Factors affecting crop damage by elephants in the buffer zone of Huai Kha Khaeng, a world heritage site
Natsuda Sutthiboriban A , Achara Simcharoen B , George A. Gale A , Dusit Ngoprasert A , Wanlop Chutipong C and Naruemon Tantipisanuh C *A
B
C
Abstract
Human–elephant conflict is a growing global problem. To mitigate such conflict, understanding factors affecting elephant intrusions into human-dominated areas is crucial. These factors are, however, complex because they are site specific and context dependent.
This study aimed to identify factors associated with crop damage incidents from elephants in a buffer zone of a protected area in western Thailand.
Interviews were conducted with local people to quantify crop damage by elephants between November 2020 to April 2021. We used compositional analysis to determine whether different crop types received different damage from elephants, and logistic regression analysis to examine environmental factors associated with crop damage incidents.
Although it was previously thought that elephants focus on dominant palatable crops, we found that small patches of highly preferred crops can influence where elephants choose to feed. Distance from village was also a significant factor in crop foraging. Crop damage was not different between dry and wet seasons, probably because key crops were available year-round.
Crop damage occurred across multiple crop types but mainly those with higher sugar content. The damage mostly occurred in fields farther from villages, suggesting that presence of humans may alter elephant crop foraging. No specific seasonal period of crop damage was observed.
Changing crop types from species preferred by elephants to less preferred species and growing mixed species (multi-crop systems) instead of single species (mono-crops) may reduce elephant incursions. However, this needs field testing, including market-based assessments to evaluate the economic viability for farmers.
Keywords: compositional analysis, crop damage, human–elephant conflict, human–wildlife conflict, Huai Kha Khaeng Wildlife Sanctuary, protected area management, Thailand, WEFCOM.
References
Aebischer NJ, Robertson PA, Kenward RE (1993) Compositional analysis of habitat use from animal radio-tracking data. Ecology 74(5), 1313-1325.
| Crossref | Google Scholar |
Alemayehu N, Tekalign W (2022) Prevalence of crop damage and crop-raiding animals in southern Ethiopia: the resolution of the conflict with the farmers. GeoJournal 87, 845-859.
| Crossref | Google Scholar |
Anderson SC, Ward EJ, English PA, Barnett LAK, Thorson JT (2022) sdmTMB: an R package for fast, flexible, and user-friendly generalized linear mixed effects models with spatial and spatiotemporal random fields. bioRxiv 2022.03.24.485545;.
| Crossref | Google Scholar |
Anoop NR, Krishnan S, Ganesh T (2023) Elephants in the farm–changing temporal and seasonal patterns of human-elephant interactions in a forest-agriculture matrix in the Western Ghats, India. Frontiers in Conservation Science 4, 1142325.
| Crossref | Google Scholar |
Anuradha JMPN, Fujimura M, Inaoka T, Sakai N (2019) The role of agricultural land use pattern dynamics on elephant habitat depletion and human-elephant conflict in Sri Lanka. Sustainability 11(10), 2818.
| Crossref | Google Scholar |
Arnold TW (2010) Uninformative parameters and model selection using Akaike’s information criterion. The Journal of Wildlife Management 74(6), 1175-1178.
| Crossref | Google Scholar |
Bandara TWMTW (2020) Potentiality of ecotourism in enhancing ethno-zoological values of elephant corridors for mitigating human-elephant conflict in Sri Lanka. International Journal of Scientific and Research Publications (IJSRP) 10, 437-445.
| Crossref | Google Scholar |
Bo D, Dowell S, Garson P, Fen-Qi H (2009) Habitat utilisation by the threatened Sichuan Partridge Arborophila rufipectus: consequences for managing newly protected areas in southern China. Bird Conservation International 19(2), 187-198.
| Crossref | Google Scholar |
Calabrese A, Calabrese JM, Songer M, Wegmann M, Hedges S, Rose R, Leimgruber P (2017) Conservation status of Asian elephants: the influence of habitat and governance. Biodiversity and Conservation 26(9), 2067-2081.
