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Monday, 9 October 2017

Modeling Potential Range Expansion of the Invasive Shrub Leucaena leucocephala in the Hengchun Peninsula, Taiwan

Author
Received: February 1, 2013; Accepted: June 7, 2013

Author Affiliation

Chyi-Rong Chiou
Hsiao-Hsuan Wang
Yen-Jui Chen
William E. Grant
Ming-Lun Lu
Author for correspondence: 

Copyright & Usage

Weed Science Society of America

Abstract

Prediction of invasive species distributions from survey data is widely recognized as a significant component of forest management and conservation planning. Leucaena leucocephala is the most aggressive invasive shrub and tree in the Hengchun peninsula in southern Taiwan. We analyzed geo-referenced data to identify potential variables of invasion and to predict likelihood of further invasion using boosted regression trees. Our results, which classified 92% of the cells correctly with regard to species presence and absence, indicated probability of invasion is correlated with climatic conditions (temperature and precipitation), landscape features (altitude; slope ratio and aspect; percentages of natural or secondary forest, agriculture land, developed area, and water bodies; and distances to the nearest forest edge and river), and anthropogenic factors (length of forest edge, and distances to the nearest road and agriculture land). The most influential variables are average annual temperature, altitude, precipitation, and slope. Continued range expansion by L. leucocephala is most likely to proceed (1) from the eastern and western portions toward the central portion of Hengchun township and (2) throughout the southern and toward the eastern portions of Manjhou township. Our model should provide useful information to aid forest managers in the development of long term monitoring and control strategies for L. leucocephala, in the early detection and eradication of newly established invasions, and also a framework for the integration and analysis of new presence and absence field data as they become available.
Nomenclature: White leadtree, white popinac, and jumbay, Leucaena leucocephala (Lam.) de Wit.
Management Implications: Leucaena leucocephala continues to expand its ranges in the southern Taiwan, and reliable prediction of habitats at risk is needed urgently. We drew upon extensive geo-referenced datasets to develop an invasion distribution model predicting possible range expansion of L. leucocephala in the Hengchun peninsula, Taiwan. Our analyses suggest that continued range expansion of L. leucocephala. However, the opportunity exists for reducing the likelihood of invasions via increased monitoring and early control efforts focused on low-elevation lands with low slope ratios that are close to roads, water, and/or forest edges. Areas surrounding agricultural and developed areas also should be targeted for prompt inspection and potential control measures. The complementarity between controlling and preventing plant invasions suggests that coordinated efforts to enhance ecosystem health would be more cost effective. More efforts should be directed toward educating residents in the Hengchun peninsula with the goal of engaging them in the prevention of L. leucocephala invasions and the restoration of infested areas. Our model should provide useful information to aid forest managers in the development of long term monitoring and control strategies for L. leucocephala, in the early detection and eradication of newly established invasions, and also in educational efforts directed toward residents in the Hengchun peninsula. Our model also provides a framework for the integration and analysis of new presence and absence field data as they become available.

