. Welle-Strand, A.; Vlaicu, M.; Tjeldvoll, A. Vietnam-A new economic dragon in southeast Asia? J. Developing Societies 2013, 29, 155-187
3. The 2009 Vietnam Population and Housing census: Major Findings, . Central Population and Housing Census, Steering Committee: Hanoi, Vietnam, 2010
4. Campbell, T. A Tale of Two Cities in Vietnam. World Bank: Washington, DC, USA, 1999
5. Vietnam Urbanization Review: Technical Assistance Report; World Bank: Wasington, DC, USA, 2011; p 238
6. Labbé, D. Facing the Urban Transition in Hanoi: Recent Urban Planning Issues and Initiatives; Institut national de la recherche scientifique, Centre Urbanisation, culture et société: Quebec, QC, Canada, 2010
7. Biau, D. Vietnam Urban Planning and Development Association. Avaliable online: http://ashui.com/mag/vupda (accessed on 15 April 2015)
8. Duong, N.; Thoa, L.; Hoan, N.; Taun, T.; Thu, H.; Seto, K. A study on urban growth of Hanoi using multi-temporal and multi-sensor remote sensing data. Asian J. Geoinf. 2003, 3, 69-72
9. Luan, T.D. Living in "new urban areas": Towards sustainable urban communities in Hanoi, Vietnam. In Environmental Impact II; WIT Press: Southampton, UK, 2014; Volume 181, pp. 333-344
10. Douglas, R. On the Edge: Shaping the Future of Peri-Urban East Asia. Institute of International Studies, Stanford University: Stanford, CA, USA, 2002
11. Pham, M.H.; Yamaguchi, Y. Monitoring land cover change of the Hanoi city center under impacts of urbanization by using remote sensing. In Proceedings of International Symposium on Geoinformatics for Spatial Infrastructure Development in Earth and Allied Sciences, Ho Chi Minh, Vietnam, 9-11 November 2006
12. Pham, H.M.; Yamaguchi, Y. Urban growth and change analysis using remote sensing and spatial metrics from 1975 to 2003 for Hanoi, Vietnam. Int. J. Remote Sens. 2011, 32, 1901-1915
13. Pham, H.M.; Yamaguchi, Y.; Bui, T.Q. A case study on the relation between city planning and urban growth using remote sensing and spatial metrics. Landsc. Urban Plann. 2011, 100, 223-230
14. Duong, N.D.; Le Kim Thoa, N.T.H.; Tuan, T.A.; Le Thu, H. Study on urban growth of Hanoi using multitemporal and multisensor remote sensing data. In Proceedings of International Symposium on Geoinformatics for Spatial Infrastructure Development in Earth and Allied Sciences, Hanoi, Vietnam, 25-28 September 2002
15. Schneider, A.; Woodcock, C.E. Compact, dispersed, fragmented, extensive? A comparison of urban growth in twenty-five global cities using remotely sensed data, pattern metrics and census information. Urban Stud. 2008, 45, 659-692
16. Duan, H.D.; Shibayama, M. Studies on Hanoi urban transition in the late 20th century based on GIS/RS. Southeast Asian Stud. 2009, 46, 532-546
17. Castrence, M.; Nong, D.; Tran, C.; Young, L.; Fox, J. Mapping urban transitions using multi-temporal Landsat and DMSP-OLS night-time lights imagery of the Red River Delta in Vietnam. Land 2014, 3, 148-166
18. Saksena, S.; Fox, J.; Spencer, J.; Castrence, M.; DiGregorio, M.; Epprecht, M.; Sultana, N.; Finucane, M.; Nguyen, L.; Vien, T. Classifying and mapping the urban transition in Vietnam. Appl. Geogr. 2014, 50, 80-89
19. Vien, T.D.; Quang, N.V.; Van Dung, N. Rural-Urban Land Use Changes in Peri-Urban Hanoi; Hanoi, The Hague: Hanoi Agricultural University and Wageningen University and Research Centre: Hanoi, Vietnam, 2005
20. Logan, W.S. Hanoi: Biography of A City; UNSW Press: Sydney, Australia, 2000
21. HSO. Hanoi Statistical Yearbook 2008; Hanoi Statistical Office: Hanoi, Vietnam, 2009
22. Vietnam News Agency. Available online: http://vietnamnews.vn/economy/260399/ha-noi-seeksto-attract-more-foreign-high-tech-investment.html (accessed on 20 January 2015)
23. Van Suu, N. Agricultural land conversion and its effects on farmers in contemporary Vietnam. Focaal 2009, 2009, 106-113
24. Boothroyd, P.; Pham, X.N. Socioeconomic Renovation in Vietnam: The Origin, Evolution, and Impact of Doi Moi. IDRC: Ottawa, ON, Canada, 2000