| Crossref | Google Scholar |
Chen J, Deng X, Zhang L, Bai Z (2006) Diet composition and foraging ecology of Asian elephants in Shangyong, Xishuangbanna, China. Acta Ecologica Sinica 26(2), 309-316.
| Crossref | Google Scholar |
Chiyo PI, Wilson JW, Archie EA, Lee PC, Moss CJ, Alberts SC (2014) The influence of forage, protected areas, and mating prospects on grouping patterns of male elephants. Behavioral Ecology 25(6), 1494-1504.
| Crossref | Google Scholar |
Das BJ, Saikia BN, Baruah KK, Bora A, Bora M (2014) Nutritional evaluation of fodder, its preference and crop raiding by wild Asian elephant (Elephas maximus) in Sonitpur District of Assam, India. Veterinary World 7(12), 1082-1089.
| Crossref | Google Scholar |
Denninger Snyder K, Mneney P, Benjamin B, Mkilindi P, Mbise N (2021) Seasonal and spatial vulnerability to agricultural damage by elephants in the western Serengeti, Tanzania. Oryx 55(1), 139-149.
| Crossref | Google Scholar |
Eager CD (2017) standardize: tools for standardizing variables for regression in R. (R package version 0.2.2.). Available at https://cran.r-project.org/web/packages/standardize [Accessed 10 April 2023]
Esri Inc (2020) ArcMap (version 10.8) Software. Available at https://desktop.arcgis.com/en/ [Accessed 1 October 2022]
Fox J (2022) polycor: polychoric and polyserial correlations. (R package version 0.8-1.). Available at https://cran.r-project.org/web/packages/polycor [Accessed 10 April 2023]
Freeman EA, Moisen G (2008) PresenceAbsence: an R package for presence absence analysis. Journal of Statistical Software 23(11), 1-31.
| Crossref | Google Scholar |
Google Earth 7.3.6.9750 (2022) Buffer zone of Huai Kha Khaeng Wildlife Sanctuary 15°23′N to 15°41′N, 99°20′E to 99°30′E. Available at http://www.google.com/earth/index.html [Accessed 1 October 2022]
Gross EM, McRobb R, Gross J (2016) Cultivating alternative crops reduces crop losses due to African elephants. Journal of Pest Science 89, 497-506.
| Crossref | Google Scholar |
Gubbi S, Swaminath MH, Poornesha HC, Bhat R, Raghunath R (2014) An elephantine challenge: human–elephant conflict distribution in the largest Asian elephant population, southern India. Biodiversity and Conservation 23(3), 633-647.
| Crossref | Google Scholar |
Gunaryadi D, Sugiyo , Hedges S (2017) Community-based human–elephant conflict mitigation: the value of an evidence-based approach in promoting the uptake of effective methods. PLoS ONE 12(5), e0173742.
| Crossref | Google Scholar | PubMed |
Hartig F (2016) DHARMa: residual diagnostics for hierarchical (multi-level/mixed) regression models. (R package version 0.4.6.). Available at https://cran.r-project.org/web/packages/DHARMa [Accessed 10 April 2023]
Islam MW, Ruhanen L, Ritchie BW (2018) Tourism governance in protected areas: investigating the application of the adaptive co-management approach. Journal of Sustainable Tourism 26(11), 1890-1908.
| Crossref | Google Scholar |
Jones K, Vukomanovic J, Nowell B, McGovern S (2024) mapping wildfire jurisdictional complexity reveals opportunities for regional co-management. Global Environmental Change 84, 102804.
| Crossref | Google Scholar |
Karunarathne M, Ranawana KB, Weerasekera DS (2021) Crop damage by Asian elephant (Elephas maximus) in Ekgaloya and Dewalahinda areas in Ampara District, Eastern province, Sri Lanka. Acta Fytotechnica et Zootechnica 24(1), 47-54.
