Coal mining in Indonesia: forecasting by the growth curve method
Tóm tắt
Coal, a fossil fuel energy resource, plays an important role in the economic development of a country and thus, research on the sustainability of long-term coal supply is a continuous challenge, be it the amount of future supply and time of peak production. This study focuses on the outlook and forecasting of Indonesian coal production. The scope of analysis includes current and future resources, reserves, and production of Indonesian coal. To forecast coal production, this study uses two types of growth curves: logistic and Gompertz curves. To obtain more realistic forecasting, the data applied are based on data from each economic coal basin instead of country-level data. Moreover, production forecasting is carried out by applying two scenarios of ultimate recoverable reserves: scenario 1, calculated based on quoted reserves data, and scenario 2, estimated based on the Hubbert linearization theory. The forecasting results are analyzed to choose the most realistic result considering depletion rate and supply anticipation of future coal demand. The most realistic forecast is provided by the Gompertz curve and scenario 1 using quoted reserves data. Coal production is forecast to peak at 485 million tons in 2026.
Tài liệu tham khảo
Aryono BG (2011) Indonesian coal resources development and future direction of coal export. International Symposium Clean Coal Day 6–7 September 2011 in Japan. http://www.jcoal.or.jp/coaldb/shiryo/material/day1_session1_2_en.pdf.
Asia Pacific Economic Cooperation (APEC) – Asia Development Bank (ADB) (2013) Energy Outlook for Asia and the Pacific https://www.adb.org/sites/default/files/publication/30429/energy-outlook.pdf
Badan Standardisasi Nasional (BSN) – Indonesia (1998) Standar Nasional Indonesia: Klasifikasi sumberdaya dan cadangan batubara. Amandemen 1 – SNI – 13-5014-1998. http://psdg.geologi.esdm.go.id/kepmen_pp_uu/SNI_13-5104-1998.pdf.
Bardi U, Pagani M. (2008) Peak minerals. The oil drum: Europe. http://www.theoildrum.com/node/3086.
Bauer N, Mouratiadou I, Luderer G et al (2013) Global fossil energy markets and climate change mitigation – an analysis with REMIND. Climate Change 136:69–82. doi:10.1007/s10584-013-0901-6
Berg P, Boland A (2013) Analysis of ultimate fossil fuel reserves and associated CO2 emissions in IPCC scenarios. Nat Resour Res 23:141–158. doi:10.1007/s11053-013-9207-7
BP Statistical Review of World Energy 2014. http://www.bp.com/content/dam/bp-country/de_de/PDFs/brochures/BP-statistical-review-of-world-energy-2014-full-report.pdf.
CBM Asia Development Corp (2015). http://www.cbmasia.ca/CBM-In-Indonesia.
Center for Energy Resources Development Technology—Agency for Assessment and Application of Technology (BPPT) (2014) Indonesia Energy Outlook 2014: Energy development in supporting fuel substitution program ISBN 978–602–1328-02-6. https://www.researchgate.net/publication/275644246_Outlook_Energi_Indonesia_2014
Chapman I (2014) The end of oil peak? Why this topic is still relevant despite recent denials. Energy Policy 64:93–101. doi:10.1016/j.enpol.2013.05.010
Daulay B (1994) Tertiary coal belt in eastern Kalimantan, Indonesia: the influence of coal quality on coal utilization. Dissertation. University of Wollongong, Australia
Energy Watch Group (EWG) (2007) Coal: resource and future production. EWG-Paper No.1/07. http://energywatchgroup.org/wp-content/uploads/2014/02/EWG_Report_Coal_10-07-2007ms1.pdf.
Geological Agency of the Government of Indonesia (2014) Executive Summary: Pemutakhiran data dan neraca sumberdaya energy status 2014. http://psdg.bgl.esdm.go.id/Neraca/2015/Executive%20Summary%20Neraca%20Energi%202015.pdf.
Hook M (2014) Depletion rate analysis of field and regions: a methodological foundation. Fuel 121:95–108. doi:10.1016/j.fuel.2013.12.024
Hook M, Aleklett K (2009) Historical trends in American coal production and a possible future outlook. Int J Coal Geol 78:201–216. doi:10.1016/j.coal.2009.03.002
Hook M, Aleklett K (2010) Trends in US recoverable coal supply estimates and future production outlooks. Nat Resour Res 19:189–208. doi:10.1007/s11053-010-9121-1
Hook M, Zittel W, Schindler J, Aleklet K (2010) Global coal production outlooks based on a logistic model. Fuel 89:3546–3558. doi:10.1016/j.fuel.2010.06.013
Hook M, Junchen L, Oba N, Snowden S (2011) Descriptive and predictive growth curves in energy system analysis. Nat Resour Res 20:103–116. doi:10.1007/s11053-011-9139-z
Horkel A (1989) On the plate-tectonic setting of the coal deposits of Indonesia and the Philippines. Mitteilungen der Oesterreichischen Geologischen Gesellschaft 82:119–133 http://www2.uibk.ac.at/downloads/oegg/Band_82_119_133.pdf.
Hubbert MK (1956) Nuclear energy and the fossil fuels. Drilling and Production Practice, American Petroleum Institute. API-56-007.
International Energy Agency (IEA) (2015) Southeast Asia energy outlook 2015, World Energy Outlook Special Report https://www.iea.org/publications/freepublications/publication/weo2015_southeastasia.pdf.
