Land Use and Transport Integration Modeling with Immune Genetic Optimization for Urban Transit-Oriented Development
Publication: Journal of Urban Planning and Development
Volume 147, Issue 1
Abstract
This study aims to improve the applicability of transit-oriented development (TOD), which is widely recognized as a sustainable urban land use planning approach, this study will focus on the effect of developed land blocks on undeveloped land blocks around the same metro station. A new multiobjective programming model that optimizes metro ridership, land use compactness, transport accessibility, land functional mixing degree, land use conflict degree, and environment influence will be developed to integrate land use design with transport planning. In addition, an improved immune genetic algorithm (IGA) will be designed to generate land use schemes, which takes into consideration transport impacts and environmental influence. In this study, the land use and transport conditions around a metro station in Beijing will be studied to validate the newly developed multiobjective programming model and the improved IGA. This demonstrated that the proposed multiobjective model and IGA could effectively provide more rational land use and transport integration solutions for TOD.
Get full access to this article
View all available purchase options and get full access to this article.
Acknowledgments
This study was supported by National Natural Science Foundation of China (Grant No. 71571011) and the Fundamental Research Funds for the Central Universities (Grant No. 2018JBM022).
References
Aerts, J. C. J. H., E. Eisinger, G. B. M. Heuvelink, and T. J. Stewart. 2003. “Using linear integer programming for multi-site land-use allocation.” Geog. Anal. 35 (2): 148–169. https://doi.org/10.1111/j.1538-4632.2003.tb01106.x.
Cervero, R., and K. Kockelman. 1997. “Travel demand and the 3Ds: Intensity, diversity, and design.” Transp. Res. Part D: Transp. Environ. 2 (3): 199–219. https://doi.org/10.1016/S1361-9209(97)00009-6.
Chiou, Y.-C., L. W. Lan, and K. L. Chang. 2013. “Sustainable consumption, production and infrastructure construction for operating and planning intercity passenger transport systems.” J. Cleaner Prod. 40: 13–21. https://doi.org/10.1016/j.jclepro.2010.09.004.
Curtis, C. 2008. “Planning for sustainable accessibility: The implementation challenge.” Transp. Policy 15 (2): 104–112. https://doi.org/10.1016/j.tranpol.2007.10.003.
Curtis, C., J. Renne, and L. Bertolini. 2009. Transit oriented development: Making it happen. Farnham, UK: Ashgate Publishing.
Ding, C., D. Wang, X. Ma, and H. Li. 2016. “Predicting short-term Metro ridership and prioritizing its influential factors using gradient boosting decision trees.” Sustainability 8 (11): 1100–1116. https://doi.org/10.3390/su8111100.
Fang, Z., Q. Li, W. Tu, and Q. Li. 2011. “A multi-objective approach to scheduling joint participation with variable space and time preferences and opportunities.” J. Transp. Geogr. 19 (4): 623–634. https://doi.org/10.1016/j.jtrangeo.2010.06.019.
Feng, C.-M., and J.-J. Lin. 1999. “Using a genetic algorithm to generate alternative sketch maps for urban planning.” Comput. Environ. Urban Syst. 23 (2): 91–108. https://doi.org/10.1016/S0198-9715(99)00004-6.
Gabriel, S. A., J. A. Faria, and G. E. Moglen. 2006. “A multi-objective optimization approach to smart growth in land development.” Socio-Econ. Plann. Sci. 40 (3): 212–248. https://doi.org/10.1016/j.seps.2005.02.001.
Garg, A., S. Sarma, B. N. Panda, J. Zhang, and L. Gao. 2016. “Study of effect of nanofluid concentration on response characteristics of machining process for cleaner production.” J. Cleaner Prod. 135: 476–489. https://doi.org/10.1016/j.jclepro.2016.06.122.
Hanson, S. 2004. The context of urban travel: Concepts and recent trends. New York: Geography of Urban Transportation.
