Key driving factors influencing urban growth: Spatial-statistical modelling with CLUE-s

Dhaka Megacity: Geospatial Perspectives on Urbanisation, Environment and Health

Volumn , Issue , 2014, Pages 123-145

  Ahmed, Sohel J ^a   Bramley, Glen ^b   Verburg, Peter H ^c  

^a UNIVERSITY COLLEGE LONDON   (United Kingdom)

^b HERIOT WATT UNIVERSITY   (United Kingdom)

^c VU UNIVERSITY AMSTERDAM   (Netherlands)

Author keywords

Calibration; CLUE s; Dhaka; Drivers of change; LUCC; Spatial statistical models; Urban growth; Validation

Indexed keywords

EID: 84988726917     PISSN: None     EISSN: None     Source Type: Book    
DOI: 10.1007/978-94-007-6735-5_7     Document Type: Chapter

References (71)

1. Ahmed SJ, Bramley G, Dewan AM (2012) Exploratory growth analysis of a megacity through different spatial metrics: a case study on Dhaka, Bangladesh (1960-2005). URISA Journal 24(1):5-20
2. Alam M, Rabbani MDG (2007) Vulnerabilities and responses to climate change for Dhaka. Environ Urban 19(1):81-97
3. Alonso W (1964) Location and land use: toward a general theory of land rent. Harvard University Press, Cambridge, MA, 204 p
4. Barredo JI, Kasanko M, McCormick N, Lavalle C (2003) Modelling dynamic spatial processes: simulation of urban future scenarios through cellular automata. Landsc Urban Plan 64(3):145-160
5. Barredo JI, Demicheli L, Lavalle C, Kasanko M, McCormick N (2004) Modelling future urban scenarios in developing countries: an application case study in Lagos, Nigeria. Environ Plan B Plan Des 32(1):65-84
6. Batisani N, Yarnal B (2009) Urban expansion in Centre County, Pennsylvania: spatial dynamics and landscape transformations. Appl Geogr 29(2):235-249
7. Batty M, Xie Y (1994) From cells to cities. Environ Plan B 21(7):41-48
8. Batty M, Xie Y, Sun Z (1999) Modelling urban dynamics through GIS-based cellular automata. Comput Environ Urban Syst 23(3):205-233
9. Braimoha AK, Onishi T (2007) Spatial determinants of urban land use change in Lagos, Nigeria. Land Use Policy 24(2):502-515
10. Cheng J, Masser I (2003) Modelling urban growth patterns: a multiscale perspective. Environ Plan A 35(4):679-704
11. Cheng J, Masser I (2004) Understanding spatial and temporal processes of urban growth: cellular automata modelling. Environ Plan B Plan Des 31(2):167-194
12. Clarke KC, Gaydos LJ (1998) Loose-coupling a cellular automaton model and GIS: long-term urban growth prediction for San Francisco and Washington/Baltimore. Int J Geogr Inf Sci 12(7):699-714
13. Dewan AM (2013) Floods in a megacity: geospatial techniques in assessing hazards, risk and vulnerability. Springer, Dordrecht
14. Dewan AM, Yamaguchi Y (2008) Effect of land cover changes on flooding: example from Greater Dhaka of Bangladesh. Int J Geoinf 4(1):11-20
15. Dewan AM, Yamaguchi Y (2009a) Using remote sensing and GIS to detect and monitor land use and land cover change in Dhaka Metropolitan of Bangladesh during 1960-2005. Environ Monit Assess 150(1-4):237-249
16. Dewan AM, Yamaguchi Y (2009b) Land use and land cover change in Greater Dhaka, Bangladesh: using remote sensing to promote sustainable urbanization. Appl Geogr 29(3):390-401
17. Dewan AM, Yeboah KK, Nishigaki M (2006a) Flood hazard delineation in Greater Dhaka, Bangladesh using integrated GIS and remote sensing approach. Geocarto Int 21(2):33-38
18. Dewan AM, Yeboah KK, Nishigaki M (2006b) Using synthetic aperture radar (SAR) data for mapping river water flooding in an urban landscape: a case study of Greater Dhaka. Bangladesh Jpn J Hydrol Water Resour 19(1):44-54
19. Dewan AM, Islam MM, Kumamoto T, Nishigaki M (2007) Evaluating Flood hazard for land-use planning in Greater Dhaka of Bangladesh using remote sensing and GIS techniques. Water Resour Manag 21(9):1601-1612
20. Dietzel C, Clarke K (2006) The effect of disaggregating land use categories in cellular automata during model calibration and forecasting. Comput Environ Urban Syst 30(1):78-101
21. Engelen G, White R, Uljee I (2002) The MURBANDY and MOLAND models for Dublin. Research Institute for Knowledge Systems (RIKS) BV, Maastricht, p 172
22. Gardner RH, Urban DL (2005) Model validation and testing: past lessons, present concerns and future prospects. In: Canham CD, Cole JC, Lauenroth WK (eds) The role of models in ecosystem science. Princeton University Press, Princeton, pp 186-205
