GIS-based modeling for the spatial measurement and evaluation of mixed land use development for a compact city

GIScience and Remote Sensing

Volumn 52, Issue 1, 2015, Pages 18-39

  Abdullahi, Saleh ^a   Pradhan, Biswajeet ^a   Mansor, Shattri ^a   Shariff, Abdul Rashid Mohamed ^a  

^a UNIVERSITY PUTRA MALAYSIA   (Malaysia)

Author keywords

compact city modeling; GIS; Malaysia; mixed land use; remote sensing; sustainable urban development; weights of evidence

Indexed keywords

ACCESSIBILITY; GIS; LAND USE; LOCAL GOVERNMENT; MAPPING; MEASUREMENT METHOD; PARAMETERIZATION; REMOTE SENSING; SPATIAL ANALYSIS; SUSTAINABLE DEVELOPMENT; URBAN DEVELOPMENT; URBAN PLANNING;

KAJANG; MALAYSIA;

EID: 84924658123     PISSN: 15481603     EISSN: None     Source Type: Journal    
DOI: 10.1080/15481603.2014.993854     Document Type: Article

References (79)

1. Abdullahi, S., A. R. B. Mahmud, and, B. Pradhan. 2012. " Spatial Modeling of Site Suitability Assessment for Hospitals Using GIS Based Multicriteria Approach at Qazvin City, Iran." Geocarto International. doi: 10.1080/10106049.2012.752531
2. Abdullahi, S., B. Pradhan, and, M. N. Jebur. 2014. " GIS-Based Sustainable City Compactness Assessment Using Integration of MCDM, Bayes Theorem and RADAR Technology." Geocarto International: 1-23. doi: 10.1080/10106049.2014.911967.
3. Alberti, M., D. Booth, K. Hill, B. Coburn, C. Avolio, S. Coe, and, D. Spirandelli. 2007. " The Impact of Urban Patterns on Aquatic Ecosystems: An Empirical Analysis in Puget Lowland Sub-Basins." Landscape and Urban Planning 80 (4): 345-361. doi: 10.1016/j.landurbplan.2006.08.001.
4. Althuwaynee, O. F., B. Pradhan, and, S. Lee. 2012. " Application of an Evidential Belief Function Model in Landslide Susceptibility Mapping." Computers & Geosciences 44: 120-135. doi: 10.1016/j.cageo.2012.03.003.
5. Ayalew, L., H. Yamagishi, and, N. Ugawa. 2004. " Landslide Susceptibility Mapping Using GIS-Based Weighted Linear Combination, the Case in Tsugawa Area of Agano River, Niigata Prefecture, Japan." Landslides 1 (1): 73-81. doi: 10.1007/s10346-003-0006-9.
6. Barbier, E. B. 1987. " The Concept of Sustainable Economic Development." Environmental Conservation 14 (2): 101-110. doi: 10.1017/S0376892900011449.
7. Beatley, T. 1999. Green Urbanism: Learning from European Cities. Island Press.
8. Bhat, C. R., and, R. Gossen. 2004. " A Mixed Multinomial Logit Model Analysis of Weekend Recreational Episode Type Choice." Transportation Research Part B: Methodological 38 (9): 767-787. doi: 10.1016/j.trb.2003.10.003.
9. Bhatti, S. S., and, N. K. Tripathi. 2014. " Built-Up Area Extraction Using Landsat 8 OLI Imagery." GIScience & Remote Sensing 51 (4): 445-467.
10. Bonham-Carter, G. F. 1994. Geographic Information Systems for Geoscientists: Modelling with GIS. Vol. 13. Elsevier.
11. Brundtland Report. (1987). Our Common Future: The World Commission on Environment and Development. Oxford: Oxford University Press.
12. Burchell, R. W., and, S. Mukherji. 2003. " Conventional Development versus Managed Growth: The Costs of Sprawl." American Journal of Public Health 93 (9): 1534-1540. doi: 10.2105/AJPH.93.9.1534.
13. Burton, E. 2002. " Measuring Urban Compactness in UK Towns and Cities." Environment and Planning B: Planning and Design 29 (2): 219-250. doi: 10.1068/b2713.
14. Burton, E., M. Jenks, and, K. Williams. 1996. The Compact City: A Sustainable Urban Form? Routledge.
