Development of Energy System Modeling to Forecast 2060 Oil and Gas Demand in The Household Sector of East Kalimantan Using Bottom-Up Method

Authors

  • Andi Jumardi Institut Teknologi Bandung , STT MIGAS Balikpapan
  • Purnomo Yusgiantoro Institut Teknologi Bandung
  • Utjok Siagian Institut Teknologi Bandung

DOI:

https://doi.org/10.29017/scog.v48i1.1732

Keywords:

CO2 emission, energy system modeling, energy transition, oil and gas demand, system dynamic

Abstract

Household sector is significantly influenced by population and economic factors, which are two key variables in energy consumption projections. For example, the selection of East Kalimantan as the location for the Nusantara Capital City through Law Number 3 of 2022 increased the household energy consumption in the area. It was observed that cooking and electricity needs were dominated by the usage of oil and gas, leading to the need for energy system modeling to design appropriate energy policies, avoid dependence on fossil fuels, and control CO2 emissions in the future. Therefore, this research aims to forecast oil and gas demand of households up to 2060 based on several scenarios. A bottom-up method was dynamically connected to multiple variables for the forecast due to its ability to provide essential feedback loops, delays, and interactions required for energy system. The results showed that Business as Usual (BaU) scenario led to 28,96 million Barrel Oil Equivalent (BOE) and 8,09 million tons of emission in 2060 while Indonesian Capital City (IKN) scenario had 35,65 million and 9,8 million tons respectively. It was further reported that low carbon (LC) scenario produced 3,5 million tons of emissions.

References

Bhattacharyya, S.C. & Timilsina, G.R., 2009, Energy

Demand Models For Policy Formulation: A

Comparative Study Of Energy Demand Models.

https://doi.org/10.1596/1813-9450-4866

175

Development of Energy System Modeling to Forecast 2060 Oil and Gas Demand

in The Household Sector of East Kalimantan Using Bottom-Up Method (Andi Jumardi et al.)

DOI.org/10.29017/scog.v48i1.1732 |

Bhattacharyya, S.C. & Timilsina, G.R., 2010, A review

of energy system models. International Journal

of Energy Sector Management, 4(4), 494–518.

https://doi.org/10.1108/17506221011092742.

BPS Indonesia, 2018, Neraca Energi Indonesia 2013-

2017—Badan Pusat Statistik Indonesia. https://

www.bps.go.id/id/publication.

BPS Kalimantan Timur, 2016, Produk Domestik

Regional Bruto (PDRB) Kalimantan Timur

Menurut Lapangan Usaha 2011-2015. BPS

Provinsi Kalimantan Timur. https://kaltim.bps.

go.id/id/publication.

BPS Kalimantan Timur, 2019a, Provinsi Kalimantan

Timur Dalam Angka 2019 (2019th ed.). BPS

Provinsi Kalimantan Timur. https://kaltim.bps.

go.id/id/publication.

BPS Kalimantan Timur, 2019b, Rumah Tangga dan

Rata-rata Banyaknya Anggota Rumah Tangga

Menurut Kabupaten/Kota di Provinsi Kalimantan

Timur, 2019—Tabel Statistik. https://kaltim.bps.

go.id/id/statistics-table?subject=519.

BPS Kalimantan Timur, 2020, Produk Domestik

Regional Bruto Provinsi Kalimantan Timur

Menurut Lapangan Usaha 2015-2019. BPS

Provinsi Kalimantan Timur. https://kaltim.bps.

go.id/id/publication.

BPS Kalimantan Timur, 2022, Provinsi Kalimantan

Timur Dalam Angka 2022 (2022nd ed.). BPS

Provinsi Kalimantan Timur. https://kaltim.bps.

go.id/id/publication.

BPS Kalimantan Timur, 2023a, Distribusi Persentase

Rumah Tangga Menurut Kabupaten/Kota dan

Bahan Bakar Utama untuk Memasak di Provinsi

Kalimantan Timur, 2023—Tabel Statistik. https://

kaltim.bps.go.id/id/statistics-table?subject=525.

BPS Kalimantan Timur, 2023b, Produk Domestik

Regional Bruto Provinsi Kalimantan Timur

Menurut Lapangan Usaha 2018-2022. BPS

Provinsi Kalimantan Timur. https://kaltim.bps.

go.id/id/publication.

BPS Kalimantan Timur, 2023c, Proyeksi Penduduk

Kabupaten/Kota Provinsi Kalimantan Timur

2020-2035. BPS Provinsi Kalimantan Timur.

BPS Kalimantan Timur, 2024, Provinsi Kalimantan

Timur Dalam Angka 2023. BPS Provinsi

Kalimantan Timur. https://kaltim.bps.go.id/id/

publication.