Haywood, R. 2005. “Co-ordinating urban development, stations and railway services as a component of urban sustainability: An achievable planning goal in Britain?” Plann. Theory Pract. 6 (1): 71–97. https://doi.org/10.1080/1464935042000334976.
Holland, J. 1975. Adaptation in natural and artificial systems. London: Massachusetts Institute of Technology Press.
ITE (Institute of Transportation Engineers). 2017. Trip generation manual. 10th ed. Washington, DC: ITE.
La Rosa, D., C. Takatori, H. Shimizu, and R. Privitera. 2018. “A planning framework to evaluate demands and preferences by different social groups for accessibility to urban greenspaces.” Sustainable Cities Soc. 36: 346–362. https://doi.org/10.1016/j.scs.2017.10.026.
Lee, W., S. Lee, B. Lee, and Y. Lee. 1999. “An efficient planning algorithm for multi-head surface mounting machines using a genetic algorithm.” J. Univers. Comput. Sci. 5 (12): 833–854.
Levi, Y., S. Bekhor, and Y. Rosenfeld. 2019. “A multi-objective optimization model for urban planning: The case of a very large floating structure.” Transp. Res. Part C: Emerging Technol. 98: 85–100. https://doi.org/10.1016/j.trc.2018.11.013.
Li, T., H. Sun, J. Wu, and Y. Ge. 2017. “Optimal toll of new highway in the equilibrium framework of heterogeneous households’ residential location choice.” Transp. Res. Part A: Policy Pract. 105: 123–137. https://doi.org/10.1016/j.tra.2017.08.012.
Li, T., H. Sun, J. Wu, and D. H. Lee. 2020. “Household residential location choice equilibrium model based on reference-dependent theory.” J. Urban Plann. Dev. 146 (1): 04019024. https://doi.org/10.1061/(ASCE)UP.1943-5444.0000534.
Li, T., J. Wu, H. Sun, and Z. Gao. 2016. “Integrated co-evolution model of land use and traffic network design.” Networks Spatial Econ. 16 (2): 579–603. https://doi.org/10.1007/s11067-015-9289-3.
Li, X., and X. Ma. 2018. “An improved simulated annealing algorithm for interactive multi-objective land resource spatial allocation.” Ecol. Complexity 36: 184–195. https://doi.org/10.1016/j.ecocom.2018.08.008.
Li, Y., H. Guo, H. Li, G. Xu, Z. Wang, and C. Kong. 2010. “Transit-oriented land planning model considering sustainability of mass rail transit.” J. Urban Plann. Dev. 136 (3): 243–248. https://doi.org/10.1061/(ASCE)0733-9488(2010)136:3(243).
Lin, J.-J., and C.-M. Feng. 2003. “A bi-level programming model for the land use-network design problem.” Ann. Reg. Sci. 37 (1): 93–105. https://doi.org/10.1007/s001680200112.
Lin, J. J., and C. C. Gau. 2006. “A TOD planning model to review the regulation of allowable development densities around subway stations.” Land Use Policy 23 (3): 353–360. https://doi.org/10.1016/j.landusepol.2004.11.003.
Lin, J.-J., and C.-N. Li. 2008. “A grey programming model for regional transit-oriented development planning.” Papers Reg. Sci. 87 (1): 119–138. https://doi.org/10.1111/j.1435-5957.2007.00146.x.
Liu, D., W. Tang, Y. Liu, X. Zhao, and J. He. 2017. “Optimal rural land use allocation in central China: Linking the effect of spatiotemporal patterns and policy interventions.” Appl. Geogr. 86: 165–182. https://doi.org/10.1016/j.apgeog.2017.05.012.
Liu, X., X. Li, X. Shi, K. Huang, and Y. Liu. 2012a. “A multi-type ant colony optimization (MACO) method for optimal land use allocation in large areas.” Int. J. Geog. Inf. Sci. 26 (7): 1325–1343. https://doi.org/10.1080/13658816.2011.635594.
