Review and quantification of major risks in wind farm development and operation

With declining subsidies and tightening project margins, wind energy investments are increasingly exposed to a wide range of technical, operational, market, and system-level risks. Understanding how these risks interact across project life cycle phases is essential for translating them into economic impact metrics. This study combines expert elicitation, structured survey results, and targeted literature review to identify and categorize the major risks affecting wind energy projects during both development and operation. These risks are clustered into four overarching sector challenges spanning long-term asset viability, component reliability, operation and maintenance performance, and rapid technology upscaling. To illustrate the potential economic relevance of these challenges, simplified scenario-based techno-economic impact assessments are conducted using a representative offshore wind farm case study. The analysis offers order-of-magnitude insights into how different risk categories propagate into economic performance indicators such as net present value (NPV) and levelized cost of energy (LCOE). The results demonstrate that different risks exhibit distinct economic signatures: some primarily shift mean outcomes, whereas others produce losses that are skewed towards worst-case outcomes, with rare but severe events dominating the overall risk profile. This work does not propose a complete solution for capturing the full complexity of wind energy risks. Instead, it demonstrates the limitations of fragmented risk treatment and provides a starting point for developing integrated de-risking frameworks.

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Publication Details

Journal
Wind energy science
Published
2026-09-15
DOI
https://doi.org/10.5194/wes-11-3475-2026
Primary Topic
Wind Energy Research and Development
Type
article
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article

Review and quantification of major risks in wind farm development and operation

Moritz Gräfe, Athanasios Kolios, Matt Shields, Rajasekhar Pulikollu et al.
Wind energy science
Wind Energy Research and Development
article

Review and quantification of major risks in wind farm development and operation

Moritz Gräfe, Athanasios Kolios, Matt Shields, Rajasekhar Pulikollu, Azélice Ludot, Nikolay Dimitrov
article en

Abstract

With declining subsidies and tightening project margins, wind energy investments are increasingly exposed to a wide range of technical, operational, market, and system-level risks. Understanding how these risks interact across project life cycle phases is essential for translating them into economic impact metrics. This study combines expert elicitation, structured survey results, and targeted literature review to identify and categorize the major risks affecting wind energy projects during both development and operation. These risks are clustered into four overarching sector challenges spanning long-term asset viability, component reliability, operation and maintenance performance, and rapid technology upscaling. To illustrate the potential economic relevance of these challenges, simplified scenario-based techno-economic impact assessments are conducted using a representative offshore wind farm case study. The analysis offers order-of-magnitude insights into how different risk categories propagate into economic performance indicators such as net present value (NPV) and levelized cost of energy (LCOE). The results demonstrate that different risks exhibit distinct economic signatures: some primarily shift mean outcomes, whereas others produce losses that are skewed towards worst-case outcomes, with rare but severe events dominating the overall risk profile. This work does not propose a complete solution for capturing the full complexity of wind energy risks. Instead, it demonstrates the limitations of fragmented risk treatment and provides a starting point for developing integrated de-risking frameworks.

Wind energy scienceVol. 11(9)
Technical University of Denmark (DK)
Responsible consumption and production
Openalex Percentile: Top 7%
Wind Energy Research and Development
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Review and quantification of major risks in wind farm development and operation — Moritz Gräfe, Athanasios Kolios, et al. · Wind energy science (2026) | TGRS Research Map | TGRS