Changes in the human footprint in and around Indonesia’s terrestrial national parks between 2012 and 2017

BPS. Statistik Indonesia 2018 (Badan Pusat Statistik, Jakarta, 2018).

Google Scholar 

KLHK. Pedoman penilaian efektivitas pengelolaan kawasan konservasi di Indonesia. (Direktorat Kawasan Konservasi dan Direktorat Jenderal Konservasi Sumber Daya Alam dan Ekosistem, Kementerian Lingkungan Hidup dan Kehutanan, Jakarta, 2015).

Ditjen KSDAE. Statistik Direktorat Jenderal KSDAE 2017 (Kementerian Lingkungan Hidup dan Kehutanan Direktorat Jenderal Konservasi Sumber Daya Alam dan Ekosistem, Jakarta, 2018).

Mulyana, A. et al. Kebijakan pengelolaan zona khusus. Dapatkah meretas kebuntuan dalam menata ruang Taman Nasional di Indonesia? Brief, 1 (2010).

CBD. Convention on Biological Diversity https://www.cbd.int/sp/ (2019).

Murninngtyas, E. et al. (eds) Indonesian Biodiversity Strategy and Action Plan (IBSAP) 2015–2020 (Ministry of the National Development Planning/ BAPPENAS, Jakarta, 2016).

Google Scholar 

Wiratno. Sepuluh cara baru kelola kawasan konservasi di Indonesia: membangun “organisasi pembelajar” (Direktorat Jenderal KSDAE Kementrian Lingkungan Hidup dan Kehutanan, Jakarta, 2018).

Coad, L. et al. Measuring impact of protected area management interventions: current and future use of the Global Database of Protected Area Management Effectiveness. Philos. Trans. R. Soc. B 370, 20140281. https://doi.org/10.1098/rstb.2014.0281 (2015).

Article  Google Scholar 

Geldmann, J. Evaluating the effectiveness of protected areas for maintaining biodiversity, securing habitats, and reducing threats. PhD thesis. (PhD School of the Faculty of Science, University of Copenhagen, 2013).

Supriatna, J., Dwiyahreni, A. A., Winarni, N., Mariati, S. & Margules, C. Deforestation of primate habitat on Sumatra and adjacent islands Indonesia. Primate Conserv. 31, 71–82 (2017).

Google Scholar 

Gray, C. L. et al. Local biodiversity is higher inside than outside terrestrial protected areas worldwide. Nat. Commun. 7(12306), 1–7. https://doi.org/10.1038/ncomms12306 (2016).

CAS  Article  Google Scholar 

Eklund, J. & Cabeza, M. Quality of governance and effectiveness of protected areas: crucial concepts for conservation planning. Ann. N. Y. Acad. Sci. https://doi.org/10.1111/nyas.13284 (2016).

Article  PubMed  Google Scholar 

Jones, K. R. et al. One-third of global protected land is under intense human pressure. Science 360, 788–789. https://doi.org/10.1126/science.aap9565 (2018).

CAS  Article  PubMed  Google Scholar 

Wiratno. Tersesat di jalan yang benar. Seribu hari mengelola Leuser (Direktorat PKPS, Jakarta, 2012).

Gaveau, D. L. A. et al. Examining protected area effectiveness in Sumatra: importance of regulations governing unprotected lands. Conserv. Lett. 5, 142–148. https://doi.org/10.1111/j.1755-263X.2011.00220.x (2012).

Article  Google Scholar 

Azmi, W. & Gunaryadi, D. Current status of Asian elephants in Indonesia. Gajah 35, 55–61 (2011).

Google Scholar 

O’Brien, T. G. & Kinnaird, M. F. Changing populations of birds and mammals in North Sulawesi. Oryx 30, 150–156 (1996).

Article  Google Scholar 

Wheeler, P. & Dwiyahreni, A. Large mammal monitoring in Lambusango. Interim Progress Report January 2007 (University of Hull, UK, 2007).

Gaveau, D. L. A., Wich, S. A. & Marshall, A. J. Are protected areas conserving primate habitat in Indonesia? In An introduction to primate conservation (eds Wich, S. A. & Marshal, A. J.) 193–200 (Oxford University Press, Oxford, 2016).

Google Scholar 

Wibisono, H. T. & Pusparini, W. Sumatran tiger (Panthera tigris sumatrae): a review of conservation status. Integr. Zool. 5, 313–323. https://doi.org/10.1111/j.1749-4877.2010.00219.x (2010).

