Factors influencing appearance and suitable habitat for wild elephants in the Khao Yai National Park, Thailand
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Abstract. Nanla Y, Marod D, Duengkae P, Paansri P, Noowong J, Manitoem C, Sukmasuang R. 2024. Factors influencing appearance and suitable habitat for wild elephants in the Khao Yai National Park, Thailand. Biodiversitas 25: 3061-3072. Protected areas are designated to conserve biodiversity and provide a safe habitat for wildlife. This study aims to investigate the factors affecting elephant appearance and changes in habitat. The maxEnt program was used to analyze data derived from the patrolling system with constant quality monitoring. Four categories of environmental factors, climatic, physiological, biological, and anthropological factors were used to analyze the wild elephant data yearly from 2017 to 2022. The aim was to understand the effect of environmental factors on the wild elephants’ appearance and their habitat suitability. The results showed an average area under the receiver-operating-characteristic curve (AUC) was 0.81±0.004 SD. The results indicated that climatic (42.97%), physiological (32.62%), and anthropological (21.23%) factors affected the appearance of wild elephants significantly. Temperature factors showed the highest percentage contribution (39.04%), while water sources and salt licks, considered physiological factors, contributed 22.13% and 5.06%, respectively. Habitat suitability analysis revealed that the majority of the park area (64.91%) was categorized as unsuited and poorly suited habitat areas, while 35.07% was categorized as moderated and well-suited habitat areas for wild elephants. Implementing strategies to improve water sources and salt lick sites within the park and managing the area to minimize human disturbance both on the surrounding boundaries and the tourist destination sites are recommended to manage the wild elephant.
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References
Acharya KP, Paudel PK, Neupane PR, Köhl M. 2016. Human-Wildlife Conflicts in Nepal: Patterns of Human Fatalities and Injuries Caused by Large Mammals. PLoS ONE 11(9): e0161717. DOI: 10.1371/journal.pone.0161717
Al-Razi H, Campera M, Hasan S, Maria M, Nijman V, Nekaris KAI. 2023. Influence of Agricultural Expansion and Human Disturbance on the Encounter Hill Forests in Bangladesh. Ecologies 4: 195–208. DOI: 10.3390/ecologies4010014
Amnuaylojaroen T, Kaewkanchanawong P, Panpeng P. 2023. Distribution and meteorological control of PM2.5 and its effect on visibility in northern Thailand. Atmosphere 14(3):538. DOI: 10.3390/atmos14030538
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. DOI: 10.3390/su11102818 Bateman PW, Fleming PA. 2017. Are negative effects of tourist activities on wildlife over-reported? A review of assessment methods and empirical results. Biol Conserv 211: 10-19. DOI: 10.1016/j.biocon.2017.05.003.
Bangthong P, Sukmasuang R, Khoewsree N, Plaard M, Paansri P, Kaewdee B, Chairat R, Duengkae P, Siripattaranugul K. 2023. Species diversity, temporal pattern and habitat use of carnivorous mammals in the Khao Yai National Park, Thailand. JWB (supplementary issue) 7: 128–151. DOI: 10.5281/zenodo.10023306
Bateman PW, Fleming PA. 2017. Are negative effects of tourist activities on wildlife over-reported? A review of assessment methods and empirical results. Biol Conserv 211: 10-19. DOI: 10.1016/j.biocon.2017.05.003.
Billah MM, Rahman MM, Abedin J. Akter H. 2021. Land cover change and its impact on human–elephant conflict: a case from Fashiakhali forest reserve in Bangladesh. SN Appl Sci 3: 649. DOI: 10.1007/s42452-021-04625-1
Beirne C, Meier AC, Brumagin G, Jasperse-Sjolander L, Lewis M, Masseloux J, Myers K, Fay M, Okouyi J, White LJT, Poulsen JR. 2020. Climatic and resource determinants of forest elephant movements. Front Ecol Evol 8. DOI: 10.3389/fevo.2020.00096
Chen Y, Atzeni L, Gibson L, Sun Y, Yang Z, Shi K, Dudgeon D. 2022. Urban expansion and infrastructure development reduce habitat suitability for Asian elephants in southwestern China. J Wildl Manage 86(4): e22204. DOI: 10.1002/jwmg.22204.
de la Torre AJ, Cheryl C, Alex ML, Ee Phin W, Augustine T, Salman S, Benoit G, Ahimsa CA. 2022. Sundaic elephants prefer habitats on the periphery of protected areas. J Appl Ecol 59(12): 2947-2958. DOI: 10.1111/1365-2664.14286.
