Thresholding-based cellular automata for transportation network derived future urban growth patterns in a peri-urban area

被引:4
|
作者
Bhatia, Samarth Y. [1 ]
Gadiya, Kirtesh [1 ]
Patil, Gopal R. [1 ]
Mohan, Buddhiraju Krishna [2 ]
机构
[1] Indian Inst Technol, Dept Civil Engn, Mumbai 400076, Maharashtra, India
[2] Indian Inst Technol, Ctr Studies Resources Engn, Mumbai 400076, Maharashtra, India
关键词
Urban growth prediction; Cellular automata; Urban growth dynamics; Mumbai; LAND-USE CHANGE; LOGISTIC-REGRESSION; LANDSCAPE PATTERN; NEURAL-NETWORK; ROAD DENSITY; EXPANSION; MARKOV; INDIA; CITY; MUMBAI;
D O I
10.1016/j.tranpol.2024.01.006
中图分类号
F [经济];
学科分类号
02 ;
摘要
The present study uses the standalone Cellular Automata (CA) model to predict the transportation network-derived future urban growth patterns of a rapidly expanding peri-urban area in the Mumbai Metropolitan Region. The Landsat satellite images of 1999, 2009, and 2019 are used to deduce the study region's land use/land cover (LULC) patterns. The road networks, suburban railway stations and proposed metro stations are considered the primary drivers of urban growth. The classification results show an increase in built-up area by 48 km(2) (104%) from 1999 to 2019, decreasing the open land and vegetation by 21%. The fine-tuned CA gives an area under the relative operating characteristic curve of 0.907, locational accuracy >72% and quantitative accuracy of >89%, indicating a good model fit. The calibrated model is used to simulate the urban growth of 2029 for two scenarios: first a no-metro case and second considering the proposed metro's impact. While the built-up area increases by 28%-120 km(2) for the no-metro case, including the proposed metro increases the built-up prediction to 133 km(2). The enhanced built-up highlights the role of metro development in triggering significant growth in the region. Although the present study uses Kalyan and contiguous area, the general structure of model and its ability to function with a limited data makes it adaptable across diverse regions at different stages of development worldwide. Such an urban growth model can serve as a practical tool for planners in prompt decision-making.
引用
收藏
页码:40 / 55
页数:16
相关论文
共 50 条
  • [1] Educational infrastructure and its impact on urban land use change in a peri-urban area: a cellular-automata based approach
    Rocha Campos, Pedro Bueno
    de Almeida, Claudia Maria
    de Queiroz, Alfredo Pereira
    [J]. LAND USE POLICY, 2018, 79 : 774 - 788
  • [2] Patterns of Population Growth in Peri-Urban Accra, Ghana
    Doan, Petra
    Oduro, Charles Yaw
    [J]. INTERNATIONAL JOURNAL OF URBAN AND REGIONAL RESEARCH, 2012, 36 (06) : 1306 - 1325
  • [3] Change in the livelihood patterns of the farm households in the peri-urban area of Bengaluru
    Ravi, K. N.
    Ponnusamy, K.
    [J]. INDIAN JOURNAL OF DAIRY SCIENCE, 2016, 69 (05): : 595 - 599
  • [4] ASSESSING THE IMPLICATIONS FOR URBAN DRAINAGE INFRASTRUCTURE OF FUTURE SCENARIOS OF URBAN GROWTH WITH CELLULAR AUTOMATA
    Torres, Sanchez A.
    Vojinovic, Z.
    Mynett, A.
    Medina, N.
    [J]. PROCEEDINGS OF THE 36TH IAHR WORLD CONGRESS: DELTAS OF THE FUTURE AND WHAT HAPPENS UPSTREAM, 2015, : 6452 - 6457
  • [6] Cellular Automata Based Model of Urban Spatial Growth
    Sandeep Maithani
    [J]. Journal of the Indian Society of Remote Sensing, 2010, 38 : 604 - 610
  • [7] Lanzhou Urban Growth Prediction Based on Cellular Automata
    Xie, Yaowen
    Ma, Aigong
    Wang, Haoyu
    [J]. 2010 18TH INTERNATIONAL CONFERENCE ON GEOINFORMATICS, 2010,
  • [8] Simulating urban growth in a megalopolitan area using a patch-based cellular automata
    Moghadam, Sanaz Alaei
    Karimi, Mohammad
    Habibi, Kyoumars
    [J]. TRANSACTIONS IN GIS, 2018, 22 (01) : 249 - 268
  • [9] Characterizing growth types and analyzing growth density distribution in response to urban growth patterns in peri-urban areas of Lianyungang City
    Shi, Yaqi
    Sun, Xiang
    Zhu, Xiaodong
    Li, Yangfan
    Mei, Liyong
    [J]. LANDSCAPE AND URBAN PLANNING, 2012, 105 (04) : 425 - 433
  • [10] The Role of Different Types of Actors In The Future of Sustainable Agriculture In a Dutch Peri-urban Area
    Catharina J. E. Schulp
    Franziska Komossa
    Laura Scherer
    Emma H. van der Zanden
    Marta Debolini
    Annette Piorr
    [J]. Environmental Management, 2022, 70 : 401 - 419