IDEAS home Printed from https://ideas.repec.org/a/gam/jeners/v12y2019i12p2295-d240246.html
   My bibliography  Save this article

A Forecast Model for the Level of Engineering Maturity Impact on Contractor’s Procurement and Construction Costs for Offshore EPC Megaprojects

Author

Listed:
  • Myung-Hun Kim

    (Hyundai Heavy Industries, Engineering Management Team, 400 Bangeojinsunhwan-doro, Dong-gu, Ulsan 44114, Korea
    Graduate Institute of Ferrous Technology (GIFT), Pohang University of Science and Technology (POSTECH), 77 Cheongam-Ro, Nam-Ku, Pohang 37673, Korea)

  • Eul-Bum Lee

    (Graduate Institute of Ferrous Technology (GIFT), Pohang University of Science and Technology (POSTECH), 77 Cheongam-Ro, Nam-Ku, Pohang 37673, Korea
    Department of Industrial and Management Engineering, Pohang University of Science and Technology (POSTECH), 77 Cheongam-Ro, Nam-Ku, Pohang 37673, Korea)

Abstract

This paper focuses on the influence of detailed engineering maturities on offshore engineering, procurement, and construction (EPC) project procurement and construction cost performance. The authors propose a detailed engineering completion rating index system (DECRIS) to estimate the engineering maturities, from contract award to beginning of construction or steel cutting. The DECRIS is supplemented in this study with an artificial neural network methodology (ANN) to forecast procurement and construction cost performances. The study shows that R 2 and mean error values using ANN functions are 20.2% higher and 19.7% lower, respectively, than cost performance estimations using linear regressions. The DECRIS cutoff score at each gate and DECRIS forecasting performance of total cost impact were validated through the results of fifteen historical offshore EPC South Korean mega-projects, which contain over 300 procurement cost performance data points in total. Finally, based on the DECRIS and ANN findings and a trade-off optimization using a Monte-Carlo simulation with a genetic algorithm, the authors propose a cost mitigation plan for potential project risks based on optimizing the engineering resources. This research aids both owners and EPC contractors to mitigate cost overrun risks, which could be continuously monitored at the key engineering gates, and engineering resources could be adjusted per optimization results.