25. Myint, S.W.; Lam, N. Examining lacunarity approaches in comparison with fractal and spatial autocorrelation techniques for urban mapping. Photogramm. Eng. Remote Sens. 2005, 71, 927-937
26. Yang, X. Urban Remote Sensing: Monitoring, Synthesis and Modeling in the Urban Environment. John Wiley & Sons: Chichester, UK, 2011
27. Kontgis, C.; Schneider, A.; Fox, J.; Saksena, S.; Spencer, J.H.; Castrence, M. Monitoring periurbanization in the greater Ho Chi Minh city metropolitan area. Appl. Geogr. 2014, 53, 377-388
28. Griffiths, P.; Hostert, P.; Gruebner, O.; van der Linden, S. Mapping megacity growth with multisensor data. Remote Sens. Environ. 2010, 114, 426-439
29. Wulder, M.A.; White, J.C.; Goward, S.N.; Masek, J.G.; Irons, J.R.; Herold, M.; Cohen, W.B.; Loveland, T.R.; Woodcock, C.E. Landsat continuity: Issues and opportunities for land cover monitoring. Remote Sens. Environ. 2008, 112, 955-969
30. Hilker, T.; Wulder, M.A.; Coops, N.C.; Seitz, N.; White, J.C.; Gao, F.; Masek, J.G.; Stenhouse, G. Generation of dense time series synthetic landsat data through data blending with modis using a spatial and temporal adaptive reflectance fusion model. Remote Sens. Environ. 2009, 113, 1988-1999
31. Huang, C.; Goward, S.N.; Masek, J.G.; Thomas, N.; Zhu, Z.; Vogelmann, J.E. An automated approach for reconstructing recent forest disturbance history using dense landsat time series stacks. Remote Sens. Environ. 2010, 114, 183-198
32. Kennedy, R.E.; Cohen, W.B.; Schroeder, T.A. Trajectory-based change detection for automated characterization of forest disturbance dynamics. Remote Sens. Environ. 2007, 110, 370-386
33. Verbesselt, J.; Hyndman, R.; Newnham, G.; Culvenor, D. Detecting trend and seasonal changes in satellite image time series. Remote Sens. Environ. 2010, 114, 106-115
34. Schneider, A. Monitoring land cover change in urban and peri-urban areas using dense time stacks of landsat satellite data and a data mining approach. Remote Sens. Environ. 2012, 124, 689-704
35. Song, C.; Woodcock, C.E.; Seto, K.C.; Lenney, M.P.; Macomber, S.A. Classification and change detection using Landsat TM data: When and how to correct atmospheric effects? Remote Sens. Environ. 2001, 75, 230-244
36. Mountrakis, G.; Im, J.; Ogole, C. Support vector machines in remote sensing: A review. ISPRS J. Photogramm. Remote Sens. 2011, 66, 247-259
37. Huang, C.; Goward, S.N.; Schleeweis, K.; Thomas, N.; Masek, J.G.; Zhu, Z. Dynamics of national forests assessed using the landsat record: Case studies in eastern united states. Remote Sens. Environ. 2009, 113, 1430-1442
38. Esch, T.; Himmler, V.; Schorcht, G.; Thiel, M.; Wehrmann, T.; Bachofer, F.; Conrad, C.; Schmidt, M.; Dech, S. Large-area assessment of impervious surface based on integrated analysis of singledate landsat-7 images and geospatial vector data. Remote Sens. Environ. 2009, 113, 1678-1690
39. Kavzoglu, T.; Colkesen, I. A kernel functions analysis for support vector machines for land cover classification. Int. J. Appl. Earth Obs. Geoinf. 2009, 11, 352-359
40. Carrão, H.; Gonçalves, P.; Caetano, M. Contribution of multispectral and multitemporal information from modis images to land cover classification. Remote Sens. Environ. 2008, 112, 986-997
41. Li, D.-C.; Liu, C.-W. A class possibility based kernel to increase classification accuracy for small data sets using support vector machines. Expert Syst. Appl. 2010, 37, 3104-3110
42. Huang, C.; Song, K.; Kim, S.; Townshend, J.R.; Davis, P.; Masek, J.G.; Goward, S.N. Use of a dark object concept and support vector machines to automate forest cover change analysis. Remote Sens. Environ. 2008, 112, 970-985
43. Petropoulos, G.P.; Kontoes, C.; Keramitsoglou, I. Burnt area delineation from a uni-temporal perspective based on landsat tm imagery classification using support vector machines. Int. J. Appl. Earth Obs. Geoinf. 2011, 13, 70-80
