STREAMLINED LIFE CYCLE IMPACT ASSESSMENT AND HOTSPOT ANALYSIS OF A HEAVY EQUIPMENT SERVICE FACILITY IN INDONESIA: A GATE-TO-GATE PYTHON-BASED APPROACH

Authors

Josua Aditya Manuel , Haryono Setiyo Huboyo , Ika Bagus Priyambada

Published:

2026-09-05

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Abstract

This study develops and applies a streamlined Life Cycle Impact Assessment (LCIA) approach to evaluate the operational environmental performance of a heavy equipment service facility under a gate-to-gate system boundary. The case study uses 2025 operational data from PT United Tractors Tbk, Semarang Branch, including electricity, fuel, water, and non-hazardous waste consumption, and processes the inventory through a transparent, fully auditable Python-based implementation rather than through commercial LCA software. The results show that the Climate Change (GWP100) score reaches 176,203.80 kg CO2-eq per year under market-based Scope 2 accounting, with grid electricity from the Java-Madura-Bali (JAMALI) interconnection contributing 60.92% of the total impact, well above the gasoline- and diesel-type fuel flows that follow it. At the process level, Workshop and Service and Delivery and Mobilization emerge as the dominant hotspots, jointly contributing 59.05% to the annual climate footprint, while a supplementary hazardous-waste inventory further identifies 4.913 tonnes per year of regulated waste, of which 99.0% is verifiably managed through a licensed third party. The findings indicate that a streamlined, code-based LCIA can deliver sufficiently robust and decision-relevant environmental information for internal management purposes in organizations that face limited access to commercial LCA software and characterization databases. The study contributes a replicable, methodologically transparent, and low-cost assessment framework for service-oriented industrial operations in emerging economies and offers a template that other branch-scale or small-and-medium enterprise operations can adapt with modest technical resources.

Keywords:

Life Cycle Assessment streamlined LCIA hotspot analysis gate-to-gate study heavy equipment service Python implementation

References

Barthel, M., Fava, J., James, K., Hardwick, A., & Khan, S. (2017). Hotspots Analysis: An overarching methodological framework and guidance for product and sector level application. United Nations Environment Programme: Paris, France.

Castellani, V., Sala, S., & Benini, L. (2017). Hotspots analysis and critical interpretation of food life cycle assessment studies for selecting eco-innovation options and for policy support. Journal of Cleaner Production, 140, 556–568. https://doi.org/doi.org/10.1016/j.jclepro.2016.05.078

Change, I. (2006). 2006 IPCC guidelines for national greenhouse gas inventories. Institute for Global Environmental Strategies: Hayama, Kanagawa, Japan.

Gkousis, S., & Katsou, E. (2025). lcpy: an open-source python package for parametric and dynamic Life Cycle Assessment and Life Cycle Costing. ArXiv Preprint ArXiv:2506.13744.

Huijbregts, M. A. J., Steinmann, Z. J. N., Elshout, P. M. F., Stam, G., Verones, F., Vieira, M., Zijp, M., Hollander, A., & Van Zelm, R. (2017). ReCiPe2016: a harmonised life cycle impact assessment method at midpoint and endpoint level. The International Journal of Life Cycle Assessment, 22(2), 138–147. https://doi.org/doi.org/10.1007/s11367-016-1246-y

Mutel, C. (2017). Brightway: an open source framework for life cycle assessment. Journal of Open Source Software, 2(12), 236. https://doi.org/doi.org/10.21105/joss.00236

Pelton, R. E. O., & Smith, T. M. (2015). Hotspot scenario analysis: comparative streamlined LCA approaches for green supply chain and procurement decision making. Journal of Industrial Ecology, 19(3), 427–440. https://doi.org/doi.org/10.1111/jiec.12191

Protocol, G. H. G. (2015). GHG protocol scope 2 guidance. An Amendment to the GHG Protocol Corporate Standard.

Standard, I. (2006). Environmental management-Life cycle assessment-Requirements and guidelines. London: ISO.

Standardization, I. O. for. (2006). Environmental management: Life cycle assessment; principles and framework. ISO.

Todd, J. A., Curran, M. A., Weitz, K., Sharma, A., Vigon, B., Price, E., Norris, G., Eagan, P., Owens, W., & Veroutis, A. (1999). Streamlined life-cycle assessment: a final report from the SETAC North America streamlined LCA workgroup. Society of Environmental Toxicology and Chemistry (SETAC) and SETAC Foundation for Environmental Education, 1999.

Author Biographies

Josua Aditya Manuel, Department of Environmental Engineering, Diponegoro University, Semarang, Indonesia

Author Origin : Indonesia

Haryono Setiyo Huboyo, Department of Environmental Engineering, Diponegoro University, Semarang, Indonesia

Author Origin : Indonesia

Ika Bagus Priyambada, Department of Environmental Engineering, Diponegoro University, Semarang, Indonesia

Author Origin : Indonesia

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How to Cite

Manuel, J. A., Huboyo, H. S., & Priyambada, I. B. (2026). STREAMLINED LIFE CYCLE IMPACT ASSESSMENT AND HOTSPOT ANALYSIS OF A HEAVY EQUIPMENT SERVICE FACILITY IN INDONESIA: A GATE-TO-GATE PYTHON-BASED APPROACH. Multidiciplinary Output Research For Actual and International Issue (MORFAI), 6(6), 7969–7980. https://doi.org/10.5281/zenodo.22662958

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