Literature Cited

Aganga, A. A. and S. O. Tshwenyane. 2003Lucerne, lablab, and Leucaena leucocephala forages: production and utilization for livestock productionPak. J. Nutr. 2:4653Crossref
Ashton, I. W., L. A. Hyatt, K. M. Howe, J. Gurevitch, and M. T. Lerdau. 2005Invasive species accelerate decomposition and litter nitrogen loss in a mixed deciduous forestEcol. Appl. 15:12631272Crossref
Austin, M. P. 2002Spatial prediction of species distribution: an interface between ecological theory and statistical modellingEcol. Model. 157:101118Crossref
Banda, A. Z., J. A. Maghembe, D. N. Ngugi, and V. A. Chome. 1994Effect of intercropping maize and closely spaced Leucaena hedgerows on soil conservation and maize yield on a steep slope at Ntcheu, MalawiAgroforest. Sys. 27:1722Crossref
Banful, B., A. Dzietror, I. Ofori, and O. Hemeng. 2000Yield of plantain alley cropped with Leucaena leucocephala and Flemingia macrophylla in Kumasi, GhanaAgroforest. Sys. 49:189199Crossref
Baumer, M. 1992Trees as browse and to support animal production. Pages 110 in A. Speedy, and P.-L. Pugliese, eds. Expert Consultation on Legume Trees and other Fodder Trees as Protein Sources for Livestock. Kuala Lumpur, MalaysiaFAO.
Brewbaker, J. L., N. Hegde, E. M. Hutton, R. J. Jones, J. B. Lowry, F. Moog, and R. van den Beldt. 1985Leucaena — Forage Production and UseHawaiiNFTA39 p.
Brooks, M. L., C. M. D'Antonio, D. M. Richardson, J. B. Grace, J. E. Keeley, J. M. DiTomaso, R. J. Hobbs, M. Pellant, and D. Pyke. 2004Effects of invasive alien plants on fire regimesBioScience 54:677688BioOne
Brown, K. A., F. N. Scatena, and J. Gurevitch. 2006Effects of an invasive tree on community structure and diversity in a tropical forest in Puerto RicoForest Ecol. Manag. 226:145152Crossref
Chandra Sekar, K., R. Manikandan, and S. Srivastava. 2012Invasive alien plants of Uttarakhand HimalayaProc. Natl. Acad. Sci. India B 82:375383Crossref
Chang, J.-C. 1996Natural hazards in TaiwanGeoJournal 38:251257Crossref
Chen, H.-M., H.-C. Lo, C.-C. Cheng, and C.-D. Wu. 2011Application of remote sensing on monitoring the dispersal of Leucaena leucocephala in Penghu areaQ. J. Chinese Forest. 44:133144 [in Chinese]
Chien, F.-C., Y.-C. Liu, and C.-S. Lee. 2008Heavy rainfall and southwesterly flow after the leaving of typhoon Mindulle (2004) from TaiwanJ. Meteorol. Soc. Japan Ser. II 86:1741Crossref
Chung, Y.-L., S.-T. Wu, and M.-L. Lu. 2006Using SPOT satellite imagery to monitor the forest dynamic at landscape level on the Nanjen mountain ecological reserve in Taiwan 27th Asian conference on remote sensingUlaanbaatar, MongoliaCurran.
Clinton, N. J. and S. L. Pimm. 2003How big is the global weed patchAnn. Mo. Bot. Gard. 90:172178.Crossref
Cronk, Q.C.B. and J. L. Fuller. 1998Plant invaders: the threat to natural ecosystemsBiodivers. Conserv. 7:267269Crossref
Crowl, T. A., T. O. Crist, R. R. Parmenter, G. Belovsky, and A. E. Lugo. 2008The spread of invasive species and infectious disease as drivers of ecosystem changeFront. Ecol. Environ. 6:238246Crossref
Dhawan, V. and S. S. Bhojwani. 1985In vitro vegetative propagation of Leucaena leucocephala (Lam.) de WitPlant Cell Rep. 4:315318CrossrefPubMed
Elith, J., J. R. Leathwick, and T. Hastie. 2008A working guide to boosted regression treesJ. Anim. Ecol. 77:802813CrossrefPubMed
Ella, A., C. Jacobsen, W. W. Stür, and G. Blair. 1989Effect of plant density and cutting frequency on the productivity of four tree legumes (Calliandra calothyrsusSesbania grandifloraLeucaena leucocephalaGliricidia sepium)Trop. Grasslands 23:2834.
Erickson, H., E. Davidson, and M. Keller. 2002Former land-use and tree species affect nitrogen oxide emissions from a tropical dry forestOecologia 130:297308CrossrefPubMed
ESRI. 2009ArcGISRedlands, CA, USAEnvironmental Systems Research Institute.
Friedman, J. H. 2002Stochastic gradient boostingComput. Stat. Data Anal. 38:367378Crossref
Fukasawa, K., F. Koike, N. Tanaka, and K. Otsu. 2009Predicting future invasion of an invasive alien tree in a Japanese oceanic island by process-based statistical models using recent distribution mapsEcol. Res. 24:965975Crossref
Gan, J., J. H. Miller, H.-H. Wang, and J. W. Taylor. 2009Invasion of tallow tree into southern US forests: influencing factors and implications for mitigationCan. J. Forest Res. 39:13461356Crossref
