An interactive land use transition agent-based model (ILUTABM): Endogenizing human-environment interactions in the Western Missisquoi Watershed

被引:36
作者
Tsai, Yushiou [1 ]
Zia, Asim [1 ]
Koliba, Christopher [1 ]
Bucini, Gabriela [1 ]
Guilbert, Justin [1 ]
Beckage, Brian [1 ]
机构
[1] Univ Vermont, Res Adaptat Climate Change, EPSCoR, Burlington, VT 05405 USA
基金
美国国家科学基金会;
关键词
Land use simulation; Agent-based model; Coupled natural and human system; Monte Carlo experiment; ORGANIC-CARBON STOCKS; ECOSYSTEM SERVICES; FOREST TRANSITION; COVER CHANGE; SOIL CARBON; SOUTHERN YUCATAN; COUPLED HUMAN; BIODIVERSITY; SYSTEMS; LANDSCAPE;
D O I
10.1016/j.landusepol.2015.07.008
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Forest Transition Theory (FTT) suggests that reforestation may follow deforestation as a result of and interplay between changing social, economic and ecological conditions. We develop a simplistic but empirically data driven land use transition agent-based modeling platform, interactive land use transition agent-based model (ILUTABM), that is able to reproduce the observed land use patterns and link the forest transition to parcel-level heuristic-based land use decisions and ecosystem service (ES). The ILUTABM endogenously links landowners' land use decisions with ecosystem services (ES) provided by the lands by treating both lands and landowners as interacting agents. The ILUTABM simulates both the land use changes resulting from farmers' decision behaviors as well as the recursive effects of changing land uses on farmers' decision behaviors. The ILUTABM is calibrated and validated at 30 m x 30 m spatial resolution using National Land Cover Data (NLCD) 1992, 2001 and 2006 across the western Missisquoi watershed, which is located in the north-eastern US with an estimated area of 283 square kilometers and 312 farmers farming on 16% of the total Missisquoi watershed area. This study hypothesizes that farmers' land use decisions are made primarily based on their summed expected utilities and that impacts of exogenous socio-economic factors, such as natural disasters, public policies and institutional/social reforms, on farmers' expected utilities can significantly influence the land use transitions between agricultural and forested lands. Monte Carlo experiments under six various socio-economic conditions combined with different ES valuation schemes are used to assess the sensitivities of the ILUTABM. Goodness-of-fit measures confirm that the ILUTABM is able to reproduce 62% of the observed land use transitions. However, the spatial patterns of the observed land used transitions are more clustered than the simulated counterparts. We find that, when farmers value food provisioning Ecosystem Services (ES) more than other ES (e.g., soil and water regulation), deforestation is observed. However, when farmers value less food provisioning than other ES or they value food provisioning and other ES equally, the forest transition is observed. The ILUTABM advances the Forest Transition Theory (FTT) framework by endogenizing the interactions of socio-ecological feedbacks and socio-economic factors in a generalizable model that can be calibrated with empirical data. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:161 / 176
页数:16
相关论文
共 85 条
[1]   Agricultural census data and land use modelling [J].
Aalders, I. H. ;
Aitkenhead, M. J. .
COMPUTERS ENVIRONMENT AND URBAN SYSTEMS, 2006, 30 (06) :799-814
[2]   Landscapes and riverscapes: The influence of land use on stream ecosystems [J].
Allan, JD .
ANNUAL REVIEW OF ECOLOGY EVOLUTION AND SYSTEMATICS, 2004, 35 :257-284
[3]   Modeling human decisions in coupled human and natural systems: Review of agent-based models [J].
An, Li .
ECOLOGICAL MODELLING, 2012, 229 :25-36
[4]  
[Anonymous], 2005, Journal of Geographical Systems, DOI [10.1007/s10109-005-0148-5, DOI 10.1007/S10109-005-0148-5]
[5]   Integration of logistic regression, Markov chain and cellular automata models to simulate urban expansion [J].
Arsanjani, Jamal Jokar ;
Helbich, Marco ;
Kainz, Wolfgang ;
Boloorani, Ali Darvishi .
INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION, 2013, 21 :265-275
[6]  
Assessment M.E., 2005, Ecosystems and Human Well-Being, V5
[7]   Forest transition in South Korea: Reality, path and drivers [J].
Bae, Jae Soo ;
Joo, Rin Won ;
Kim, Yeon-Su .
LAND USE POLICY, 2012, 29 (01) :198-207
[8]   Coupling agent-based models of subsistence farming with individual-based forest models and dynamic models of water distribution [J].
Bithell, Mike ;
Brasington, James .
ENVIRONMENTAL MODELLING & SOFTWARE, 2009, 24 (02) :173-190
[9]   Biological crusts as a model system for examining the biodiversity-ecosystem function relationship in soils [J].
Bowker, Matthew A. ;
Maestre, Fernando T. ;
Escolar, Cristina .
SOIL BIOLOGY & BIOCHEMISTRY, 2010, 42 (03) :405-417
[10]   Multifunctionality and biodiversity: Ecosystem services in temperate rainforests of the Pacific Northwest, USA [J].
Brandt, Patric ;
Abson, David J. ;
DellaSala, Dominick A. ;
Feller, Robert ;
von Wehrden, Henrik .
BIOLOGICAL CONSERVATION, 2014, 169 :362-371