de Silva S, Wu T, Nyhus P, Weaver A, Thieme A, Johnson J, Wadey J, Mossbrucker A, Vu T, Neang T, Chen BS, Songer, M, Leimgruber P. 2023. Land-use change is associated with multi-century loss of elephant ecosystems in Asia. Sci Rep 13:5996. DOI: 10.1038/s41598-023-30650-8
Dobias R. 1985. Final Report: WWF/IUCN Project 3001: Elephant Conservation and Protected Area Management. WWF/IUCN, RoyalForest Department, Bangkok. [Thailand]
Domínguez-Oliva A, Ghezzi MD, Mora-Medina P, Hernández-Ávalos I, Jacome J, Castellón A, Falcón I, Reséndiz F, Romero N, Ponce R, Mota-Rojas D. 2022. Anatomical, physiological, and behavioral mechanisms of thermoregulation in elephants. J Anim Behav Biometeorol 10(4): 2233. DOI: 10.31893/jabb.22033
English C, Manns PJ, Tucak C, Bernhardt J. 2014. Physical activity and sedentary behaviors in people with stroke living in the community: a systematic review. Phys Ther 94(2):185-96. DOI: 10.2522/ptj.20130175
Gunawansa TD, Perera K, Apan A, Hettiarachchi NK. 2023. The human-elephant conflict in Sri Lanka: history and present status. Biodivers Conserv 32: 3025–3052. DOI: 10.1007/s10531-023-02650-7
Hantak MM, McLean BS, Li D, Guralnick RP. 2021. Mammalian body size is determined by interactions between climate, urbanization, and ecological traits. Commun Biol 4: 972. DOI: 10.1038/s42003-021-02505-3
Hijmans RJ, Cameron SE, Parra JL, Jones PG, Javis A. 2005. Very high-resolution interpolated climate surfaces for global land areas. Int J Climatol 25(15): 1965–1978. DOI: 10.1002/joc.1276.
Hossen A, Røskaft E. 2023. A case study on conflict intensity between humans and elephants at Teknaf Wildlife Sanctuary, Cox’s Bazar, Bangladesh. Front conserv sci 4: 2023. DOI: 10.3389/fcosc.2023.1067045
Fick SE, Hijmans RJ. 2017. WorldClim 2: New 1-km spatial resolution climate surfaces for global land areas. Int J Climatol 37: 4302-4315. DOI: 10.1002/joc.5086.
Jornburom P, Duangchantrasiri S, Jinamoy S, Pattanavibool A, Hines JE, Arnold TW, Fieberg J, Smith JLD, 2020. Habitat use by tiger prey in Thailand’s Western Forest Complex: What will it take to fill a half-full tiger landscape? J Nat Conserv 58: 125896. DOI: 10.1016/j.jnc.2020.125896.
Kanagaraj R, Araujo MB, Barman R, Davidar P, De R, Digal DK, Gopi GV, Johnsingh AJT, Kakati K, Kramer-Schadt S, Lamichhane BR, Lyngdoh S, Madhusudan MD, Najar MUII, Parida J, Pradhan NMB, Puyravaud JP, Raghunath R, Rahim PPA, Selvan KM, Subedi N, Trabucco A, Udayraj S, Wiegand T, Williams AC, Goyal SP. 2019. Predicting range shifts of Asian elephants under global change. Divers Distrib 25(5): 822-838. DOI: 10.1111/ddi.12898
Kitratporn N, Takeuchi W. 2022. Human-elephant conflict risk assessment under coupled climatic and anthropogenic changes in Thailand. Sci Total Environ 834: 155174. DOI: 10.1016/j.scitotenv.2022.155174
Kramer-Schadt S, Niedballa J, Pilgrim JD, Schröder B, Lindenborn J, Reinfelder V, Stillfried M, Heckmann I, Scharf AK, Augeri DM, Cheyne SM, Hearn AJ, Ross J, Macdonald DW, Mathai J, Eaton J, Marshall AJ, Semiadi G, Rustam R, Bernard H, Alfred R, Samejima H, Duckworth JW, Breitenmoser-Wuersten C, Belant JL, Hofer H, Wilting A. 2013. The importance of correcting for sampling bias in MaxEnt species distribution models. Divers Distrib 19 (11): 1366-1379. DOI: 10.1111/ddi.12096
Lavazza A, Farina M. 2023. Infosphere, Datafication, and Decision-Making Processes in the AI Era. Topoi 42: 843–856. DOI: 10.1007/s11245-023-09919-0
Li M, Cao S, Zhu Z, Wang Z, Myneni RB, Piao S. 2023. Spatiotemporally consistent global dataset of the GIMMS Normalized Difference Vegetation Index (PKU GIMMS NDVI) from 1982 to 2022, Earth Syst Sci Data 15: 4181–4203. DOI: 10.5194/essd-15-4181-2023, 2023.