15. Carranza, E. J. M. 2009. " Controls on Mineral Deposit Occurrence Inferred from Analysis of Their Spatial Pattern and Spatial Association with Geological Features." Ore Geology Reviews 35 (3-4): 383-400. doi: 10.1016/j.oregeorev.2009.01.001.
16. Carruthers, J. I., and, G. F. Ulfarsson. 2002. " Fragmentation and Sprawl: Evidence from Interregional Analysis." Growth and Change 33 (3): 312-340. doi: 10.1111/1468-2257.00193.
17. Chen, C., B. He, and, Z. Zeng. 2013. " A Method for Mineral Prospectivity Mapping Integrating C4. 5 Decision Tree, Weights-of-Evidence and M-Branch Smoothing Techniques: A Case Study in the Eastern Kunlun Mountains, China." Earth Science Informatics: 1-12.
18. Chinyio, E. A., P. O. Olomolaiye, S. T. Kometa, and, F. C. Harris. 1998. " A Needs-Based Methodology for Classifying Construction Clients and Selecting Contractors." Construction Management and Economics 16 (1): 91-98. doi: 10.1080/014461998372628.
19. Chung, C.-J. F., and, A. G. Fabbri. 1999. " Probabilistic Prediction Models for Landslide Hazard Mapping." Photogrammetric Engineering & Remote Sensing 65 (12): 1389-1399.
20. Clarke, K. C. 1986. " Advances in Geographic Information Systems." Computers, Environment and Urban Systems 10 (3-4): 175-184. doi: 10.1016/0198-9715(86)90006-2.
21. Commission of the European Communities. (2004). Towards a Thematic Strategy on the Urban Environment. Brussels.
22. Crompton, P., and, Y. Wu. 2005. " Energy Consumption in China: Past Trends and Future Directions." Energy Economics 27 (1): 195-208. doi: 10.1016/j.eneco.2004.10.006.
23. Dempster, A. P. 1967. " Upper and Lower Probabilities Induced by a Multivalued Mapping." The Annals of Mathematical Statistics 38 (2): 325-339. doi: 10.1214/aoms/1177698950.
24. Ding, C. 2004. " Urban Spatial Development in the Land Policy Reform Era: Evidence from Beijing." Urban Studies 41 (10): 1889-1907. doi: 10.1080/0042098042000256305.
25. Du, Y., D. Wu, F. Liang, and, C. Li. 2013. " Integration of Case-Based Reasoning and Object-Based Image Classification to Classify SPOT Images: A Case Study of Aquaculture Land Use Mapping in Coastal Areas of Guangdong Province, China." GIScience & Remote Sensing 50 (5): 574-589.
26. Duany, A., E. Plater-Zyberk, and, J. Speck. 2001. Suburban Nation: The Rise of Sprawl and the Decline of the American Dream. Macmillan.
27. Ercanoglu, M., K. T. Weber, J. Langille, and, R. Neves. 2006. " Modeling Wildland Fire Susceptibility Using Fuzzy Systems." GIScience & Remote Sensing 43 (3): 268-282. doi: 10.2747/1548-1603.43.3.268.
28. Ewing, R. H., and, G. Anderson. 2008. Growing Cooler: The Evidence on Urban Development and Climate Change. ULI.
29. Frey, H. 1999. Designing the City: Towards a More Sustainable Urban Form. Taylor & Francis.
30. Gainza, X., and, F. Livert. 2013. " Urban Form and the Environmental Impact of Commuting in a Segregated City, Santiago De Chile." Environment and Planning B: Planning and Design 40: 507-522. doi: 10.1068/b38045.
31. Gu, Z., Q. Sun, and, R. Wennersten. 2013. " Impact of Urban Residences on Energy Consumption and Carbon Emissions: An Investigation in Nanjing, China." Sustainable Cities and Society 7: 52-61. doi: 10.1016/j.scs.2012.11.004.
