[en] The leisure use of forests is a fast growing sector in European tourism. The difficulties in monitoring real usage pattern have hindered communications in tourism, conservation and public health in forested areas. In this study, we present an agent-based model to approximate forest visit patterns at the regional level, based on the visitor, residential and forest attributes. The model was then adapted locally for Wallonia, south Belgium, to predict the daily distribution of forest visits and visitor flows. The results suggest high visit rates in urban forests. In highly attractive forests that are distant from major cities, the visit rates may greatly respond to the visitor-level and environmental changes. Future empirical investigations are encouraged to build a cross-contextual understanding on visitors' decision-making mechanisms and to identify how these mechanisms may be influenced by environmental factors operating at different spatio-temporal levels.
Li, Sen; University of Oxford > Environmental Change Institute
Colson, Vincent; Office Economique Wallon du Bois > Cellule d'Appui à la Petite Forêt Privée - Marche-en-Famenne
Lejeune, Philippe ; Université de Liège > Ingénierie des biosystèmes (Biose) > Gestion des ressources forestières et des milieux naturels
Speybroeck, Niko; Université Catholique de Louvain - UCL > Institute of Health and Society (IRSS)
Vanwambeke, Sophie O.; Université Catholique de Louvain - UCL > Earth and Life Institute > Georges Lemaître Centre for Earth and Climate Research
Language :
English
Title :
Agent-based modelling of the spatial pattern of leisure visitation in forests: A case study in Wallonia, south Belgium
Publication date :
2015
Journal title :
Environmental Modelling and Software
ISSN :
1364-8152
Publisher :
Elsevier Science
Volume :
71
Pages :
111-125
Peer reviewed :
Peer Reviewed verified by ORBi
Funders :
F.R.S.-FNRS - Fonds de la Recherche Scientifique
Commentary :
Sen Li was financially supported through a fellowship (Aspirant FNRS) from the National Fund for Scientific Research of Belgium (F.R.S.-FNRS). The authors would like to thank the editor and four anonymous reviewers for their valuable comments and suggestions that have helped us to improve the work.
An L. Modeling human decisions in coupled human and natural systems: review of agent-based models. Ecol. Model. 2012, 229(0):25-36. http://dx.doi.org/10.1016/j.ecolmodel.2011.07.010.
An L., Linderman M., Qi J., Shortridge A., Liu J. Exploring complexity in a human-environment system: an agent-based spatial model for multidisciplinary and multiscale integration. Ann. Assoc. Am. Geogr. 2005, 95(1):54-79. http://dx.doi.org/10.1111/j.1467-8306.2005.00450.x.
Audsley E., Trnka M., Sabaté S., Maspons J., Sanchez A., Sandars D., Balek J., Pearn K. Interactively modelling land profitability to estimate European agricultural and forest land use under future scenarios of climate, socio-economics and adaptation. Clim. Change 2015, 128(3-4):215-227. http://dx.doi.org/10.1007/s10584-014-1164-6.
Balbi S., Giupponi C., Perez P., Alberti M. A spatial agent-based model for assessing strategies of adaptation to climate and tourism demand changes in an alpine tourism destination. Environ. Model. Softw. 2013, 45(0):29-51. http://dx.doi.org/10.1016/j.envsoft.2012.10.004.
Barbieri C., Sotomayor S. Surf travel behavior and destination preferences: an application of the serious leisure inventory and measure. Tour. Manag. 2013, 35(0):111-121. http://dx.doi.org/10.1016/j.tourman.2012.06.005.
Baxter M.J. The interpretation of the distance and attractiveness components in models of recreational trips. Geogr. Anal. 1979, 11(3):311-315. http://dx.doi.org/10.1111/j.1538-4632.1979.tb00697.x.
Belgium Statistics Statistics Belgium 2012, Belgian Federal Government.
Bell S. Special section on "Forest recreation and nature tourism". Urban For. Urban Green. 2010, 9(1):1-68.
Brainard J., Bateman I., Lovett A. Modelling demand for recreation in English woodlands. Forestry 2001, 74(5):423-438.
Brearley G., Rhodes J., Bradley A., Baxter G., Seabrook L., Lunney D., Liu Y., McAlpine C. Wildlife disease prevalence in human-modified landscapes. Biol. Rev. 2013, 88(2):427-442. http://dx.doi.org/10.1111/brv.12009.