| Crossref | Google Scholar |
Kerdthong A, Buabangplu P, Somna L (2020) The participation of the community to reduce Elephas maximus encroachment in Tumbon Thapchang, SoiDao District Chanthaburi. Journal of Rajabhat Rambhai Barni 14(1), 33-41.
| Google Scholar |
Kitratporn N, Takeuchi W (2019) Spatiotemporal distribution of human-elephant conflict in Eastern Thailand: a model-based assessment using news reports and remotely sensed data. Remote Sensing 12(1), 90-20.
| Crossref | Google Scholar |
Kitratporn N, Takeuchi W (2022) Human-elephant conflict risk assessment under coupled climatic and anthropogenic changes in Thailand. Science of The Total Environment 834, 155174.
| Crossref | Google Scholar | PubMed |
Kochprapa P, Savini C, Ngoprasert D, Savini T, Gale GA (2023) Spatio-temporal dynamics of human−elephant conflict in a valley of pineapple plantations. Integrative Conservation 2, 95-107.
| Crossref | Google Scholar |
Koirala S, Garber PA, Somasundaram D, Katuwal HB, Ren B, Huang C, Li M (2021) Factors affecting the crop raiding behavior of wild rhesus macaques in Nepal: implications for wildlife management. Journal of Environmental Management 297, 113331.
| Crossref | Google Scholar | PubMed |
Kurmi SK, Koju NP (2021) Spatiotemporal association of human-elephant conflict around Parsa National Park, Nepal. Nepalese Journal of Zoology 5(1), 8-12.
| Crossref | Google Scholar |
LaDue CA, Eranda I, Jayasinghe C, Vandercone RPG (2021) Mortality patterns of Asian Elephants in a Region of Human–Elephant Conflict. The Journal of Wildlife Management 85(4), 794-802.
| Crossref | Google Scholar |
Lesiv M, See L, Laso Bayas J, Sturn T, Schepaschenko D, Karner M, Moorthy I, McCallum I, Fritz S (2018) Characterizing the spatial and temporal availability of very high resolution satellite imagery in Google Earth and Microsoft Bing Maps as a source of reference data. Land 7(4), 118.
| Crossref | Google Scholar |
Li BW, Andrews KW, Pehrsson PR (2002) Individual sugars, soluble, and insoluble dietary fiber contents of 70 high consumption foods. Journal of Food Composition and Analysis 15(6), 715-723.
| Crossref | Google Scholar |
Lüdecke D, Ben-Shachar MS, Patil I, Waggoner P, Makowski D (2021) performance: an R package for assessment, comparison and testing of statistical models. Journal of Open Source Software 6(60), 3139.
| Crossref | Google Scholar |
Masud MM, Shahabudin SM, Baskaran A, Akhtar R (2022) Co-management approach to sustainable management of marine protected areas: the case of Malaysia. Marine Policy 138, 105010.
| Crossref | Google Scholar |
Matsika TA, Adjetey JA, Obopile M, Songhurst AC, MuCulloch G, Stronza A (2020) Alternative crops as a mitigation measure for elephant crop raiding in the eastern Okavango Panhandle. Pachyderm 61, 140-152.
| Google Scholar |
Menkham K, Sukmasuang R, Pla-Ard M, Charaspet K, Panganta T, Trisurat Y, Bhumpakphan N (2019) Population and habitat use of Asian elephants (Elephas maximus) and five ungulate species in Khao Ang Rue Nai Wildlife Sanctuary, Chachoengsao Province, Thailand. Biodiversitas 20(8), 2213-2221.
| Crossref | Google Scholar |
Montgomery RA, Raupp J, Mukhwana M, Greenleaf A, Mudumba T, Muruthi P (2022) The efficacy of interventions to protect crops from raiding elephants. Ambio 51(3), 716-727.
| Crossref | Google Scholar | PubMed |
Nad C, Roy R, Roy TB (2022) Human elephant conflict in changing land-use land-cover scenario in and adjoining region of Buxa tiger reserve, India. Environmental Challenges 7, 100384.