32. He, B., C. Chen, and, Y. Liu. 2010. " Mineral Potential Mapping for Cu-Pb-Zn Deposits in the East Kunlun Region, Qinghai Province, China, Integrating Multi-Source Geology Spatial Data Sets and Extended Weights-Of-Evidence Modeling." GIScience & Remote Sensing 47 (4): 514-540. doi: 10.2747/1548-1603.47.4.514.
33. Hoppenbrouwer, E., and, E. Louw. 2005. " Mixed-Use Development: Theory and Practice in Amsterdams Eastern Docklands." European Planning Studies 13 (7): 967-983. doi: 10.1080/09654310500242048.
34. Joseph, M., L. Wang, and, F. Wang. 2012. " Using Landsat Imagery and Census Data for Urban Population Density Modeling in Port-Au-Prince, Haiti." GIScience & Remote Sensing 49 (2): 228-250. doi: 10.2747/1548-1603.49.2.228.
35. Kelly-Schwartz, A. C., J. Stockard, S. Doyle, and, M. Schlossberg. 2004. " Is Sprawl Unhealthy? A Multilevel Analysis of the Relationship of Metropolitan Sprawl to the Health of Individuals." Journal of Planning Education and Research 24 (2): 184-196. doi: 10.1177/0739456X04267713.
36. Kii, M., and, K. Doi. 2005. " Multiagent Land-Use and Transport Model for the Policy Evaluation of a Compact City." Environment and Planning B: Planning and Design 32: 485-504. doi: 10.1068/b3081.
37. La Rosa, D., and, D. Wiesmann. 2013. " Land Cover and Impervious Surface Extraction Using Parametric and Non-Parametric Algorithms from the Open-Source Software R: An Application to Sustainable Urban Planning in Sicily." GIScience & Remote Sensing 50 (2): 231-250.
38. Lee, S., and, B. Pradhan. 2006. " Probabilistic Landslide Hazards and Risk Mapping on Penang Island, Malaysia." Journal of Earth System Science 115 (6): 661-672. doi: 10.1007/s12040-006-0004-0.
39. Lee, S., and, B. Pradhan. 2007. " Landslide Hazard Mapping at Selangor, Malaysia Using Frequency Ratio and Logistic Regression Models." Landslides 4 (1): 33-41. doi: 10.1007/s10346-006-0047-y.
40. Livingstone, K., and, G. L. Authority. 2003. Housing for a Compact City. Greater London authority.
41. Lo, C. 2004. " Testing Urban Theories Using Remote Sensing." GIScience & Remote Sensing 41 (2): 95-115. doi: 10.2747/1548-1603.41.2.95.
42. Malpica, J. A., M. C. Alonso, and, M. A. Sanz. 2007. " Dempster-Shafer Theory in Geographic Information Systems: A Survey." Expert Systems with Applications 32 (1): 47-55. doi: 10.1016/j.eswa.2005.11.011.
43. Manaugh, K., and, T. Kreider. 2013. " What Is Mixed Use? Presenting an Interaction Method for Measuring Land Use Mix." Journal of Transport and Land Use 6 (1): 63-72.
44. Maria De Almeida, C., M. Batty, A. M. Vieira Monteiro, G. Câmara, B. S. Soares-Filho, G. C. Cerqueira, and, C. L. Pennachin. 2003. " Stochastic Cellular Automata Modeling of Urban Land Use Dynamics: Empirical Development and Estimation." Computers, Environment and Urban Systems 27 (5): 481-509. doi: 10.1016/S0198-9715(02)00042-X.
45. Munda, G. 2005. Multiple Criteria Decision Analysis and Sustainable Development Multiple Criteria Decision Analysis: State of the Art Surveys, 953-986. Springer.
46. Musakwa, W., and, A. V. Niekerk. 2013. " Implications of Land Use Change for the Sustainability of Urban Areas: A Case Study of Stellenbosch, South Africa." Cities 32: 143-156. doi: 10.1016/j.cities.2013.01.004.
47. Newman, P., and, J. Kenworthy. 1999. Sustainability and Cities: Overcoming Automobile Dependence. Washington, DC: Island Press.
48. Nozzi, D. 2003. Road to Ruin: An Introduction to Sprawl and How to Cure It. Westport, CT: Praeger Publishers.