Cao X., Mokhtarian P.L., Handy S.L. Examining the impacts of residential self-selection on travel behaviour: a focus on empirical findings. Transp. Rev. 2009, 29(3):359-395. http://dx.doi.org/10.1080/01441640802539195.
Chytrý M., Wild J., Pyšek P., Jarošík V., Dendoncker N., Reginster I., Pino J., Maskell L.C., Vilà M., Pergl J., Kühn I., Spangenberg J.H., Settele J. Projecting trends in plant invasions in Europe under different scenarios of future land-use change. Glob. Ecol. Biogeogr. 2012, 21(1):75-87. http://dx.doi.org/10.1111/j.1466-8238.2010.00573.x.
Claerebout E., Losson B., Cochez C., Casaert S., Dalemans A.-C., De Cat A., Madder M., Saegerman C., Heyman P., Lempereur L. Ticks and associated pathogens collected from dogs and cats in Belgium. Parasit. Vectors 2013, 6(1):183. http://dx.doi.org/10.1186/1756-3305-6-183.
Colson V. La fréquentation des massifs forestiers à des fins récréatives et de détente pour la population wallonne et bruxelloise. For. Wallonne 2006, 81:26-38.
Colson V. La fréquentation des massifs forestiers wallons: le public, ses activités et sa perception de la forêt. For. Wallonne 2007, 87:20-35.
Colson V., Garcia S., Rondeux J., Lejeune P. Map and determinants of woodlands visiting in Wallonia. Urban For. Urban Green. 2010, 9(2):83-91. http://dx.doi.org/10.1016/j.ufug.2009.04.002.
Cools M., Moons E., Creemers L., Wets G. Changes in travel behavior in response to weather conditions. Transp. Res. Rec. J. Transp. Res. Board 2010, 2157:22-28. http://dx.doi.org/10.3141/2157-03.
CORINE The European Topic Centre on Land Use and Spatial Information 2012, EEA(European Environment Agency).
Das D., Mohapatra P.K.J., Sharma S.K., Sarkar A. Factors influencing the attractiveness of a tourist destination: a case study. J. Serv. Res. 2007, 7(1):103-134.
de Vries S., Goossen M. Modelling recreational visits to forests and nature areas. Urban For. Urban Green. 2002, 1(1):5-14. http://dx.doi.org/10.1078/1618-8667-00002.
DGSIE. Directorate General Statistics and Economic Information of Belgium.
Dieleman F.M., Dijst M., Burghouwt G. Urban form and travel behaviour: micro-level household attributes and residential context. Urban Stud. 2002, 39(3):507-527. http://dx.doi.org/10.1080/00420980220112801.
Durfee E.H., Lesser V.R. Negotiating task decomposition and allocation using partial global planning. Distributed Artificial Intelligence 1989, 229-244. Pitman Publishing Ltd., London. L. Gasser, M.N. Huhns (Eds.).
Edwards W. The theory of decision making. Psychol. Bull. 1954, 51(4):380.
Ewing R., Cervero R. Travel and the built environment. J. Am. Plan. Assoc. 2010, 76(3):265-294. http://dx.doi.org/10.1080/01944361003766766.
Feng J., Dijst M., Prillwitz J., Wissink B. Travel time and distance in international perspective: a comparison between Nanjing (China) and the Randstad (The Netherlands). Urban Stud. 2013, 50(14):2993-3010. http://dx.doi.org/10.1177/0042098013482504.
Fontaine C., Rounsevell M.A. An agent-based approach to model future residential pressure on a regional landscape. Landsc. Ecol. 2009, 24(9):1237-1254. http://dx.doi.org/10.1007/s10980-009-9378-0.
Giles-Corti B., Donovan R.J. Socioeconomic status differences in recreational physical activity levels and real and perceived access to a supportive physical environment. Prev. Med. 2002, 35(6):601-611. http://dx.doi.org/10.1006/pmed.2002.1115.
Glorieux I., Minnen J. Site internet 'Enquête belge sur l'emploi du temps' 2008, Groupe de recherche TOR Vrije Universiteit Brussel & Direction générale Statistique et Information économique, Bruxelles.
Gong C., Chen J., Yu S. Spatiotemporal dynamics of urban forest conversion through model urbanization in Shenzhen, China. Int. J. Remote Sens. 2011, 32(24):9071-9092. http://dx.doi.org/10.1080/01431161.2010.549848.