Suggested Citation

  • Myung-Hun Kim & Eul-Bum Lee, 2019. "A Forecast Model for the Level of Engineering Maturity Impact on Contractor’s Procurement and Construction Costs for Offshore EPC Megaprojects," Energies, MDPI, vol. 12(12), pages 1-18, June.
  • Handle: RePEc:gam:jeners:v:12:y:2019:i:12:p:2295-:d:240246
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1996-1073/12/12/2295/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1996-1073/12/12/2295/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. David E. Burmaster & Paul D. Anderson, 1994. "Principles of Good Practice for the Use of Monte Carlo Techniques in Human Health and Ecological Risk Assessments," Risk Analysis, John Wiley & Sons, vol. 14(4), pages 477-481, August.
    2. Mohan Kumaraswamy & Daniel Chan, 1998. "Contributors to construction delays," Construction Management and Economics, Taylor & Francis Journals, vol. 16(1), pages 17-29.
    3. Myung-Hun Kim & Eul-Bum Lee & Han-Suk Choi, 2019. "A Forecast and Mitigation Model of Construction Performance by Assessing Detailed Engineering Maturity at Key Milestones for Offshore EPC Mega-Projects," Sustainability, MDPI, vol. 11(5), pages 1-21, February.
    4. Myung-Hun Kim & Eul-Bum Lee & Han-Suk Choi, 2018. "Detail Engineering Completion Rating Index System (DECRIS) for Optimal Initiation of Construction Works to Improve Contractors’ Schedule-Cost Performance for Offshore Oil and Gas EPC Projects," Sustainability, MDPI, vol. 10(7), pages 1-31, July.
    5. Peter Kaming & Paul Olomolaiye & Gary Holt & Frank Harris, 1997. "Factors influencing construction time and cost overruns on high-rise projects in Indonesia," Construction Management and Economics, Taylor & Francis Journals, vol. 15(1), pages 83-94.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Carlos Araújo-Rey & Miguel A. Sebastián, 2021. "An Approach to the Analysis of Causes of Delays in Industrial Construction Projects through Planning and Statistical Computing," Sustainability, MDPI, vol. 13(7), pages 1-21, April.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Byung-Yun Son & Eul-Bum Lee, 2019. "Using Text Mining to Estimate Schedule Delay Risk of 13 Offshore Oil and Gas EPC Case Studies During the Bidding Process," Energies, MDPI, vol. 12(10), pages 1-25, May.
    2. Goutom K. Pall & Adrian J. Bridge & Jason Gray & Martin Skitmore, 2019. "Causes of Delay in Power Transmission Projects: An Empirical Study," Energies, MDPI, vol. 13(1), pages 1-29, December.
    3. Myung-Hun Kim & Eul-Bum Lee & Han-Suk Choi, 2019. "A Forecast and Mitigation Model of Construction Performance by Assessing Detailed Engineering Maturity at Key Milestones for Offshore EPC Mega-Projects," Sustainability, MDPI, vol. 11(5), pages 1-21, February.
    4. Jesus Javier Losada-Maseda & Laura Castro-Santos & Manuel Ángel Graña-López & Ana Isabel García-Diez & Almudena Filgueira-Vizoso, 2020. "Analysis of Contracts to Build Energy Infrastructures to Optimize the OPEX," Sustainability, MDPI, vol. 12(17), pages 1-17, September.
    5. Basem Al Khatib & Yap Soon Poh & Ahmed El-Shafie, 2018. "Delay Factors in Reconstruction Projects: A Case Study of Mataf Expansion Project," Sustainability, MDPI, vol. 10(12), pages 1-18, December.
    6. Olivier Chanel, 2022. "Impact of COVID‑19 Activity Restrictions on Air Pollution: Methodological Considerations in the Economic Valuation of the Long‑Term Effects on Mortality [Impact sur la pollution de l’air des restri," Working Papers hal-03778336, HAL.
    7. Charles N. Haas, 1997. "Importance of Distributional Form in Characterizing Inputs to Monte Carlo Risk Assessments," Risk Analysis, John Wiley & Sons, vol. 17(1), pages 107-113, February.
    8. A. Q. Adeleke & A. Y. Bahaudin & A. M. Kamaruddeen, 2018. "Organizational Internal Factors and Construction Risk Management among Nigerian Construction Companies," Global Business Review, International Management Institute, vol. 19(4), pages 921-938, August.
    9. Adriana Gómez-Cabrera & Amalia Sanz-Benlloch & Laura Montalban-Domingo & Jose Luis Ponz-Tienda & Eugenio Pellicer, 2020. "Identification of Factors Affecting the Performance of Rural Road Projects in Colombia," Sustainability, MDPI, vol. 12(18), pages 1-18, September.
    10. Janssen, Hans, 2013. "Monte-Carlo based uncertainty analysis: Sampling efficiency and sampling convergence," Reliability Engineering and System Safety, Elsevier, vol. 109(C), pages 123-132.
    11. Timothy M. Barry, 1996. "Recommendations on the Testing and Use of Pseudo‐Random Number Generators Used in Monte Carlo Analysis for Risk Assessment," Risk Analysis, John Wiley & Sons, vol. 16(1), pages 93-105, February.
    12. Olivier Chanel, 2022. "Impact of COVID-19 Activity Restrictions on Air Pollution: Methodological Considerations in the Economic Valuation of the Long-Term Effects on Mortality," Economie et Statistique / Economics and Statistics, Institut National de la Statistique et des Etudes Economiques (INSEE), issue 534-35, pages 103-118.
    13. Frédéric Dor & Pascal Empereur‐Bissonnet & Denis Zmirou & Vincent Nedellec & Jean‐Marie Haguenoer & Frans Jongeneelen & Alain Person & William Dab & Colin Ferguson, 2003. "Validation of Multimedia Models Assessing Exposure to PAHs—The SOLEX Study," Risk Analysis, John Wiley & Sons, vol. 23(5), pages 1047-1057, October.
    14. Robert T. Clemen & Terence Reilly, 1999. "Correlations and Copulas for Decision and Risk Analysis," Management Science, INFORMS, vol. 45(2), pages 208-224, February.
    15. Maria F. Poças & Jorge C. Oliveira & Rainer Brandsch & Timothy Hogg, 2010. "Feasibility Study on the Use of Probabilistic Migration Modeling in Support of Exposure Assessment from Food Contact Materials," Risk Analysis, John Wiley & Sons, vol. 30(7), pages 1052-1061, July.
    16. Harry M. Marks & Margaret E. Coleman & C.‐T. Jordan Lin & Tanya Roberts, 1998. "Topics in Microbial Risk Assessment: Dynamic Flow Tree Process," Risk Analysis, John Wiley & Sons, vol. 18(3), pages 309-328, June.
    17. Charles Gyan & Abena Oforiwaa Ampomah, 2016. "Effects of Stakeholder Conflicts on Community Development Projects in Kenyase," SAGE Open, , vol. 6(1), pages 21582440166, March.
    18. Daeyoun Won & Bon‐Gang Hwang & Soo Jing Chng, 2021. "Assessing the effects of workforce diversity on project productivity performance for sustainable workplace in the construction industry," Sustainable Development, John Wiley & Sons, Ltd., vol. 29(2), pages 398-418, March.
    19. Michael Greenberg & Charles Haas & Anthony Cox & Karen Lowrie & Katherine McComas & Warner North, 2012. "Ten Most Important Accomplishments in Risk Analysis, 1980–2010," Risk Analysis, John Wiley & Sons, vol. 32(5), pages 771-781, May.
    20. K. D. M. Pintar & A. Fazil & F. Pollari & D. F. Charron & D. Waltner‐Toews & S. A. McEwen, 2010. "A Risk Assessment Model to Evaluate the Role of Fecal Contamination in Recreational Water on the Incidence of Cryptosporidiosis at the Community Level in Ontario," Risk Analysis, John Wiley & Sons, vol. 30(1), pages 49-64, January.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jeners:v:12:y:2019:i:12:p:2295-:d:240246. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.