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Bagus Indrawan Hardi
Research Fellow

Cluster : RUP


Research Interest

Spatial Dynamics, Modeling, Spatial analysis, Artificial intelligence, Machine Learning, and Geostatistics.


Bagus Indrawan Hardi is a senior researcher at Resilience Development Initiative focused on Spatial System Centre (SSC).

Experienced Data Modeler with a demonstrated history of working in the research, environmental, planning, oil & energy industry. Skilled in mathematical modeling, AI, geophysics, inversion, and optimization methodology. Qualified in MATLAB and Python as the main programming language. Strong scientific codes, machine learning development, and analytics professional with a Master's degree focused in Applied Geophysics from Institut Teknologi Bandung.

Education Timeline

  • September 2016 Master of Science

    Applied Geophysics, Institute of Technology Bandung, Indonesia.

  • September 2011 Bachelor of Science

    Geophysics and Meteorology, Institute of Technology Bandung, Indonesia.

Working Experiences Timeline

  • 2018 - Present Modeller (Expert)

    World Resource Institute (WRI), Jakarta Indonesia.

  • 2016 - 2018 Modeller (Expert)

    Danish International Development Agency (DANIDA), Bandung Indonesia.

  • 2015 - 2016 Geoscientist

    PETRONAS Carigali for Indonesia Operation (Oil and Gas Company), Jakarta Indonesia.

  • 2016 - Present Researcher Assistant

    Seismic Imaging and Technology Laboratory, Bandung Indonesia.

Year Experience

Modelling Expert, An enhanced BAPPENAS’ Indonesia Vision 2045 spatial model to inform Indonesia’s mid-term planning document of RPJMN 2020-2024 and RPJP 2025-2045 (BAPPENAS – WRI)


Modelling Expert, Database development and geospatial analysis in support of the Indonesia SDGs environment pillar (BAPPENAS – ICCTF)


Modelling Expert, An enhanced BAPPENAS’ Indonesia Vision 2045 spatial model to inform Indonesia’s mid-term planning document of RPJMN 2020-2024 and RPJP 2025-2045 (BAPPENAS – WRI)


Modelling Expert, Spatial database development and analysis in support of SEA (Strategic Environment Assessment) for the 2020- 2024 Indonesia’s mid-term planning (BAPPENAS – DANIDA)


Geoscientist, WONOCOLO formation (East Java Basin) geophysics and geology exploration project, (PETRONAS)


Geophysicist, Mass Rapid Transit (MRT) Jakarta project, (LAPI ITB – MRT)


GIS Engineer, Model preparation of spatial dynamics for spatial investment (KPI) in MP3EI Economic Corridor (BIG)


Spatial Analyst, Risk Assessment of global climate change in Bali’s Island (Ministry of Public Works)


GIS Engineer, Development scenario based on spatial planning through utilization of spatial dynamics modeling to support book development Indonesia’s mid-term planning document of RPJMN 2020-2024 (BIG)

  • Medrilzam, Hardi, B. I., et al, “Integration of System Dynamics and Spatial Dynamics Modeling to Predict Changes in Environmental Carrying Capacity in Indonesia”, 2020 – 3 rd Asia-Pacific System Dynamics Conference (APSDC).
  • Hardi, B. I. and Sanny, T. A., “2-D time-domain waveform inversion using Gauss-Newton methodology in elastic media, case study: complex marmousi2 model in shallow area”, 2018 – EAGE 1 st Asia Pacific Meeting on Near Surface Geoscience & Engineering. DOI: 10.3997/2214-4609.201800358
  • Hardi, B. I. and Sanny, T. A., “Modifikasi Seismik Tomografi Dua-Dimensi (2-D) Menggunakan Pendekatan Zona Fresnel”, 2014 – Jurnal Teknologi Mineral - Institut Teknologi Bandung (JTM-ITB).
  • Hardi, B. I. and Sanny, T. A., “Gradient computation for 2-D Full-Waveform Inversion in elastic media”, 2017 – Joint Convention, Indonesian Association of Geophysicist (HAGI).
  • Hardi, B. I, “Land use change modeling using Cellular Automata, case study: Karawang, West Java Province, Indonesia”, 2016 – The Asian Conference on Urban Planning and Sustainable Cities, INTESDA, Japan.
  • Hardi, B. I. and Faruk, M., “Spatial dynamics and Cellular Automata for land use change modeling”, 2016 – The Conference on Geospatial Information Science and Engineering.
  • Hardi, B. I. and Sanny, T. A., “Numerical Modeling: Seismic Wave Propagation in Elastic Media using Finite-difference and Staggered-grid Scheme”, 2016 – Indonesian Association of Geophysicist (HAGI).
  • Sanny, T. A. and Hardi, B. I., “Study modeling of elastic seismic wave propagation using staggered-grid approach”, 2016 – South East Asian Conference on Geophysics (SEACG).
  • Hardi, B. I. and Sanny, T. A., “Modification of Seismic Tomography Reconstruction by Using Fresnel Volume Approach in Three-Dimensional (3-D) Media”, 2014 – Indonesian Association of Geophysicist (HAGI).
  • Presenter at The 2018 Annual meetings of the International Monetary Fund (IMF) and The World Bank Group, Nusa Dua, Bali, 2018

  • Lead Modeler, Geo-Spatial Modeling Team
  • Head, Academic and Tutorial Division (Oceanography Student Association)
  • Teaching Assistant, Bandung Institute of Technology, Faculty of Mining and Petroleum Engineering
  • Member, Exploration Team (PETRONAS Carigali)
  • Member, Indonesian Association of Geophysicist (HAGI)
  • Member, European Association of Geoscientists and Engineers (EAGE)

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