| Crossref | Google Scholar |
Naha D, Dash SK, Chettri A, Roy A, Sathyakumar S (2020) Elephants in the neighborhood: patterns of crop-raiding by Asian elephants within a fragmented landscape of Eastern India. PeerJ 8, e9399.
| Crossref | Google Scholar | PubMed |
Neupane D, Johnson RL, Risch TS (2017) How do land-use practices affect human—elephant conflict in Nepal? Wildlife Biology 2017(1), 1-9.
| Crossref | Google Scholar |
Nevo O, Schmitt MH, Ayasse M, Valenta K (2020) Sweet tooth: elephants detect fruit sugar levels based on scent alone. Ecology and Evolution 10(20), 11399-11407.
| Crossref | Google Scholar | PubMed |
Newport JK (2021) Crop raiding by Asian elephants and strategic management plans to reduce conflicts. Journal of Animal Sciences and Livestock Production 5(6), 003.
| Google Scholar |
Nyhus PJ, Tilson R, Sumianto (2000) Crop-raiding elephants and conservation implications at Way Kambas National Park, Sumatra, Indonesia. Oryx 34(4), 262-274.
| Crossref | Google Scholar |
Parr JWK, Jitvijak S, Saranet S, Buathong S (2008) Exploratory co-management interventions in Kuiburi National Park, Central Thailand, including human-elephant conflict mitigation. International Journal of Environment and Sustainable Development 7(3), 293-310.
| Crossref | Google Scholar |
Peacock SJ, Mavrot F, Tomaselli M, Hanke A, Fenton H, Nathoo R, Aleuy OA, Di Francesco J, Aguilar XF, Jutha N, Kafle P, Mosbacher J, Goose A, Ekaluktutiak Hunters and Trappers Organization, Kugluktuk Angoniatit Association, Olokhaktomiut Hunters and Trappers Committee, Kutz SJ (2020) Linking co-monitoring to co-management: bringing together local, traditional, and scientific knowledge in a wildlife status assessment framework. Arctic Science 6(3), 247-266.
| Crossref | Google Scholar |
Pearson R (2016) GoodmanKruskal: association analysis for categorical variables. (R package version 0.0.3.). Available at https://cran.r-project.org/web/packages/GoodmanKruskal [Accessed 10 April 2023]
Petursson JG, Kristofersson DM (2021) Co-management of protected areas: a governance system analysis of Vatnajökull National Park, Iceland. Land 10(7), 681.
| Crossref | Google Scholar |
Prakash TGSL, Wijeratne AW, Fernando P (2020) Human-elephant conflict in Sri Lanka: patterns and extent. Gajah 51, 16-25.
| Google Scholar |
Prins HHT, Liefting Y, de Jong JF (2022) Marginal farmers carry the burden of damage caused by Asian elephants Elephas maximus in Bardiya National Park, Nepal. Oryx 56(1), 73-81.
| Crossref | Google Scholar |
Rathnayake CWM, Jones S, Soto-Berelov M, Wallace L (2022) Human–elephant conflict and land cover change in Sri Lanka. Applied Geography 143, 102685.
| Crossref | Google Scholar |
R Core Team (2022) ‘R: a language and environment for statistical computing.’ (R Foundation for Statistical Computing: Vienna, Austria) Available at https://www.R-project.org/ [Accessed 10 April 2023]
Roy-Basu A, Bharat GK, Chakraborty P, Sarkar SK (2020) Adaptive co-management model for the East Kolkata wetlands: a sustainable solution to manage the rapid ecological transformation of a peri-urban landscape. Science of The Total Environment 698, 134203.
| Crossref | Google Scholar | PubMed |
Schuster R, Germain RR, Bennett JR, Reo NJ, Arcese P (2019) Vertebrate biodiversity on indigenous-managed lands in Australia, Brazil, and Canada equals that in protected areas. Environmental Science & Policy 101, 1-6.