Dewan Energi Nasional, 2016a, Outlook Energi

Indonesia 2015 (p. 84). Sekretariat Jendral

Dewan Energi Nasional. https://www.esdm.go.id/

id/publikasi/handbook-of-energy-economicstatistics-

of-indonesia.

Dewan Energi Nasional, 2016b, Outlook Energi

Indonesia 2016 (p. 83). Sekretariat Jendral Dewan

Energi Nasional. https://www.esdm.go.id/assets/

media/content/outlook_energi_indonesia_2016_

opt.pdf.

Dewan Energi Nasional, 2017, Outlook Energi

Indonesia 2017 (p. 120). Sekretariat Jendral

Dewan Energi Nasional. https://www.esdm.go.id/

id/publikasi/handbook-of-energy-economicstatistics-

of-indonesia.

Dewan Energi Nasional, 2018, Outlook Energi

Indonesia 2018 (p. 76). Sekretariat Jendral

Dewan Energi Nasional. https://www.esdm.go.id/

id/publikasi/handbook-of-energy-economicstatistics-

of-indonesia.

Dewan Energi Nasional, 2019, Outlook Energi

Indonesia 2019 (p. 76). Sekretariat Jendral

Dewan Energi Nasional. https://www.esdm.go.id/

id/publikasi/handbook-of-energy-economicstatistics-

of-indonesia.

Dewan Energi Nasional, 2022, Laporan Hasil

Analisis Neraca Energi Nasional 2021. Sekretariat

Jendral Dewan Energi Nasional. https://id.scribd.

com/document/618146339/Buku-Neraca-

Energi-2021.

Ditjen Gatrik, 2018, Pedoman Penghitungan dan

Pelaporan Inventarisasi Gas Rumah Kaca.

Direktorat Jendral Ketanaga Listrikan Kementrian

ESDM. https://gatrik.esdm.go.id/assets/uploads/

download_index/files/56959-buku-pedomanigrk-

pembangkit-2018.pdf.

Donanita, T., Fidianti, R., Danita, D. & Mayasari,

I., 2022, Potensi Pemanfaatan Energi Terbarukan

Di Kalimantan Timur Menghadapi Krisis Energi

Di Indonesia.

Forrester, J.W., 1989, The Beginning of System

Dynamics. Massachusetts Institute of Technology,

Cambridge, Massachusetts, USA. http://static.

clexchange.org/ftp/documents/system-dynamics/

SD1989-07BeginningofSD.pdf.

176

Scientific Contributions Oil & Gas, Vol. 48. No. 1, April 2025: 159 - 177

| DOI.org/10.29017/scog.v48i1.1732

Iskandar, U. P. & Syahrial, E., 2009, Carbon Capture

And Storage (Ccs) - Enhanced Oil Recovery

(Eor): Global Potential In Indonesia. Scientific

Contributions Oil and Gas, 32(3), Article 3.

https://doi.org/10.29017/SCOG.32.3.855.

Iskandar, U.P. & Usman, U., 2011, CO2 Storage

Capacity Estimation Of Depleted Oil And Gas

Reservoirs In Indonesia. Scientific Contributions

Oil and Gas, 34(1), Article 1. https://doi.

org/10.29017/SCOG.34.1.791

Munasinghe, M. & Meier, P., 1988, Integrated

national energy planning and management:

Methodology and application to Sri Lanka (1.

print). Washington, DC : The World Bank.

Munasinghe, M. & Meier, P., 1993, Energy

Policy Analysis and Modelling. Cambridge

University Press. https://doi.org/10.1017/

CBO9780511983573.

Pachauri, R.K., 1989, Energy, Environment and

Sustainable Development. IFAC Proceedings

Volumes, 22(17), 131–136. https://doi.

org/10.1016/S1474-6670(17)52917-1.

Parikh, J.K. (with India. Planning Commission),

1981, Modelling energy demand for policy

analysis. Planning Commission.

Pemerintah Indonesia, 2014, Oktober, Peraturan

Pemerintah No. 79 Tahun 2014 tentang Kebijakan

Energi Nasional (Pemerintah Pusat). Sekretariat

Negara; Lembaran Negara Repubik Indonesia

Tahun 2014 Nomor 300. https://jdih.maritim.

go.id/id/peraturan-pemerintah-republikindonesia-

no-79-tahun-2014.

Pemerintah Indonesia, 2022a, Peraturan Presiden

No. 112 Tahun 2022 tentang Percepatan

Pengembangan Energi Terbarukan untuk

Penyediaan Tenaga Listrik. Sekretariat Negara.

http://peraturan.bpk.go.id/Details/225308/

perpres-no-112-tahun-2022.