Article  PubMed  Google Scholar 

Dwiyahreni, A.A. et al. Forest cover changes in Indonesia’s terrestrial national parks between 2012 and 2017. Biodiversitas, 22(3), 1235–1242. https://doi.org/10.13057/biodiv/d220320 (2021).  

Sanderson, E. W. et al. The human footprint and the last of the wild. Bioscience 52(10), 891–904. https://doi.org/10.1641/0006-3568(2002)052[0891:THFATL]2.0.CO;2 (2002).

Article  Google Scholar 

CIESIN. United Nation’s World Population Prospects (UN WPP)-Adjusted Population Density https://sedac.ciesin.columbia.edu/data/set/gpw-v4-population-density-adjusted-to-2015-unwpp-country-totals-rev11 (2018).

Wan, J. Z., Wang, C. J. & Yuc, F. H. Human footprint and climate disappearance in vulnerable ecoregions of protected areas. Global Planet. Change 170, 260–268. https://doi.org/10.1016/j.gloplacha.2018.09.002 (2018).

ADS  Article  Google Scholar 

Leroux, S. J. et al. Global protected areas and IUCN designations: do the categories match the conditions?. Biol. Conserv. 143, 609–616. https://doi.org/10.1016/j.biocon.2009.11.018 (2010).

Article  Google Scholar 

Ayram, C. A. C., Mendoza, M. E., Etter, A. & Salicrup, D. R. P. Anthropogenic impact on habitat connectivity: a multidimensional human footprint index evaluated in a highly biodiverse landscape of Mexico. Ecol. Ind. 72, 895–909. https://doi.org/10.1016/j.ecolind.2016.09.007 (2017).

Article  Google Scholar 

Tapia-Armijos, M. F., Homeier, J. & Muntac, D. D. Spatio-temporal analysis of the human footprint in South Ecuador: influence of human pressure on ecosystems and effectiveness of protected areas. Appl. Geogr. 78, 22–32. https://doi.org/10.1016/j.apgeog.2016.10.007 (2017).

Article  Google Scholar 

Li, S., Wu, J., Gong, J. & Li, S. Human footprint in Tibet: assessing the spatial layout and effectiveness of nature reserves. Sci. Total Environ. 621, 18–29. https://doi.org/10.1016/j.scitotenv.2017.11.216 (2018).

ADS  CAS  Article  PubMed  Google Scholar 

Geldmann, J. et al. Effectiveness of terrestrial protected areas in reducing habitat loss and population declines. Biol. Conserv. 161, 230–238. https://doi.org/10.1016/j.biocon.2013.02.018 (2013).

Article  Google Scholar 

Anderson, E. & Mammides, C. The role of protected areas in mitigating human impact in the world’s last wilderness areas. Ambio https://doi.org/10.1007/s13280-019-01213-x (2019).

Article  PubMed  PubMed Central  Google Scholar 

Mulyana, A., Kosmaryandi, N., Hakim, N., Suryadi, S. & Suwito. Ruang adaptif: refleksi penataan zona/blok di kawasan konservasi (Direktorat Pemolaan dan Informasi Konservasi Alam dan Direktorat Jenderal Konservasi Sumberdaya Alam dan Ekosistem, Kementerian Lingkungan Hidup dan Kehutanan, Bogor, 2019).

Landuse thematic map 2012 and 2017 (Indonesian Ministry of Environment and Forestry)

Binamarga Map 2014 (Indonesian Ministry of Public Works)

Rusmin, N., Edy, S., Robby, A. & Dwi, K. R. Study of the potential expansion of new rice fields in Central Maluku District to support food security in Maluku Province. IOP Conf. Ser. Earth Environ. Sci. 334, 012067. https://doi.org/10.1088/1755-1315/334/1/012067 (2019).

Article  Google Scholar 

Harrison, M. E., Capilla, B. R., Thornton, S. A., Cattau, M. E., & Page, S.E. Impacts of the 2015 fire season on peat-swamp forest biodiversity in Indonesian Borneo. In 15th International Peat Congress 2016, 713–717 (2016).

Laurance, W. F. et al. Averting biodiversity collapse in tropical forest protected areas. Nature 00, 1–5. https://doi.org/10.1038/nature11318 (2012).

CAS  Article  Google Scholar 

Opdam, P. Exploring the role of science in sustainable landscape management: an introduction to the special issue. Sustainability 10, 1–6. https://doi.org/10.3390/su10020331 (2018).