| Crossref | Google Scholar |
Shaffer LJ, Khadka KK, Van Den Hoek J, Naithani KJ (2019) Human-elephant conflict: a review of current management strategies and future directions. Frontiers in Ecology and Evolution 6, 235.
| Crossref | Google Scholar |
Shapiro SS, Wilk MB (1965) An analysis of variance test for normality (complete samples). Biometrika 52(3–4), 591-611.
| Crossref | Google Scholar |
Soliku O, Schraml U (2020) Protected areas management: a comparison of perceived outcomes associated with different co-management types. Forest Policy and Economics 118, 102258.
| Crossref | Google Scholar |
Srikosamatara S (1993) Density and biomass of large herbivores and other mammals in a dry tropical forest, western Thailand. Journal of Tropical Ecology 9(1), 33-43.
| Crossref | Google Scholar |
Srikosamatara S, Srikrachang M (2005) Monitoring densities and distributions of large mammals: Huai Kha Khaeng Wildlife Sanctuary, Thailand. Wildlife Year Book 7, 33-41.
| Google Scholar |
Sukmasuang R (2009) Population density of Asian elephants in Huai Kha Khaeng Wildlife Sanctuary. Thai Journal of Forestry 28(1), 40-50.
| Google Scholar |
Thant ZM, May R, Røskaft E (2021) Pattern and distribution of human-elephant conflicts in three conflict-prone landscapes in Myanmar. Global Ecology and Conservation 25, e01411.
| Crossref | Google Scholar |
Tiller LN, Humle T, Amin R, Deere NJ, Lago BO, Leader-Williams N, Sinoni FK, Sitati N, Walpole M, Smith RJ (2021) Changing seasonal, temporal and spatial crop-raiding trends over 15 years in a human-elephant conflict hotspot. Biological Conservation 254, 108941.
| Crossref | Google Scholar |
van de Water A, King LE, Arkajak R, Arkajak J, van Doormaal N, Ceccarelli V, Sluiter L, Doornwaard SM, Praet V, Owen D, Matteson K (2020) Beehive fences as a sustainable local solution to human-elephant conflict in Thailand. Conservation Science and Practice 2(10), e260.
| Crossref | Google Scholar |
Vijayakrishnan S, Kumar MA, Umapathy G, Kumar V, Sinha A (2018) Physiological stress responses in wild Asian elephants Elephas maximus in a human-dominated landscape in the Western Ghats, southern India. General and Comparative Endocrinology 266, 150-156.
| Crossref | Google Scholar | PubMed |
Voorberg W, Van der Veer R (2020) Co-management as a successful strategy for marine conservation. Journal of Marine Science and Engineering 8(7), 491.
| Crossref | Google Scholar |
Ward C, Stringer LC, Holmes G (2018) Protected area co-management and perceived livelihood impacts. Journal of Environmental Management 228, 1-12.
| Crossref | Google Scholar | PubMed |
Webber CE, Sereivathana T, Maltby MP, Lee PC (2011) Elephant crop-raiding and human–elephant conflict in Cambodia: crop selection and seasonal timings of raids. Oryx 45(2), 243-251.
| Crossref | Google Scholar |
Wei T, Simko V (2021) R package ‘corrplot’: visualization of a correlation matrix (version 0.92). Available at https://github.com/taiyun/corrplot [Accessed 10 April 2023]
Williams C, Tiwari SK, Goswami VR, de Silva S, Kumar A, Baskaran N, Yoganand K, Menon V (2020) Elephas maximus. The IUCN Red List of Threatened Species 2020: e.T7140A45818198. Available at https://dx.doi.org/10.2305/IUCN.UK.2020-3.RLTS.T7140A45818198.en [Accessed 11 May 2022]
Wilson S, Davies TE, Hazarika N, Zimmermann A (2015) Understanding spatial and temporal patterns of human–elephant conflict in Assam, India. Oryx 49(1), 140-149.
| Crossref | Google Scholar |