44. Steele, B.M. Maximum posterior probability estimators of map accuracy. Remote Sens. Environ. 2005, 99, 254-270
45. Congalton, R.G.; Green, K. Assessing the Accuracy of Remotely Sensed Data: Principles and Practices. CRC Press: Boca Raton, FL, USA, 2008
46. Fung, T.; So, L.; Chen, Y.; Shi, P.; Wang, J. Analysis of green space in chongqing and nanjing, cities of china with ASTER images using object-oriented image classification and landscape metric analysis. Int. J. Remote Sens. 2008, 29, 7159-7180
47. Kroll, F.; Müller, F.; Haase, D.; Fohrer, N. Rural-urban gradient analysis of ecosystem services supply and demand dynamics. Land Use Policy 2012, 29, 521-535
48. Pillsbury, F.C.; Miller, J.R. Habitat and landscape characteristics underlying anuran community structure along an urban-rural gradient. Ecol. Appl. 2008, 18, 1107-1118
49. Sadler, J.; Small, E.; Fiszpan, H.; Telfer, M.; Niemelä, J. Investigating environmental variation and landscape characteristics of an urban-rural gradient using woodland carabid assemblages. J. Biogeogr. 2006, 33, 1126-1138
50. Hahs, A.K.; McDonnell, M.J. Selecting independent measures to quantify melbourne's urban-rural gradient. Landsc. Urban Plann. 2006, 78, 435-448
51. Hunt, S.D.; Guzy, J.C.; Price, S.J.; Halstead, B.J.; Eskew, E.A.; Dorcas, M.E. Responses of riparian reptile communities to damming and urbanization. Biol. Conserv. 2013, 157, 277-284
52. Lockaby, B.; Zhang, D.; McDaniel, J.; Tian, H.; Pan, S. Interdisciplinary research at the urban-rural interface: The west GA project. Urban Ecosyst. 2005, 8, 7-21
53. Luck, M.; Wu, J. A gradient analysis of urban landscape pattern: A case study from the Phoenix metropolitan region, Arizona, USA. Landsc. Ecol. 2002, 17, 327-339
54. Williams, N.S.; McDonnell, M.J.; Seager, E.J. Factors influencing the loss of an endangered ecosystem in an urbanising landscape: A case study of native grasslands from Melbourne, Australia. Landsc. Urban Plann. 2005, 71, 35-49
55. Chen, F.; Ye, H.; Zhao, X. Making Use of the Landsat 7 SLC-OFF ETM+ Image Through Different Recovering Approaches. INTECH Open Access Publisher: Rijeka, Croatia, 2012
56. Maxwell, S. Filling Landsat ETM+ SLC-OFF gaps using a segmentation model approach. Photogramm. Eng. Remote Sens. 2004, 70, 1109-1112
57. Zhang, C.; Li, W.; Travis, D. Gaps-fill of SLC-OFF Landsat ETM+ satellite image using a geostatistical approach. Int. J. Remote Sens. 2007, 28, 5103-5122
58. Corbould, C. Feeding the Cities: Is Urban Agriculture the Future of Food Security? Stragegic Analysis Paper. Future Directions International. Available online: http://futuredirections.org.au (accessed on 27 April 2015)
59. Pham, V.C.; Pham, T.-T.-H.; Tong, T.H.A.; Nguyen, T.T.H.; Pham, N.H. The conversion of agricultural land in the peri-urban areas of Hanoi (Vietnam): Patterns in space and time. J. Land Use Sci. 2015, 10, 224-242
60. An, L.Q. Agriculture and development: Toward a sustainable agriculture in Vietnam. In Vietnam and IRRI: A Partnership in Rice Research: Proceedings of a Conference held in Hanoi, Vietnam, 4-7 May 1994, Int. Rice Res. Inst.: Los Banos, Philippines, 1995; pp. 45-46
61. Tacoli, C. International Institute for Environment and Development. Avaliable online: http://www.iied.org/stopping-rural-people-going-cities-only-makes-poverty-less-visible-strippingmigrants-rights-makes (accessed on 5 May 2015)
62. Linh, T.G.; Thao, N.T.P. Social Protection for Rural-Urban Migrants in Vietnam: Current Situation, Challenges and Opportunities; CSP Research Report 08; Centre for Social Protection: Brighton, UK, 2011
63. Straubhaar, T.; Vâdean, F.P. International migrant remittances and their role in development. In Migration, Remittances and Development; OECD: Paris, France, 2005; pp. 13-37
64. Thao, V.T. Making a living in rural Vietnam from (IM) mobile livelihoods: A case of women's migration. Popul. Space Place 2013, 19, 87-102