Article  Google Scholar 

Field, D. R. Symbiotic relationships between national parks and neighboring social-biological regions in National Parks and rural development. In Practice, Policy in the United States (eds Machlis, G. E. & Field, D. R.) 211–218 (Island Press, Washington, DC, 2000).

Google Scholar 

IUCN. Protected area categories. Category II: National Park. https://www.iucn.org/theme/protected-areas/about/protected-areas-categories/category-ii-national-park (2017).

Alamgir, M. et al. High-risk infrastructure projects pose imminent threats to forests in Indonesian Borneo. Sci. Rep. https://doi.org/10.1038/s41598-018-36594-8 (2019).

Article  PubMed  PubMed Central  Google Scholar 

Sloan, S. et al. Transnational conservation and infrastructure development in the heart of Borneo. PLoS ONE 14(9), e0221947. https://doi.org/10.1371/journal.pone.0221947 (2019).

CAS  Article  PubMed  PubMed Central  Google Scholar 

Sloan, S., Alamgir, M., Campbell, M. J., Setyawati, T. & Laurance, W. F. Development corridors and remnant-forest conservation in Sumatra Indonesia. Trop. Conserv. Sci. 12, 1–9. https://doi.org/10.1177/1940082919889509 (2019).

Article  Google Scholar 

Healey, R. M. et al. Road mortality threatens endemic species in a national park in Sulawesi Indonesia. Glob. Ecol. Conserv. 24, e01281. https://doi.org/10.1016/j.gecco.2020.e01281 (2020).

Article  Google Scholar 

Du, W., Penabaz-Wiley, S. M., Njeru, A. M. & Kinoshita, I. Models and approaches for integrating protected areas with their surroundings: a review of the literature. Sustainability 7, 8151–8177. https://doi.org/10.3390/su7078151 (2015).

Article  Google Scholar 

Verma, M. et al. Severe human pressures in the Sundaland biodiversity hotspot. Conserv. Sci. Pract. 2(e169), 2020. https://doi.org/10.1111/csp2.169 (2020).

Article  Google Scholar 

DeFries, R., Hansen, A., Newton, A. C. & Hansen, M. C. Increasing isolation of protected areas in tropical forests over the past twenty years. Ecol. Appl. 15(1), 19–26 (2005).

Article  Google Scholar 

Brun, C. et al. Analysis of deforestation and protected area effectiveness in Indonesia: a comparison of Bayesian spatial models. Glob. Environ. Change 31, 285–295. https://doi.org/10.1016/j.gloenvcha.2015.02.004 (2015).

Article  Google Scholar 

Mariati, S., Kusnoputranto, H., Supriatna, J. & Koestoer, R. H. Habitat Loss of Sumatran elephants (Elephas maximus sumatranus) in Tesso Nilo Forest, Riau, Indonesia. Aust. J. Basic Appl. Sci. 8(2), 248–255 (2014).

Google Scholar 

Busch, J. & Ferretti-Gallon, K. What drives deforestation and what stops it? A meta-analysis. Rev. Environ. Econ. Policy 11(1), 3–23. https://doi.org/10.1093/reep/rew013 (2017).

Article  Google Scholar 

Tacconi, L., Rodriguesa, R. J. & Maryudi, A. Law enforcement and deforestation: lessons for Indonesia from Brazil. For. Policy Econ. 108, 101943. https://doi.org/10.1016/j.forpol.2019.05.029 (2019).

Article  Google Scholar 

Bruner, A., Gullison, G., Rice, R. E., da Fonseca, R. E. & Gustavo, A. B. Effectiveness of parks in protecting tropical biodiversity. Science 291, 125–128. https://doi.org/10.1126/science.291.5501.125 (2001).

ADS  CAS  Article  PubMed  Google Scholar 

Adams, V. M., Iacona, G. D. & Possingham, H. P. Weighing the benefits of expanding protected areas versus managing existing ones. Nat. Sustain. https://doi.org/10.1038/s41893-019-0275-5 (2019).

Article  Google Scholar 

Bickford, D. et al. In Indonesia’s protected areas need more protection: suggestions from island examples in biodiversity and human livelihoods in protected areas: case studies from the Malay Archipelago (eds Sodhi, N. S. et al.) 53–77 (Cambridge University Press, Cambridge, 2008).

Google Scholar 

Baier, M. The Kayan Mentarang National Park: Indonesia’s new national park in North Central Borneo bordering Northern Sarawak and Sabah. Borneo Res. Bull. 40, 297 (2009).