Merow C, Smith MJ, Silander JA Jr. 2013. A practical guide to MaxEnt for modeling species' distributions: what it does, and why inputs and settings matter. Ecography 36(10): 1058-1069. DOI: 10.1111/j.1600-0587.2013. 07872.x
Meteorological Department 2024. Prachin Buri Province. https://www.tmd.go.th/en/
Mole MA, Áraujo SRD, van Aarde RJ, Mitchell D, Fuller A. 2016. Coping with heat: behavioural and physiological responses of savanna elephants in their natural habitat, Conserv Physiol 4(1): cow044. DOI: 10.1093/conphys/cow044
Narayan E, Rana N. 2023. Human-wildlife interaction: past, present, and future. BMC Zool 8 (1): 5. DOI: 10.1186/s40850-023-00168-7
Newsom A, Sebesvari Z, Dorresteijn I. 2023. Climate change influences the risk of physically harmful human-wildlife interactions. Biol Conserv 286: 110255. DOI: 10.1016/j.biocon.2023.110255
NASA Shuttle Radar Topography Mission (SRTM). 2013. Shuttle Radar Topography Mission (SRTM) Global. Distributed by Open Topography. DOI: 10.5069/G9445JDF. www.portal.opentopography.org/datasetMetadata?otCollectionID=OT.042013.4326.1
Phillips SJ, Anderson RP, Dudík M, Schapire RE, Blair ME. 2017. Opening the black box: An open?source release of Maxent. Ecography 40 (7): 887-893. DOI: 10.1111/ecog.03049.
Pla-ard M, Sukmasuang R, Srinopawan K. 2019. Population characteristics and habitat suitability of Asian elephants (Elephas maximus Linnaeus, 1758) in the Khao Yai National Park, Thailand. Eur J Ecol 5(2): 62–71. DOI: 10.2478/eje-2019-0012
Pla-Ard M, Khioesree N, Keawdee B, Hungheng W, Chattrakuldee P, Pengthong P, Thongbanthum J, Paansri P, Charaspet K, Panganta T, Chanachai Y, Duengkae P, Marod D, Uthairasmee S, Kaewkrachang T, Bhumpakphan N, Trisurat Y, Suksavate W, Sungkaew S, Pongpattananurak N, Racharak P, Wiwatwittaya D, Tasen W, Sukmasuang R. 2021. Monitoring the diversity, abundance, activity period and habitat use of wildlife species around the wildlife corridor that connects the natural world heritage site in Thailand. Biodiversitas 22(11): 4983-4996. DOI: 10.13057/biodiv/d221134
Pla-ard M, Khioesree N, Sungkalak B, Nathalang A, Thomas W, Uthairatsamee S, Paansri P, Chanachai Y, Sukmasuang R. 2021. Population characteristics and habitat suitability of Khao Yai National Park, Thailand for Asian elephant and five ungulate species. Biodiversitas 23: 231-243. DOI: 10.13057/biodiv/d230129
Promnun P, Kongrit C, Tandavanitj N, Techachoochert S, Khudamrongsawat J. 2020. Predicting potential distribution of an endemic Butterfly Lizard, Leiolepis ocellata (Squamata: Agamidae). Trop Nat Hist 20 (1): 60–71. www.li01.tci-thaijo.org/index.php/tnh/article/view/198819.
Promnun P, Tandavanitj N, Kongrit C, Kongsatree K, Kongpraphan P, Dongkumfu W, Kumsuan D, Khudamrongsawat J. 2021. Phylogeography and ecological niche modeling reveal evolutionary history of Leiolepis ocellata (Squamata, Leiolepidae). Ecol Evol 11(5): 2221-2233. DOI: 10.1002/ece3.7186.
Pulido-Chadid K, Virtanen E, Geldmann J. 2023. How effective are protected areas for reducing threats to biodiversity? A systematic review protocols. Environ Evid 12:18. DOI: 10.1186/s13750-023-00311-4
Ram AK, Yadav NK, Subedi N, Pandav B, Mondol S, Khanal B, Kharal DK, Acharya HB, Dhakal BK, Acharya KP, Baral HS, Dahal BR, Mishra R, Naha D, Pradhan NMB, Natarajan L, Lamihhane BR. 2022. Landscape predictors of human elephant conflicts in Chure Terai Madhesh Landscape of Nepal. Environ Chall 7: 100458. DOI: 10.1016/j.envc.2022.100458.
