MODELING OF LANDSCAPE CHANGE AND TELE-COUPLING IN LOCAL SOCIO-ECOLOGICAL SYSTEMS: A SIMULATION OF LAND USE CHANGE AND RECREATIONAL ACTIVITIES IN SOUTHERN IDAHO, UNITED STATES

被引:0
作者
Huang, Li [1 ]
Cronan, Daniel [1 ]
Kliskey, Andrew [1 ]
机构
[1] Univ Idaho, Ctr Resilient Communities, Inst Modeling Collaborat & Innovat Landscape Arch, 875 Perimeter Dr, Moscow, ID 83843 USA
来源
PROCEEDINGS OF THE 2021 ANNUAL MODELING AND SIMULATION CONFERENCE (ANNSIM'21) | 2020年
基金
美国国家科学基金会;
关键词
landscape change; tele-coupling; recreation; land use change; machine learning; TRANSITION; PATTERNS; VALLEY;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The modeling of landscape change and socio-ecological systems (SES) tends to ignore the interactions across distance and boundaries. To fill the gap, this research analyzes landscape change by considering the tele-coupling effects at the local scale between Owyhee county and Treasure Valley in Idaho, United States. The spatial distribution of recreational activities in Owyhee county are modeled by Integrated Valuation of Ecosystem Services and Tradeoffs (InVEST). Land use and cover change (LUCC) are simulated using Multi-Layer Perceptron Neural Network (MLPNN). Results show that the tele-coupling effects have significant impacts on the nature-based recreation in Owyhee county. With the tele-coupling effects, MLPNN has achieved a high overall accuracy and kappa coefficient in LUCC. The findings suggest that the tele-coupling effects should be incorporated into the modeling of landscape change and SES. This study also provides policy implications for land management and stakeholder involvement in accommodating landscape change.
引用
收藏
页数:12
相关论文
共 44 条
[1]   Spatio-temporal simulation and prediction of land-use change using conventional and machine learning models: a review [J].
Aburas, Maher Milad ;
Ahamad, Mohd Sanusi S. ;
Omar, Najat Qader .
ENVIRONMENTAL MONITORING AND ASSESSMENT, 2019, 191 (04)
[2]   Modeling biocomplexity - actors, landscapes and alternative futures [J].
Bolte, John P. ;
Hulse, David W. ;
Gregory, Stanley V. ;
Smith, Court .
ENVIRONMENTAL MODELLING & SOFTWARE, 2007, 22 (05) :570-579
[3]   Analyzing stakeholders' workshop dialogue for evidence of social learning [J].
Brymer, Amanda L. Bentley ;
Wulfhorst, J. D. ;
Brunson, Mark W. .
ECOLOGY AND SOCIETY, 2018, 23 (01)
[4]   A social-ecological impact assessment for public lands management: application of a conceptual and methodological framework [J].
Brymer, Amanda L. Bentley ;
Holbrook, Joseph D. ;
Niemeyer, Ryan J. ;
Suazo, Alexis A. ;
Wulfhorst, J. D. ;
Vierling, Kerri T. ;
Newingham, Beth A. ;
Link, Timothy E. ;
Rachlow, Janet L. .
ECOLOGY AND SOCIETY, 2016, 21 (03)
[5]   Short-Term Forecasting of Land Use Change Using Recurrent Neural Network Models [J].
Cao, Cong ;
Dragicevic, Suzana ;
Li, Songnian .
SUSTAINABILITY, 2019, 11 (19)
[6]   Drivers of land change: Human-environment interactions and the Atlantic forest transition in the Paraiba Valley, Brazil [J].
da Silva, Ramon F. B. ;
Batistella, Mateus ;
Moran, Emilio F. .
LAND USE POLICY, 2016, 58 :133-144
[7]   Urban hypotheses and spatiotemporal characterization of urban growth in the Treasure Valley of Idaho, USA [J].
Dahal, Khila R. ;
Benner, Shawn ;
Lindquist, Eric .
APPLIED GEOGRAPHY, 2017, 79 :11-25
[8]   Modelling landscape ecological assessments of land use and cover change scenarios. Application to the Bojnourd Metropolitan Area (NE Iran) [J].
Darvishi, Asef ;
Yousefi, Maryam ;
Marull, Joan .
LAND USE POLICY, 2020, 99
[9]   Land-use changes across distant places: design of a telecoupled agent-based model [J].
Dou, Yue ;
Millington, James D. A. ;
Bicudo Da Silva, Ramon Felipe ;
McCord, Paul ;
Vina, Andres ;
Song, Qian ;
Yu, Qiangyi ;
Wu, Wenbin ;
Batistella, Mateus ;
Moran, Emilio ;
Liu, Jianguo .
JOURNAL OF LAND USE SCIENCE, 2019, 14 (03) :191-209
[10]   Scenario processes for socio-environmental systems analysis of futures: A review of recent efforts and a salient research agenda for supporting decision making [J].
Elsawah, Sondoss ;
Hamilton, Serena H. ;
Jakeman, Anthony J. ;
Rothman, Dale ;
Schweizer, Vanessa ;
Trutnevyte, Evelina ;
Carlsen, Henrik ;
Drakes, Crystal ;
Frame, Bob ;
Fu, Baihua ;
Guivarch, Celine ;
Haasnoot, Marjolijn ;
Kemp-Benedict, Eric ;
Kok, Kasper ;
Kosow, Hannah ;
Ryan, Mike ;
van Delden, Hedwig .
SCIENCE OF THE TOTAL ENVIRONMENT, 2020, 729 (729)