WindAnalysis: A Reproducible Multi-Service Framework for Coastal Wind Resource Workflows in the Colombian Caribbean

Wind resource assessment increasingly depends on integrating heterogeneous reanalysis data, turbine information, geospatial operations, and persistent computational services. This article presents WindAnalysis, a containerized multi-service framework for coastal wind-resource workflows in the Colombian Caribbean. Its contribution lies in the architectural and operational integration of scheduled ERA5 and MERRA-2 ingestion, persistent PostgreSQL 15.17 storage, typed FastAPI 0.141.1 services, an authenticated React 19.1.0 geospatial interface, persistent experiment records, turbine power curves, and inverse-distance-weighted interpolation within a single inspectable workflow. The evaluated database state comprised 32,633,302 ERA5 and 3,941,280 MERRA-2 records. Controlled benchmarks showed a 3962-fold acceleration for planner-based row counts and a 19.4-fold acceleration for 1% block-sampled mean queries, with 0.389% mean absolute relative error. Internal leave-one-grid-point-out validation of the deployed p = 2, 50 km IDW configuration yielded a 10 m wind-speed RMSE of 0.366 m/s. The La Guajira demonstration, based on direct ERA5 wind at 100 m and a Vestas V82 turbine, produced a gross AEP of 8.901 GWh/year and a gross capacity factor of 61.58%; a nonparametric bootstrap of daily mean power yielded a 95% interval of 8.05–9.77 GWh/year. The evaluation also includes 2839 archived automated tests and release-level UI-to-runner parity. WindAnalysis therefore provides a reproducible integration layer for regional wind-resource studies, while distinguishing software verification and internal consistency from external physical validation.

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Journal
Computers
Published
2026-10-29
DOI
https://doi.org/10.3390/computers15110763
Primary Topic
Wind Energy Research and Development
Type
article
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article

WindAnalysis: A Reproducible Multi-Service Framework for Coastal Wind Resource Workflows in the Colombian Caribbean

Víctor Olivero-Ortíz, Carlos Robles-Algarín, Mario Eduardo Carbonó dela Rosa, Diego Restrepo-Leal et al.
Computers
Wind Energy Research and Development
article

WindAnalysis: A Reproducible Multi-Service Framework for Coastal Wind Resource Workflows in the Colombian Caribbean

Víctor Olivero-Ortíz, Carlos Robles-Algarín, Mario Eduardo Carbonó dela Rosa, Diego Restrepo-Leal, Adalberto José Ospino Castro, Mario Callejas Cabarcas
article en

Abstract

Wind resource assessment increasingly depends on integrating heterogeneous reanalysis data, turbine information, geospatial operations, and persistent computational services. This article presents WindAnalysis, a containerized multi-service framework for coastal wind-resource workflows in the Colombian Caribbean. Its contribution lies in the architectural and operational integration of scheduled ERA5 and MERRA-2 ingestion, persistent PostgreSQL 15.17 storage, typed FastAPI 0.141.1 services, an authenticated React 19.1.0 geospatial interface, persistent experiment records, turbine power curves, and inverse-distance-weighted interpolation within a single inspectable workflow. The evaluated database state comprised 32,633,302 ERA5 and 3,941,280 MERRA-2 records. Controlled benchmarks showed a 3962-fold acceleration for planner-based row counts and a 19.4-fold acceleration for 1% block-sampled mean queries, with 0.389% mean absolute relative error. Internal leave-one-grid-point-out validation of the deployed p = 2, 50 km IDW configuration yielded a 10 m wind-speed RMSE of 0.366 m/s. The La Guajira demonstration, based on direct ERA5 wind at 100 m and a Vestas V82 turbine, produced a gross AEP of 8.901 GWh/year and a gross capacity factor of 61.58%; a nonparametric bootstrap of daily mean power yielded a 95% interval of 8.05–9.77 GWh/year. The evaluation also includes 2839 archived automated tests and release-level UI-to-runner parity. WindAnalysis therefore provides a reproducible integration layer for regional wind-resource studies, while distinguishing software verification and internal consistency from external physical validation.

ComputersVol. 15(11)
Universidad del Magdalena (CO), University of the Coast (CO), Universidad Nacional Abierta y a Distancia (CO), Universidad Cooperativa de Colombia (CO), Universitat Politècnica de València (ES)
Climate action, Affordable and clean energy, Industry, innovation and infrastructure
Openalex Percentile: Top 19%
Wind Energy Research and Development
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