Liu, Y., H. Wang, Y. Ji, Z. Liu, and X. Zhao. 2012b. “Land use zoning at the county level based on a multi-objective particle swarm optimization algorithm: A case study from Yicheng, China.” Int. J. Environ. Res. Public Health 9 (8): 2801–2826. https://doi.org/10.3390/ijerph9082801.
Ma, X., X. Chen, X. Li, C. Ding, and Y. Wang. 2018. “Sustainable station-level planning: An integrated transport and land use design model for transit-oriented development.” J. Cleaner Prod. 170: 1052–1063. https://doi.org/10.1016/j.jclepro.2017.09.182.
Mohammadi, M., M. Nastaran, and A. Sahebgharani. 2016. “Development, application, and comparison of hybrid meta-heuristics for urban land-use allocation optimization: Tabu search, genetic, GRASP, and simulated annealing algorithms.” Comput. Environ. Urban Syst. 60: 23–36. https://doi.org/10.1016/j.compenvurbsys.2016.07.009.
Santé-Riveira, I., M. Boullón-Magán, R. Crecente-Maseda, and D. Miranda-Barrós. 2008. “Algorithm based on simulated annealing for land-use allocation.” Comput. Geosci. 34 (3): 259–268. https://doi.org/10.1016/j.cageo.2007.03.014.
Sheffi, Y. 1985. Urban transportation networks: Equilibrium analysis with mathematical programming methods. Englewood Cliffs, NJ: Prentice Hall.
Stewart, T. J., R. Janssen, and M. van Herwijnen. 2004. “A genetic algorithm approach to multi-objective land use planning.” Comput. Oper. Res. 31 (14): 2293–2313. https://doi.org/10.1016/S0305-0548(03)00188-6.
Suzuki, H., R. Cervero, and K. Iuchi. 2013. Transforming cities with transit: Transit and land-use integration for sustainable urban development. Washington, DC: World Bank.
The Beijing Municipal Committee of Transportation. 2015. Simplified Edition of Trip Rate. Beijing.
U.S. Bureau of Public Roads. 1964. Traffic assignment manual. Washington, DC: U.S. Bureau of Public Roads.
Vijayaraghavan, V., A. Garg, L. Gao, R. Vijayaraghavan, and G. Lu. 2016. “A finite element-based data analytics approach for modeling turning process of Inconel 718 alloys.” J. Cleaner Prod. 137: 1619–1627. https://doi.org/10.1016/j.jclepro.2016.04.010.
Wegener, M. 2004. Overview of land use transport models. Oxford, UK: Pergamon Press.
Wey, W.-M., H. Zhang, and Y.-J. Chang. 2016. “Alternative transit-oriented development evaluation in sustainable built environment planning.” Habitat Int. 55: 109–123. https://doi.org/10.1016/j.habitatint.2016.03.003.
Xiao, N. 2008. “A unified conceptual framework for geographical optimization using evolutionary algorithms.” Ann. Assoc. Am. Geogr. 98 (4): 795–817. https://doi.org/10.1080/00045600802232458.
Xie, B., Z. An, Y. Zheng, and Z. Li. 2018. “Healthy aging with parks: Association between park accessibility and the health status of older adults in urban China.” Sustainable Cities Soc. 43: 476–486. https://doi.org/10.1016/j.scs.2018.09.010.
Zhang, W., H. Wang, K. Cao, and S. He. 2019. “Ecological conservation– and economic development–based multiobjective land-use optimization: Case study of a rapidly developing city in central China.” J. Urban Plann. Dev. 145 (1): 05018023. https://doi.org/10.1061/(ASCE)UP.1943-5444.0000481.
Information & Authors
Information
Published In
Copyright
© 2020 American Society of Civil Engineers.
History
Received: Jun 30, 2019
Accepted: Sep 30, 2020
Published online: Dec 28, 2020
Published in print: Mar 1, 2021
Discussion open until: May 28, 2021
Authors
Metrics & Citations
Metrics
Citations
Download citation
If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.