Pemerintah Indonesia, 2022b, Undang-Undang No. 3

Tahun 2022 tentang Ibu Kota Negara (Pemerintah

Pusat). Sekretariat Negara; LN.2022/No.41,

TLNNo. 6766, jdih.setneg.go.id : 30 hlm. http://

peraturan.bpk.go.id/Details/198400/uu-no-3-

tahun-2022.

Pemerintah Indonesia, 2024, January 30,

Peraturan Presiden No. 14 Tahun 2024 tentang

Penyelenggaraan Kegiatan Penangkapan dan

Penyimpanan Karbon (Pemerintah Pusat).

Sekretariat Negara; LN 2024 (27) : 47 hlm.;

jdih.setneg.go.id. http://peraturan.bpk.go.id/

Details/276843/perpres-no-14-tahun-2024.

PT PLN, C.S. (Ed.), 2016, PLN Statistics 2015. PT

PLN (Persero). https://web.pln.co.id/stakeholder/

laporan-statistik.

PT PLN, C.S. (Ed.), 2017, PLN Statistics 2016. PT

PLN (Persero). https://web.pln.co.id/stakeholder/

laporan-statistik.

PT PLN, C.S. (Ed.), 2018, PLN Statistics 2017. PT

PLN (Persero). https://web.pln.co.id/stakeholder/

laporan-statistik.

PT PLN, C.S. (Ed.), 2020, PLN Statistics 2019. PT

PLN (Persero). https://web.pln.co.id/stakeholder/

laporan-statistik.

PT PLN, C.S. (Ed.), 2021, Statistics PLN 2020. PT

PLN (Persero). https://web.pln.co.id/stakeholder/

laporan-statistik.

PT PLN, C.S. (Ed.), 2022, Statistics PLN 2021. PT

PLN (Persero). https://web.pln.co.id/stakeholder/

laporan-statistik.

PT PLN, C. S. (Ed.), 2023, Statistics PLN 2022. PT

PLN (Persero). https://web.pln.co.id/stakeholder/

laporan-statistik.

Sani, K., Siallagan, M., Putro, U.S. & Mangkusubroto,

K., 2018, Indonesia Energy Mix Modelling Using

System Dynamics. International Journal of

Sustainable Energy Planning and Management, 18,

29–51. https://doi.org/10.5278/ijsepm.2018.18.3.

Seebregts, A.J., Goldstein, G.A. & Smekens,

K., 2002, Energy/Environmental Modeling

with the Markal Family of Models. In P.

Chamoni, R. Leisten, A. Martin, J. Minnemann,

& H. Stadtler (Eds.), Operations Research

Proceedings 2001 (pp. 75–82). Springer. https://

doi.org/10.1007/978-3-642-50282-8_10.

Subramanian, A.S.R., Gundersen, T. & Adams, T.

A., 2018, Modeling and Simulation of Energy

Systems: A Review. Processes, 6(12), Article 12.

https://doi.org/10.3390/pr6120238.

Suganthi, L. & Samuel, A., 2012, Energy models

for demand forecasting—A review. Renewable

& Sustainable Energy Reviews - Renew Sustain

177

Development of Energy System Modeling to Forecast 2060 Oil and Gas Demand

in The Household Sector of East Kalimantan Using Bottom-Up Method (Andi Jumardi et al.)

DOI.org/10.29017/scog.v48i1.1732 |

Energy Rev, 16. https://doi.org/10.1016/j.

rser.2011.08.014.

Suryani, A.S., 2024, Potensi dan Tantangan

Implementasi Carbon Capture and Storage Di

Indonesia. Info Singkat, XVI(No.1/I/Pusaka),

11–15.

Syahrial, E. & Purnomo, H., 2009, Peningkatan

Produksi Minyak dengan Injeksi CO2 pada

Lapangan Minyak Tua Sangatta Kalimantan

Timur. Lembaran Publikasi Minyak Dan Gas

Bumi, 43(2), Article 2. https://doi.org/10.29017/

LPMGB.43.2.142.

Syarif, L.M., 2024, January 2, ”Carbon Capture”

dan ”Carbon Storage” di Mata Capres dan

Cawapres. kompas.id. https://www.kompas.

id/baca/opini/2024/01/02/carbon-capture-dancarbon-

storage-di-mata-capres-dan-cawapres.

Yusgiantoro, P., 1991, Analisis dan Metotologi

Ekonomi Indonesia; Model Energi Input-Output

Dinamis (Kasus Indonesia). PT Gramedia Pustaka

Utama.

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14-03-2025

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