Green, P., P. S. Lake, and D. O'Dowd. 2004Resistance of island rainforest to invasion by alien plants: influence of microhabitat and herbivory on seedling performanceBiol. Invasions 6:19Crossref
Groom, M. J. and N. Schumaker. 1993Evaluating landscape change: patterns of worldwide deforestation and local fragmentation. Pages 2444 in P. M. Kareiva, J. G. Kingsolver, and R. B. Huey, eds. Biotic Interactions and Global Change. Sunderland, MASinauer Associates.
Hobbs, R. J. 2000Land use changes and invasions. Pages 385421 in H. A. Mooney, and R. J. Hobbs, eds. Invasive Species in a Changing World. Washington, DCIsland.
Hosmer, D. W. and S. Lemeshow. 2000Applied Logistic RegressionNew YorkWileyCrossref
Hsu, M.-J. and G. Agoramoorthy. 1999Conserving the biodiversity of Taiwan's Kenting National Park: present status and future challenges. Pages 6272 in Y.-S. Lin, ed. Biodiversity. Taipei, TaiwanNational Taiwan University Press.
Hsu, M. J., K. Selvaraj, and G. Agoramoorthy. 2006Taiwan's industrial heavy metal pollution threatens terrestrial biotaEnviron. Pollut. 143:327334CrossrefPubMed
Isarasenee, A., H. M. Shelton, and R. M. Jones. 1984Accumulation of edible forage of Leucaena leucocephala cv. Peru over late summer and autumn for use as dry season feedLeucaena Res. Rep. 5:34.
Jama, B., P. Nair, and P. Kurira. 1989Comparative growth performance of some multipurpose trees and shrubs grown at Machakos, KenyaAgroforest. Sys. 9:1727Crossref
Jones, C. C., S. A. Acker, and C. B. Halpern. 2010Combining local- and large-scale models to predict the distributions of invasive plant speciesEcol. Appl. 20:311326CrossrefPubMed
Kuo, Y.-L. 2007The ecological character and management plan of the invasion species: Leucaena leucocephalaQ. J. Taiwan Mus. 94:8689. [in Chinese]
Lai, M.-J. 1995Directories of Botanic Species in TaiwanTaipei, TaiwanDi-Jing. [in Chinese]
Lasco, R. and F. Pulhin. 2000Forest land use change in the Philippines and climate change mitigationMitig. Adapt. Strat. Glob. Ch. 5:8197Crossref
Liang, Y.-C. 2004Studies on Zoning the Ecoregion at Domain and Division Levels in Taiwan. Master's ThesisTaipei, TaiwanNational Taiwan University122 p.
Lobo, J. M., A. Jiménez-Valverde, and J. Hortal. 2010The uncertain nature of absences and their importance in species distribution modellingEcography 33:103114Crossref
Lodge, D. M., S. Williams, H. J. MacIsaac, K. R. Hayes, B. Leung, S. Reichard, R. N. Mack, P. B. Moyle, M. Smith, D. A. Andow, J. T. Carlton, and A. McMichael. 2006Biological invasions: recommendations for U.S. policy and managementEcol. Appl. 16:20352054CrossrefPubMed
Lu, M.-L., J.-Y. Huang, and Y.-L. Chung. 2009Spatial dynamics and regional analysis of Leucaena leucocephala in the Hungchun Peninisula, TaiwanJ. Photogrammetry Remote Sens. 14:19. [in Chinese]
Lu, M.-L., J.-Y. Huang, Y.-L. Chung, and C.-Y. Hung. 2013Modeling the invasion of a central American Mimosoid tree species (Leucaena leucocephala) in a tropical coastal region of TaiwanRemote Sens. Lett. 4:485493Crossref
Lu, M.-L., C.-L. Yeh, Y.-L. Chung, and Y.-T. Hsieh. 2008The ground spectral analysis of four dominant vegetation in the Kenting National Park, TaiwanJ. Photogrammetry Remote Sens. 13:1928. [in Chinese]
Marod, D., P. Duengkae, U. Kutintara, S. Sungkaew, C. Wachrinrat, L. Asanok, and N. Klomwattanakul. 2012The influences of an invasive plant species (Leucaena leucocephala) on tree regeneration in Khao Phuluang Forest, northeastern ThailandKasetsart J., Nat. Sci. 46:3950.
Matthews, S. and K. Brand. 2004Africa invaded: the growing danger of invasive alien speciesCape Town, South AfricaGlobal Invasive Species Programme79 p.
Merriam, R. W. and E. Feil. 2002The potential impact of an introduced shrub on native plant diversity and forest regenerationBiol. Invasions 4:369373Crossref
METI and NASA. 2009. ASTER Global Digital Elevation Map. Japan and the United States.
Meyer, J.-Y. 2004Threat of invasive alien plants to native flora and forest vegetation of eastern PolynesiaPacific Sci. 58:357375Crossref
NLSC. 1993National Land Use Investigation DataTaipei, Taiwan.
Normaniza, O., H. A. Faisal, and S. S. Barakbah. 2008Engineering properties of Leucaena leucocephala for prevention of slope failureEcol. Eng. 32:215221Crossref
Olden, J. D. and D. A. Jackson. 2002A comparison of statistical approaches for modelling fish species distributionsFreshwater Biol. 47:19761995Crossref