International Energy Agency (IEA) (2013) Southeast Asia energy outlook, World Energy Outlook Special Report https://www.iea.org/publications/freepublications/publication/SoutheastAsiaEnergyOutlook_WEO2013SpecialReport.pdf
Jianliang W, Lianyong F et al (2013) Chinese coal supply and future production outlooks. Energy 60:204–214. doi:10.1016/j.energy.2013.07.031
Kamandanu B (2011) Indonesian coal mining outlook. Presented at the International Energy Agency (IEA) Workshop on “Coal Market Outlook” 14 April 2011 in Beijing China. https://www.iea.org/media/weowebsite/workshops/weocoal/05_02_KAMANDANU.pdf
Koesoemadinata RP (2001) Outline of tertiary coal basin of Indonesia. Berita Sedimentologi 15:1–27
Kurz HD, Salvadori N (2009) On the theory of exhaustible resources: Ricardo vs. Hotelling. Discussion Paper No. 756. The Institute of Social and Economic Research, Osaka University. DOI:10.2139/ssrn.1485282
Lucarelli B (2010) The history and future of Indonesia’s coal industry: impact of politics and regulatory framework on industry structure and performance. Working Paper 93, Program on Energy and Sustainable Development, Stanford University – USA. http://pesd.fsi.stanford.edu/publications/the_history_and_future_of_indonesias_coal_industry_impact_of_politics_and_regulatory_framework_on_industry_structure_and_performance.
Maggio G, Cacciola G (2012) When will oil, natural gas, and coal peak? Fuel 98:111–123. doi:10.1016/j.fuel.2012.03.021
Mohr SM, Evans GM (2009) Forecasting coal production until 2100. Fuel 88:2059–2067. doi:10.1016/j.fuel.2009.01.032
Mohr SH, Hook M, Mudd GM, Evans G (2011) Projection of long-term paths for Australian coal production - comparisons of four models. Int J Coal Geol 86:329–341. doi:10.1016/j.coal.2011.03.006
Mohr SH, Wang J, Ellem G et al (2015) Projection of world fossil fuels by country. Fuel 141:120–135. doi:10.1016/j.fuel.2014.10.030
Osman AH (2013) The history of coal development in Indonesia: the rush that never ended. Paper presented at “East Asia Geology Exploration Technologies and Mines”, Bali—Indonesia, May 2013. https://www.aig.org.au/images/stories/eventfiles/osman%20the%20history%20of%20coal%20 development%20in%20indonesia.pdf
Patzek TW, Croft GD (2010) A global coal production forecast with multi-Hubbert cycle analysis. Energy 35:3109–3122. doi:10.1016/j.energy.2010.02.009
Sigit S (1980) Coal development in Indonesia: past performance and future prospects. Paper presented at "Coal Technology and the Indonesian Needs", Jakarta, 1980.
Singawinata IP (2007) The future of Indonesian mining industry: recommendations to policy makers. Ritsumeikan Journal of Asia Pacific Studies 22:99–113 http://jairo.nii.ac.jp/0026/00000204/en
Stanford CE (2013) Coal resources, production, and use in Indonesia. The Coal Handbook: Toward cleaner production—Volume 2: Coal Utilisation. Woodhead Publishing Series in Energy: Number 51.
Suryantoro S, Manaf MH (2002) The Indonesian energy and mineral resources development and its environmental management to support sustainable national economic development. The OECD Conference in Foreign Direct Investment and Environment in Mining Sector, 7–8 February 2002 in Paris France. https://www.oecd.org/env/2075532.pdf.
The Electricity State Company of Indonesia (PLN) (2014) Rencana usaha penyediaan tenaga listrik 2015–2024. http://www.djk.esdm.go.id/pdf/RUPTL/RUPTL%20PLN%202015-2024.pdf.
Tsoularis A, Wallace J (2002) Analysis of logistic growth model. Math Biosci 179:21–55. doi:10.1016/S0025-5564(02)00096-2
United States - Energy Information Administration (EIA) Statistics 2013. http://www.eia.gov/beta/international/data/browser/
United States - Energy Information Administration (EIA) (2013) International Energy Outlook 2013 http://www.eia.gov/forecasts/ieo/pdf/0484(2013).pdf.
United States Geological Survey (USGS) (1983) Coal resource classification system of the U.S. Geological Survey. Geological Survey Circular 891. http://pubs.usgs.gov/circ/1983/0891/report.pdf.
Van Leuween T (1994) 25 years of mineral exploration and discovery in Indonesia. J Geochem Explor 50:19–90. doi:10.1016/0375-6742(94)90021-3
Vikstrom H, Davidsson S, Hook M (2013) Lithium availability and the future production outlooks. Appl Energy 110:252–266. doi:10.1016/j.apenergy.2013.04.005
Wallan P, Davidsson S, Johansson S, Hook M (2014) Phosphate rock production and depletion: regional disaggregate modelling and global implications. Resour Conserv Recycl 93:178–187. doi:10.1016/j.resconrec.2014.10.011
Ward J. 2008. Peak phosphorus: quoted reserves vs production history. Published by Energy Bulletin on 2008–08 – 26. http://www.resilience.org/stories/2008-08-26/peak-phosphorus-quoted-reserves-vs-production-history.
Widayat AH (2014) Geologi batubara Indonesia. Lecture notes, Department of Mining Engineering, Institute Technology of Bandung, Indonesia.