23. Geist H, Mcconnell W, Lambin EF, Moran E, Alves D, Rudel T (2006) Causes and trajectories of land-use/cover change. In: Lambin EF, Geist H (eds) Land-use and land-cover change: local processes and global impacts. Springer, Berlin/Heidelberg, pp 41-70
24. Hagen-Zanker A (2002a) Approaching human judgement in the automated comparison of categorical maps. In: 4th international conference on recent advances in soft computing. Nottingham Trent University, Nottingham
25. Hagen-Zanker A (2002b) Multi-method assessment of map similarity. In: 5th AGILE conference on geographic information science, Palma
26. Hagen-Zanker A (2003) Fuzzy set approach to assessing similarity of categorical maps. Int J Geogr Inf Sci 17(3):235-249
27. Hagen-Zanker A, Lajoie G (2008) Neutral models of landscape change as benchmarks in the assessment of model performance. Landsc Urban Plan 86(3-4):284-296
28. Hagen-Zanker A, Van Loon J, Maas A, Straatman B, De Nijs T, Engelen G (2005) Measuring performance of land use models: an evaluation framework for the calibration and validation of integrated land use models featuring cellular automata. In: 14th European colloquium on theoretical and quantitative geography, Tomar
29. Hansen HS (2008) Quantifying and analysing neighbourhood characteristics supporting urban land-use modelling. In: Bernard L, Friis-Christensen A, Pundt H (eds) The European information society: lecture notes in geoinformation and cartography. Springer, Berlin/Heidelberg, pp 283-299
30. Henriquez C, Azocar G, Romero H (2006) Monitoring and modeling the urban growth of two mid-sized Chilean cities. Habitat Int 30(4):945-964
31. Hu Z, Lo CP (2007) Modeling urban growth in Atlanta using logistic regression. Comput Environ Urban Syst 31(6):667-688
32. Huq S (1999) Environmental problems of Dhaka City. In Mitchell JK (eds) Crucibles of Hazard: mega-cities and disasters in transition. United Nations University Press, Tokyo/New York/Paris. http://www.greenstone.org/greenstone3/nzdl?a1/4d&d1/4HASH9b6b117419a9f8e9a6e899.7&c1/4aedl&sib1/41&dt1/4&ec1/4&et1/4&p.a1/4b&p.s1/4ClassifierBrowse&p.sa1/4. Accessed 12 Dec 2008
33. Islam N (1996) Dhaka: from city to megacity: perspectives on people, places, planning, and development issues. Urban Studies Programme, Dhaka
34. Islam N (2005) Dhaka now: contemporary urban development. The Bangladesh Geographical Society, Dhaka
35. Jat MK, Garg PK, Khare D (2008) Monitoring and modelling of urban sprawl using remote sensing and GIS techniques. Int J Appl Earth Obs Geoinf 10(1):26-43
36. Lesschen JP, Verburg PH, Staal SJ (2005) Statistical methods for analysing the spatial dimension of changes in land use and farming systems. LUCC report series no.7. The International Livestock Research Institute & LUCC Focus 3 Office, Wageningen University, Wageningen, 81p
37. Liu J, Zhan J, Deng X (2005) Spatio-temporal patterns and driving forces of urban land expansion in China during the economic reform era. Ambio 34(6):450-456
38. NPS-ROMN (2008) Travel time cost surface model, version 1.7. Rocky Mountain Network-National Park Service, Fort Collins
39. Overmars KP (2006) Linking process and pattern of land use change: illustrated with a case study in San Mariano, Isabela, Philippines. Institute of Environmental Sciences (CML), Leiden University, Leiden, 178 p
40. Overmars KP, Groot WTD, Huigen MGA (2007) Comparing inductive and deductive modeling of land use decisions: principles, a model and an illustration from the Philippines. Hum Ecol 35:439-452
41. Parker DC (2005) Integration of geographic information systems and agent-based models of land use: challenges and prospects. In: Maguire DJ, Goodchild MF, Batty M (eds) GIS, spatial analysis and modeling. ESRI Press, Redlands, pp 403-422
42. Parker DC, Manson SM, Janssen MA, Hoffmann M, Deadman P (2003) Multi-agent systems for the simulation of land-use and land-cover change: a review. Ann Assoc Am Geogr 93(2):314-337
43. Pontius GR Jr, Schneider CL (2001) Land-cover change model validation by an ROC method for the Ipswich watershed, Massachusetts, USA. Agric Ecosyst Environ 85(1-3):239-248
44. Pontius RG Jr, Huffaker D, Denman K (2004) Useful techniques of validation spatially explicit land-change models. Ecol Model 179(4):445-461
45. Pontius RG Jr, Boersma W, Castella JS, Clarke K et al (2008) Comparing the input, output, and validation maps for several models of land change. Ann Reg Sci 42(1):11-37