Google Scholar 

Anau, N., Hakim, A., Lekson, A. S. & Setyowati, E. Local wisdom practices of Dayak indigenous people in the management of Tana’ Ulen in the Kayan Mentarang National Park of Malinau Regency, North Kalimantan Province Indonesia. RJOAS 7(91), 156–167. https://doi.org/10.18551/rjoas.2019-07.16 (2019).

Article  Google Scholar 

Susanti, R. & Zuhud, E. A. M. Traditional ecological knowledge and biodiversity conservation: the medicinal plants of the Dayak Krayan people in Kayan Mentarang National Park Indonesia. Biodiversitas 20(9), 2764–2779. https://doi.org/10.13057/biodiv/d200943 (2019).

Article  Google Scholar 

Blankespoor, B., Dasgupta, S. & Wheeler, D. Protected areas and deforestation: new results from high-resolution panel data. Nat. Resour. Forum 41, 55–68. https://doi.org/10.1111/1477-8947.12118 (2017).

Article  Google Scholar 

Sanderson, E. W., Walston, J. & Robinson, J. G. From bottleneck to breakthrough: urbanization and the future of biodiversity conservation. Bioscience 20, 1–15 (2018).

Google Scholar 

Immanuel, G. et al. Indonesia. Pathways to sustainable land-use and food systems. FABLE Report (2019).

Allan, J. R. et al. Recent increases in human pressure and forest loss threaten many natural world heritage sites. Biol. Conserv. 206, 47–55. https://doi.org/10.1016/j.biocon.2016.12.011 (2017).

Article  Google Scholar 

Damayanti, E.K. Legality of National Parks and Involvement of Local People: Case Studies in Java, Indonesia and Kerala, India. Thesis. Ph.D. in Agricultural Science. (University of Tsukuba, Japan, 2008).

Smiet, A. C. Forest ecology on Java: human impact and vegetation of montane forest. J. Trop. Ecol. 8, 129–152 (1992).

Article  Google Scholar 

Wijaya, I. K. M. The semiotics of banyan trees spaces in Denpasar. Bali. LivaS Int. J. Livable 4(2), 48–59. https://doi.org/10.25105/livas.v4i2.5564 (2019).

Article  Google Scholar 

Wijaya, M. H. & Sutrisni, K. How can the existence of customary laws protect the water preservation in the Cau Belayu (Tabanan) traditional village?. Yustisia 7(3), 600–613. https://doi.org/10.20961/yustisia.v7i3.21560 (2018).

Article  Google Scholar 

Swandi, I. W. Kearifan lokal Bali untuk pelestarian alam: kajian wacana kartun-kartun majalah “Bog-Bog”. Jurnal Kajian Bali 7(2), 229–248. https://doi.org/10.24843/JKB.2017.v07.i02.p12 (2017).

Article  Google Scholar 

Sobirin, S. Pranata Mangsa dan budaya kearifan lingkungan. Jurnal Budaya Nusantara 2(1), 250–264. https://doi.org/10.36456/b.nusantara.vol2.no1.a1719 (2018).

Article  Google Scholar 

Apriando, T. Brubuh, kearifan masyarakat Jawa menjaga hutan. Mongabay. https://www.mongabay.co.id/2015/02/12/brubuh-kearifan-masyarakat-jawa-menjaga-hutan/ (2015).

Sulfiantono, A., Hermawan, M. T. T. & Maluyi, A. Comparison of Effectiveness of the management of conservation areas of China and Indonesia. Int. J. Sci. 11, 73–82 (2013).

Google Scholar 

Supriatna, J. Berwisata di Taman Nasional (Yayasan Obor, Jakarta, 2014).

Google Scholar 

Venter, O. et al. Global terrestrial human footprint maps for 1993 and 2009. Sci. Data 3, 160067. https://doi.org/10.1038/sdata.2016.67 (2016).

Article  PubMed  PubMed Central  Google Scholar 

Willmott, C. J. & Matsuura, K. Advantages of the mean absolute error (MAE) over the root mean square error (RMSE) in assessing average model performance. Clim. Res. 30, 79. https://doi.org/10.3354/CR030079 (2005).

Article  Google Scholar 

Viera, A. J. & Garrett, J. M. Understanding interobserver agreement: the kappa statistic. Fam. Med. 37, 360–363 (2005).

PubMed  Google Scholar 

R Development Core Team. R. A Language and environment for statistical computing (R Foundation for Statistical Computing, Vienna, Austria, 2014).