Ong, C. K., J. E. Corlett, R. P. Singh, and C. R. Black. 1991Above and below ground interactions in agroforestry systemsForest Ecol. Manag. 45:4557Crossref
Owens, H. L., L. P. Campbell, L. L. Dornak, E. E. Saupe, N. Barve, J. Soberón, K. Ingenloff, A. Lira-Noriega, C. M. Hensz, C. E. Myers, and A. T. Peterson. 2013Constraints on interpretation of ecological niche models by limited environmental ranges on calibration areasEcol. Model. 263:1018Crossref
Pattison, R. R. and R. N. Mack. 2008Potential distribution of the invasive tree Triadica sebifera (Euphorbiaceae) in the United States: evaluating climex predictions with field trialsGlobal Change Biol. 14:813826Crossref
Pauchard, A. and P. B. Alaback. 2004Influence of elevation, land use, and landscape context on patterns of alien plant invasions along roadsides in protected areas of south-central ChileConserv. Biol. 18:238248.Crossref
Paynter, Q., S. M. Csurhes, T. A. Heard, J. Ireson, M. H. Julien, J. Lloyd, W. M. Lonsdale, W. A. Palmer, A. W. Sheppard, and R. D. v. Klinken. 2003Worth the risk? Introduction of legumes can cause more harm than good: an Australian perspectiveAust. Syst. Bot. 16:8188Crossref
Phillips, S. J. and M. Dudík. 2008Modeling of species distributions with Maxent: new extensions and a comprehensive evaluationEcography 31:161175Crossref
Pimentel, D. 2005Environmental and economic costs of the application of pesticides primarily in the United StatesEnviron. Develop. Sustain. 2:229252Crossref
Ridgeway, G. 2006Generalized Boosted Regression models. Documentation on the R package ‘gbm’, version 1-5-7. http://www.i-pensieri.com/gregr/gbm.shtml. Accessed Oct. 2, 2012.
Saifuddin, M. and N. Osman. 2012Comparative studies of four legume tree species and screening the potential species using their physiological and root propertiesLife Sci. J. 9:15091518.
Sax, D. F. and J. H. Brown. 2000The paradox of invasionGlobal Ecol. Biogeogr. 9:363371Crossref
Shelton, H. M. and J. L. Brewbaker. 1994Leucaena leucocephala — the most widely used forage tree legume. Pages 1529 in R. C. Gutteridge, and H. M. Shelton, eds. Forage Tree Legumes in Tropical Agriculture. Oxon, UKCAB International.
Simberloff, D. 2000Global climate change and introduced species in United States forestsSci. Total Environ. 262:253261CrossrefPubMed
Stromberg, J. C., S. J. Lite, R. Marler, C. Paradzick, P. B. Shafroth, D. Shorrock, J. M. White, and M. S. White. 2007Altered stream-flow regimes and invasive plant species: the Tamarix caseGlobal Ecol. Biogeogr. 16:381393Crossref
Suárez-Seoane, S., P. E. Osborne, and J. C. Alonso. 2002Large-scale habitat selection by agricultural steppe birds in Spain: identifying species-habitat responses using generalized additive modelsJ. Appl. Ecol. 39:755771Crossref
Wang, H.-H. and W. E. Grant. 2012Determinants of Chinese and European privet invasion and likelihood of further invasion in southern US forestlandsInvasive Plant Sci. Manage. 5:454463BioOne
Wang, H.-H., C. L. Wonkka, W. E. Grant, and W. E. Rogers. 2012Potential range expansion of Japanese honeysuckle (Lonicera japonica Thunb.) in southern U.S. forestlandsForests 3:573590Crossref
Wang, W.-L. and Y.-M. Chiang. 1994Potential economic seaweeds of Hengchun peninsula, TaiwanEcon. Bot. 48:182189Crossref
With, K. A. 2002The landscape ecology of invasive spreadThe J. Soc. Conserv. Biol. 16:11921203Crossref
Wolfe, B. T. and S. J. Van Bloem. 2012Subtropical dry forest regeneration in grass-invaded areas of Puerto Rico: understanding why Leucaena leucocephala dominates and native species failForest Ecol. Manag 267:253261Crossref
Yates, E. D., Levia D. F. Jr, and C. L. Williams. 2004Recruitment of three non-native invasive plants into a fragmented forest in southern IllinoisForest Ecol. Manag. 190:119130Crossref
Yoshida, K. and S. Oka. 2000Impact of biological invasion of Leucaena leucocephala on successional pathway and species diversity of secondary forest on Hahajima Island, Ogasawara (Bonin) Islands, northwestern PacificJap. J. Ecol. 50:111119.
Zimpfer, J. F., C. A. Smyth, and J. O. Dawson. 1997The capacity of Jamaican mine spoils, agricultural and forest soils to nodulate Myrica ceriferaLeucaena leucocephala and Casuarina cunninghamianaPhysiol. Plant. 99:664672Crossref

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For further details logon website :
http://www.bioone.org/doi/abs/10.1614/IPSM-D-13-00010.1

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