Gong C., Yu S., Joesting H., Chen J. Determining socioeconomic drivers of urban forest fragmentation with historical remote sensing images. Landsc. Urban Plan. 2013, 117(0):57-65. http://dx.doi.org/10.1016/j.landurbplan.2013.04.009.
Goossen C., de Boer T. Recreation Screening: Screening Green Areas Based on Recreation Motives 2012, Alterra-rapport-Wageningen University and Research Centre(2301).
Goossen M., Langers F. Assessing quality of rural areas in the Netherlands: finding the most important indicators for recreation. Landsc. Urban Plan. 2000, 46(4):241-251. http://dx.doi.org/10.1016/S0169-2046(99)%2000058%134.
Guillem E.E., Barnes A.P., Rounsevell M.D.A., Renwick A. Refining perception-based farmer typologies with the analysis of past census data. J. Environ. Manag. 2012, 110(0):226-235. http://dx.doi.org/10.1016/j.jenvman.2012.06.020.
Jenks G.F. The data model concept in statistical mapping. International Yearbook of Cartography 1967, 186. Rand McNally & Co. K. Frenzel (Ed.).
Kelly R.A., Jakeman A.J., Barreteau O., Borsuk M.E., ElSawah S., Hamilton S.H., Henriksen H.J., Kuikka S., Maier H.R., Rizzoli A.E., van Delden H., Voinov A.A. Selecting among five common modelling approaches for integrated environmental assessment and management. Environ. Model. Softw. 2013, 47(0):159-181. http://dx.doi.org/10.1016/j.envsoft.2013.05.005.
Lambin E.F., Meyfroidt P. Global land use change, economic globalization, and the looming land scarcity. Proc. Natl. Acad. Sci. 2011, 108(9):3465-3472. http://dx.doi.org/10.1073/pnas.1100480108.
LaMondia J., Aultman-Hall L., Greene E. Long-distance work and leisure travel frequencies. Transp. Res. Rec. J. Transp. Res. Board 2014, 2413:1-12. http://dx.doi.org/10.3141/2413-01.
Laws E. Tourist Destination Management: Issues, Analysis and Policies 1995, Routledge.
Lee C.-F., Huang H.-I., Yeh H.-R. Developing an evaluation model for destination attractiveness: sustainable forest recreation tourism in Taiwan. J. Sustain. Tour. 2010, 18(6):811-828. http://dx.doi.org/10.1080/09669581003690478.
Li S., Hartemink N., Speybroeck N., Vanwambeke S.O. Consequences of landscape fragmentation on Lyme disease risk: a cellular automata approach. PLoS ONE 2012, 7(6):e39612. http://dx.doi.org/10.1371/journal.pone.0039612.
Li S., Heyman P., Cochez C., Simons L., Vanwambeke S.O. A multi-level analysis of the relationship between environmental factors and questing Ixodes ricinus dynamics in Belgium. Parasit. Vectors 2012, 5(1):149. http://dx.doi.org/10.1186/1756-3305-5-149.
Li S., Colson V., Lejeune P., Vanwambeke S.O. On the Distance Travelled for Woodland Leisure via Different Transport Modes in Wallonia, South Belgium, Modelling the Spatial Distribution of Ticks and Human Exposure to Tick-Borne Zoonoses: an Agent-Based Perspective 2014, (Doctoral thesis), Université catholique de Louvain.
Li S., Vanwambeke S.O., Licoppe A.M., Speybroeck N. Impacts of deer management practices on the spatial dynamics of the tick Ixodes ricinus: a scenario analysis. Ecol. Model. 2014, 276(0):1-13. http://dx.doi.org/10.1016/j.ecolmodel.2013.12.023.
Limtanakool N., Dijst M., Schwanen T. The influence of socioeconomic characteristics, land use and travel time considerations on mode choice for medium- and longer-distance trips. J. Transp. Geogr. 2006, 14(5):327-341. http://dx.doi.org/10.1016/j.jtrangeo.2005.06.004.
Lin J., Yang A. Structural analysis of how urban form impacts travel demand: evidence from Taipei. Urban Stud. 2009, 46(9):1951-1967. http://dx.doi.org/10.1177/0042098009106017.
Macintyre S., Maciver S., Sooman A. Area, class and health: should we be focusing on places or people?. J. Soc. Policy 1993, 22(02):213-234. http://dx.doi.org/10.1017/S0047279400019310.