46. Rajdhani Unnayan Katripakko (RAJUK) (1993) Strategic growth options-Dhaka 2016. UNDP, UN-HABITAT, RAJUK, Dhaka
47. Rajdhani Unnayan Katripakko (RAJUK) (1997) Dhaka Metropolitan Development Plan for Dhaka City (1995-2015), Vol I & II. RAJUK, Dhaka
48. Rindfuss RR, Walsh SJ, Turner Ii BL, Fox J, Mishra V (2004) Developing a science of land change: challenges and methodological issues. Proc Natl Acad Sci U S A 101(39):13976-13981
49. Santé I, García AM, Miranda D, Crecente R (2010) Cellular automata models for the simulation of real-world urban processes: a review and analysis. Landsc Urban Plan 96(2):108-122
50. Silva EA, Clarke KC (2005) Complexity, emergence and cellular urban models: lessons learned from applying SLEUTH to two Portuguese metropolitan areas. Eur Plan Stud 13(1):93-115
51. Straatman B, White R, Engelen G (2004) Towards an automatic calibration procedure for constrained cellular automata. Comput Environ Urban Syst 28(1-2):149-170
52. Sui DZ, Zeng H (2001) Modeling the dynamics of landscape structure in Asia’s emerging desakota regions: a case study in Shenzhen. Landsc Urban Plan 53(1-4):37-52
53. Veldkamp A, Fresco LO (1996) CLUE-CR: an integrated multi-scale model to simulate land use change scenarios in Costa Rica. Ecol Model 91(1-3):231-248
54. Veldkamp A, Lambin EF (2001) Predicting land-use change. Editor Agric Ecos Environ 85:1-6
55. Verburg PH, Overmars KP (2007) Dynamic simulation of land-use change trajectories with the CLUE-s model. In: Koomen E, Stillwell J, Bakema A, Scholten HJ (eds) Modelling land-use change: progress and applications, 40. Springer, Berlin, pp 321-337
56. Verburg PH, Soepboer W, Veldkamp A, Limpiada R, Espaldon V, Mastura SS (2002) Modeling the spatial dynamics of regional land use: the CLUE-S model. Environ Manage 30(3):391-405
57. Verburg PH, Schot P, Dijst MJ, Veldkamp A (2004a) Land use change modelling: current practice and research priorities. GeoJournal 61(4):309-324
58. Verburg PH, Ritsema Van Eck JR, Nijs TCMD, Dijst MJ, Schot P (2004b) Determinants of land-use change patterns in the Netherlands. Environ Plan B Plan Des 31(1):125-150
59. Verburg PH, Nijs TCMD, Ritsema Van Eck JR, Visser HJ, de Jong K (2004c) A method to analyse neighbourhood characteristics of land use patterns. Comput Environ Urban Syst 28(6):667-690
60. Verburg PH, Kok K, Pontius RG, Veldkamp A (2006) Modeling land-use and land-cover change. In: Lambin EF, Geist H (eds) Land-use and land-cover change: local processes and global impacts. Springer, Berlin/Heidelberg, pp 117-135
61. Verburg PH, Eickhout B, Meul HV (2008) A multi-scale, multi-model approach for analyzing the future dynamics of European land use. Ann Reg Sci 42(1):57-77
62. Visser H (2004) The map comparison kit: methods, software and applications. National Institute for Public Health and the Environment (RIVM), Bilthoven, 124 p
63. Visser H, De Nijs T (2006) The map comparison kit. Environ Model Software 21(3):346-358
64. Vliet JV (2009) Assessing the accuracy of changes in spatial explicit land use change models. In: 12th AGILE international conference on geographic information science Leibniz, Universität Hannover, Hanover
65. White R, Engelen G (1993) Cellular automata and fractal urban form: a cellular modelling approach to the evolution of urban land-use patterns. Environ Plan A 25(8):1175-1199
66. White R, Engelen G (2000) High resolution integrated modelling of the spatial dynamics of urban and regional systems. Comput Environ Urban Syst 24(5):383-400
67. White R, Straatman B, Engelen G (2004) Planning scenario visualization and assessment: a cellular automata based integrated spatial decision support system. In: Goodchild MF, Janelle D (eds) Spatially integrated social science. Oxford University Press, New York, pp 420-442
68. Wu F (2002) Calibration of stochastic cellular automata: the application to rural-urban land conversions. Int J Geogr Inf Sci 16(8):795-818
69. Wu Q, Li H-Q, Wang R-S, Paulussen J, Hec Y, Wang M, Wang BH, Wang Z (2006) Monitoring and predicting land use change in Beijing using remote sensing and GIS. Landsc Urban Plan 78 (4):322-333
70. Xiao J, Shen Y, Ge J, Tateishi R, Tang C, Liang Y, Huang Z (2006) Evaluating urban expansion and land use change in Shijiazhuang, China, by using GIS and remote sensing. Landsc Urban Plan 75(1-2):69-80
71. Yeh AGO, Li X (1998) Sustainable land development model for rapid growth areas using GIS. Int J Geogr Inf Sci 12(2):169-189