Optimal configurations
In this example, the highest absolute net benefit (largest difference between benefit and cost) is achieved with two buoys, each equipped with two lidar systems (two buoys + four lidars total). Conversely, the highest relative benefit (i.e., the best benefit-cost ratio) is found in the simplest configuration of a single buoy with a single lidar.
Ultimately, all scenarios are financially justifiable, but project developers may choose a configuration based on their own specific situation, such as the available capital and cash flow, the appetite for upfront investment, or the required level of data certainty for lenders.
Figure 1 uses a 60-MW offshore wind farm. While this is considered a “small” offshore project, the same methodology can be scaled to larger projects. As project capacity grows, so does the potential benefit from incremental investments in uncertainty reduction.
Short-term versus long-term gains
One of the main barriers to deploying additional measurement campaigns is short-term cash flow constraints. Offshore developers might be inclined to choose minimal measurement configurations despite clear long-term benefits. However, this case study demonstrates that additional wind measurements for an offshore wind project is economically advantageous.
For developers, the key takeaway is that robust pre-construction measurement campaigns are not merely an added expense; they are a strategic investment that can enhance project bankability and profitability. As wind farm capacity increases, the absolute economic value of additional measurements tends to grow, reinforcing the importance of comprehensive wind resource assessment across the industry.