Marzano M., Dandy N. Recreationist behaviour in forests and the disturbance of wildlife. Biodivers. Conserv. 2012, 21(11):2967-2986. http://dx.doi.org/10.1007/s10531-012-0350-y.
McFadden D. Conditional logit analysis of qualitative choice behavior. Frontiers in Econometrics 1974, 105-142. Academic Press, New York. P. Zarembka (Ed.).
Mercado R., Páez A. Determinants of distance traveled with a focus on the elderly: a multilevel analysis in the Hamilton CMA, Canada. J. Transp. Geogr. 2009, 17(1):65-76. http://dx.doi.org/10.1016/j.jtrangeo.2008.04.012.
Murray-Rust D., Robinson D.T., Guillem E., Karali E., Rounsevell M. An open framework for agent based modelling of agricultural land use change. Environ. Model. Softw. 2014, 61(0):19-38. http://dx.doi.org/10.1016/j.envsoft.2014.06.027.
Mytton O.T., Townsend N., Rutter H., Foster C. Green space and physical activity: an observational study using Health Survey for England data. Health Place 2012, 18(5):1034-1041.. http://dx.doi.org/10.1016/j.healthplace.2012.06.003.
Nicolau J.L., Más F.J. The influence of distance and prices on the choice of tourist destinations: the moderating role of motivations. Tour. Manag. 2006, 27(5):982-996. http://dx.doi.org/10.1016/j.tourman.2005.09.009.
North M.J., Tatara E., Collier N.T., Ozik J. Visual Agent-Based Model Development with Repast Simphony 2007, Tech. rep., Argonne National Laboratory.
Ode Å., Fry G. A model for quantifying and predicting urban pressure on woodland. Landsc. Urban Plan. 2006, 77(1-2):17-27. http://dx.doi.org/10.1016/j.landurbplan.2005.01.003.
Ohnmacht T., Götz K., Schad H. Leisure mobility styles in Swiss conurbations: construction and empirical analysis. Transportation 2009, 36(2):243-265. http://dx.doi.org/10.1007/s11116-009-9198-8.
R Core Team R: a Language and Environment for Statistical Computing 2012.
Roovers P., Hermy M., Gulinck H. Visitor profile, perceptions and expectations in forests from a gradient of increasing urbanisation in central Belgium. Landsc. Urban Plan. 2002, 59(3):129-145. http://dx.doi.org/10.1016/S0169-2046(02)%2000011%137.
Siderelis C., Moore R.L. Recreation demand and the influence of site preference variables. J. Leis. Res. 1998, 30(3):301-318.
Stein T.V., Jensen F.S., Tyrväinen L., Tanaka N. Special issue "Expanding Forests' benefits: forest-based recreation and tourism". Forests 2011, 2(4):875-1048.
Swanwick C. Society's attitudes to and preferences for land and landscape. Land Use Policy 2009, 26:S62-S75.
Swets J. Measuring the accuracy of diagnostic systems. Science 1988, 240(4857):1285-1293. http://dx.doi.org/10.1126/science.3287615.
Thomas I., Frankhauser P., Biernacki C. The morphology of built-up landscapes in Wallonia (Belgium): a classification using fractal indices. Landsc. Urban Plan. 2008, 84(2):99-115. http://dx.doi.org/10.1016/j.landurbplan.2007.07.002.
Viera A.J., Garrett J.M. Understanding interobserver agreement: the kappa statistic. Fam. Med. 2005, 37(5):360-363.
Yao E., Morikawa T. A study of on integrated intercity travel demand model. Transp. Res. A Policy Pract. 2005, 39(4):367-381. http://dx.doi.org/10.1016/j.tra.2004.12.003.
Young J., Watt A., Nowicki P., Alard D., Clitherow J., Henle K., Johnson R., Laczko E., McCracken D., Matouch S., Niemela J., Richards C. Towards sustainable land use: identifying and managing the conflicts between human activities and biodiversity conservation in Europe. Biodivers. Conserv. 2005, 14(7):1641-1661. http://dx.doi.org/10.1007/s10531-004-0536-z.
Zandersen M., Tol R.S.J. A meta-analysis of forest recreation values in Europe. J. For. Econ. 2009, 15(1-2):109-130. http://dx.doi.org/10.1016/j.jfe.2008.03.006.