49. Pereira, L. D. O., C. D. C. Freitas, S. J. S. Santánna, D. Lu, and, E. F. Moran. 2013. " Optical and Radar Data Integration for Land Use and Land Cover Mapping in the Brazilian Amazon." GIScience & Remote Sensing 50 (3): 301-321.
50. Phua, M.-H., and, M. Minowa. 2005. " A GIS-Based Multi-Criteria Decision Making Approach to Forest Conservation Planning at a Landscape Scale: A Case Study in the Kinabalu Area, Sabah, Malaysia." Landscape and Urban Planning 71 (2-4): 207-222. doi: 10.1016/j.landurbplan.2004.03.004.
51. Pourghasemi, H. R., B. Pradhan, and, C. Gokceoglu. 2012. " Application of Fuzzy Logic and Analytical Hierarchy Process (AHP) to Landslide Susceptibility Mapping at Haraz Watershed, Iran." Natural Hazards 63: 965-996. doi: 10.1007/s11069-012-0217-2.
52. Pourghasemi, H. R., B. Pradhan, C. Gokceoglu, and, K. D. Moezzi. 2013. " A Comparative Assessment of Prediction Capabilities of Dempster-Shafer and Weights-Of-Evidence Models in Landslide Susceptibility Mapping Using GIS." Geomatics, Natural Hazards and Risk 4 (2): 93-118. doi: 10.1080/19475705.2012.662915.
53. Pradhan, B. 2011. " An Assessment of the Use of an Advanced Neural Network Model with Five Different Training Strategies for the Preparation of Landslide Susceptibility Maps." Journal of Data Science 9 (1): 65-81.
54. Pradhan, B., and, S. Lee. 2010. " Landslide Susceptibility Assessment and Factor Effect Analysis: Backpropagation Artificial Neural Networks and Their Comparison with Frequency Ratio and Bivariate Logistic Regression Modelling." Environmental Modelling & Software 25 (6): 747-759. doi: 10.1016/j.envsoft.2009.10.016.
55. Pradhan, B., H.-J. Oh, and, M. Buchroithner. 2010. " Weights-of-Evidence Model Applied to Landslide Susceptibility Mapping in a Tropical Hilly Area." Geomatics, Natural Hazards and Risk 1 (3): 199-223. doi: 10.1080/19475705.2010.498151.
56. Rohde, S., M. Hostmann, A. Peter, and, K. Ewald. 2006. " Room for Rivers: An Integrative Search Strategy for Floodplain Restoration." Landscape and Urban Planning 78 (1-2): 50-70. doi: 10.1016/j.landurbplan.2005.05.006.
57. Rolland, A., and, R. Rangarajan. 2013. " Runoff Estimation and Potential Recharge Site Delineation Using Analytic Hierarchy Process." Geocarto International 28 (2): 159-170. doi: 10.1080/10106049.2012.665499.
58. Saaty, T. L. 1980. The Analytical Hierarchical Process, 20-25. New York, NY: J Wiley.
59. Saaty, T. L., and, L. G. Vargas. 2001. Models, Methods, Concepts & Applications of the Analytic Hierarchy Process. Vol. 34. Springer.
60. Shafer, G. 1976. A Mathematical Theory of Evidence. Vol. 1. Princeton, NJ: Princeton University Press.
61. Shannon, C. E. 2001. " A Mathematical Theory of Communication." ACM SIGMOBILE Mobile Computing and Communications Review 5 (1): 3-55. doi: 10.1145/584091.584093.
62. Song, Y., and, G.-J. Knaap. 2004. " Measuring the Effects of Mixed Land Uses on Housing Values." Regional Science and Urban Economics 34 (6): 663-680. doi: 10.1016/j.regsciurbeco.2004.02.003.
63. Song, Y., L. Merlin, and, D. Rodriguez. 2013. " Comparing Measures of Urban Land Use Mix." Computers, Environment and Urban Systems 42: 1-13. doi: 10.1016/j.compenvurbsys.2013.08.001.
64. Song, Y., and, D. A. Rodríguez. 2005. The Measurement of the Level of Mixed Land Uses: A Synthetic Approach. Draft manuscript.
65. Sturm, R., and, D. A. Cohen. 2004. " Suburban Sprawl and Physical and Mental Health." Public Health 118 (7): 488-496. doi: 10.1016/j.puhe.2004.02.007.