Rozen-Rechels D, Valls-Fox H, Mabika CT, Chamaillé-Jammes S. 2020. Temperature as a constraint on the timing and duration of African elephant foraging trips. J Mammal 101(6): 670–1679. DOI: 10.1093/jmammal/gyaa129
Sentian J, Payus CM, Herman F, Kong VWY. 2022. Climate change scenarios over Southeast Asia. APN Science Bulletin 12(1). DOI:10.30852/sb.2022.1927
Shaffer LJ, Khadka KK, Van Den Hoek J, Naithani KJ. 2019. Human-Elephant Conflict: A Review of Current Management Strategies and Future Directions. Front Ecol Evol 6. DOI: 10.3389/fevo.2018.00235
Shiweda M, Fillipus S, Ana RS, Pereira MJ. 2023. Climate Change and Anthropogenic Factors Are Influencing the Loss of Habitats and Emerging Human–Elephant Conflict in the Namib Desert. Sustainability 15(16): 12400. DOI: 10.3390/su151612400
Sukmasuang, R. 2009. Population density of Asian elephants in Huai Kha Khaeng Wildlife Sanctuary. TJF 28(1): 40 – 50. www.li01.tci-thaijo.org/index.php/tjf/article/view/255765
Suksavate W, Duengkae P, Chaiyes A. 2019. Quantifying landscape connectivity for wild Asian elephant populations among fragmented habitats in Thailand. Glob Ecol Conserv 19: e00685. DOI: 10.1016/j.gecco. 2019.e00685
Suksavate S, Dumsrisuk Y, Indarabut P, Godfrey A, Saosoong S, Harihar A, Samad I, Sukmasuang R, Duengkae P. 2022. Spatial and Temporal Habitat Use by the Main Prey Species of Tigers in Two Protected Areas of Thailand’s Southern Western Forest Complex. Environ Nat Resour J 20(6): 563-574. DOI: 10.32526/ennrj/20/202200046
Tan CL, Knight ZA. 2018. Regulation of body temperature by the nervous system. Neuron 98(1): 31-48. DOI: 10.1016/j.neuron.2018.02.022.
Thai National Parks. 2023. Khao Yai National Park. www.thainationalparks.com/khao-yai-national-park
Thaker M, Gupte PR, Prins HHT, Slotow R, Vanak AT. 2019. Fine-scale tracking of ambient temperature and movement reveals shuttling behavior of elephants to water. Front Ecol Evol 7:4. DOI: 10.3389/fevo.2019.00004
Thant ZM, Leimgruber P, Amirtharaj CW, Zaw MO, Røskaft E, May R. 2023. Factors influencing the habitat suitability of wild Asian elephants and their implications for human–elephant conflict in Myanmar. Glob Ecol Conserv 43: e02468. DOI: 10.1016/j.gecco. 2023.e02468
Trisurat Y, Eawpanich P, Risto Kalliola R. 2016. Integrating land use and climate change scenarios and models into assessment of forested watershed services in Southern Thailand. Environ Res 147: 611-620. DOI: 10.1016/j.envres.2016.02.019.
Trisurat Y, Sutummawong N, Roehrdanz PR, Chitechote A. 2023. Climate change impacts on species composition and floristic regions in Thailand. Diversity 15(10):1087. DOI: 10.3390/d15101087
UNESCO. 2024. Dong Phayayen-Khao Yai Forest Complex. https://whc.unesco.org/en/list/590/
van de Water A, Matteson K. 2018. Human-elephant conflict in western Thailand: Socio-economic drivers and potential mitigation strategies. PLoS ONE 13(6): e0194736. DOI: 10.1371/journal.pone.0194736
Wadey J, Beyer HL, Saaban S, Othman N, Leimgruber P, Campos-Arceiz A. 2018. Why did the elephant cross the road? The complex response of wild elephants to a major road in Peninsular Malaysia. Biol Conserv 218: 91-98. DOI: 10.1016/j.biocon.2017.11.036
WCS Thailand. 2023. SMART Patrol Technique for Protected Area Management. www.thailand.wcs.org/en-us/Initiatives/SMART-Patrol-System/
Wettasin M, Chaiyarat R, Youngpoy N, Jieychien N, Sukmasuang R, Tanhan P. 2023. Environmental factors induced crop raiding by wild Asian elephant (Elephas maximus) in the Eastern Economic Corridor, Thailand. Sci Rep 13: 13388. DOI: 10.1038/s41598-023-40070-3
Withanage WKNC, Gunathilaka MDKL, Mishra PK, Wijesinghe WMDC, Tripathi S. 2023. Indexing habitat suitability and human-elephant conflicts using GIS-MCDA in a human-dominated landscape, Geogr Sustain 4 (4): 343-355. DOI: 10.1016/j.geosus.2023.08.004.
Yang J, Zhao L, Oleson K. 2023. Large humidity effects on urban heat exposure and cooling challenges under climate change. Environ Res Lett 18 044024. DOI 10.1088/1748-9326/acc475
Zhou Z. 2023. Human–wildlife tourism conflict: towards an inclusive wildlife resources utilisation approach in southern Africa. GeoJournal 88: 931–949. DOI: 10.1007/s10708-022-10667-8
Zhu Z, Huai W, Yang Z, Li D, Wang Y. 2021. Assessing habitat suitability and habitat fragmentation for endangered Siberian cranes in Poyang Lake region, China. Ecol Indic 125: 107594. DOI: 10.1016/j.ecolind.2021.107594.