66. Tang, J., L. Wang, and, Z. Yao. 2006. " Analyzing Urban Sprawl Spatial Fragmentation Using Multi-Temporal Satellite Images." GIScience & Remote Sensing 43 (3): 218-232. doi: 10.2747/1548-1603.43.3.218.
67. Tayyebi, A., B. C. Pijanowski, and, A. H. Tayyebi. 2011. " An Urban Growth Boundary Model Using Neural Networks, GIS and Radial Parameterization: An Application to Tehran, Iran." Landscape and Urban Planning 100 (1-2): 35-44. doi: 10.1016/j.landurbplan.2010.10.007.
68. Teng, M., C. Wu, Z. Zhou, E. Lord, and, Z. Zheng. 2011. " Multipurpose Greenway Planning for Changing Cities: A Framework Integrating Priorities and a Least-Cost Path Model." Landscape and Urban Planning 103 (1): 1-14. doi: 10.1016/j.landurbplan.2011.05.007.
69. Thiam, A. K. 2005. " An Evidential Reasoning Approach to Land Degradation Evaluation: Dempster-Shafer Theory of Evidence." Transactions in GIS 9 (4): 507-520. doi: 10.1111/j.1467-9671.2005.00232.x.
70. Tien Bui, D., B. Pradhan, O. Lofman, I. Revhaug, and, O. B. Dick. 2012. " Spatial Prediction of Landslide Hazards in Hoa Binh Province (Vietnam): A Comparative Assessment of the Efficacy of Evidential Belief Functions and Fuzzy Logic Models." Catena 96: 28-40. doi: 10.1016/j.catena.2012.04.001.
71. Transportation Research Board. 2005. Does Built Environment Influence Physical Activity? Examining the Evidence, Special Report No. 282, TRB (Transportation Research Board). Washington, DC: TRB.
72. Turskis, Z., E. K. Zavadskas, and, J. Zagorskas. 2006. " Sustainable City Compactness Evaluation on the Basis of GIS and Bayes Rule." International Journal of Strategic Property Management 10 (3): 185-207.
73. U.S. Environmental Protection Agency. 2001. Our Built and Natural Environments: A Technical Review of the Interactions between Land Use, Transportation, and Environmental Quality. 231-R-01-002 (Ed.), Vols EPA 231-R-01-002, EPA 231-R-201-002. EPA.
74. Urban Task Force. (1999). Towards an Urban Renaissance: Final Report of the Urban Task Force Chairman Lord Rogers of Riverside. London: Urban Task Force.
75. Van Den Eeckhaut, M., T. Vanwalleghem, J. Poesen, G. Govers, G. Verstraeten, and, L. Vandekerckhove. 2006. " Prediction of Landslide Susceptibility Using Rare Events Logistic Regression: A Case-Study in the Flemish Ardennes (Belgium)." Geomorphology 76 (3-4): 392-410. doi: 10.1016/j.geomorph.2005.12.003.
76. Van Eck, J. R., and, E. Koomen. 2008. " Characterising Urban Concentration and Land-Use Diversity in Simulations of Future Land Use." The Annals of Regional Science 42 (1): 123-140. doi: 10.1007/s00168-007-0141-7.
77. Youssef, A. M., B. Pradhan, and, E. Tarabees. 2011. " Integrated Evaluation of Urban Development Suitability Based on Remote Sensing and GIS Techniques: Contribution from the Analytic Hierarchy Process." Arabian Journal of Geosciences 4 (3-4): 463-473. doi: 10.1007/s12517-009-0118-1.
78. Zagorskas, J., M. Burinskiene, E. Zavadskas, and, Z. Turskis. 2007. " Urbanistic Assessment of City Compactness on the Basis of GIS Applying the COPRAS Method." Ekologija 53 (2 priedas): 55-63.
79. Zhang, Q., C. He, and, Z. Liu. 2014. " Studying Urban Development and Change in the Contiguous United States Using Two Scaled Measures Derived from Nighttime Lights Data and Population Census." GIScience & Remote Sensing 51 (1): 63-82.