Time Series Data

Time series data sets from UL Solutions can help you better understand the wind resource and energy production potential for your wind project site. Available through the Windnavigator platform, use the wind map to select a location and order historical time series data or virtual met mast data to help you establish long-term wind conditions with onsite measurements, or perform analysis when onsite data is not available.

Time Series Products

WRF Time Series

The Weather Research and Forecasting (WRF) model has been the model of choice at UL Solutions to generate meteorological time series. Time series spanning 10 or 20 years are often used to adjust short-term onsite measurements to the long-term wind climate (often with Measure-Correlate-Predict), to create a typical meteorological year time series, to estimate the wind speed fluctuations from year to year, i.e., inter-annual variability (IAV), to provide necessary meteorological inputs to icing modeling, time series energy modeling, etc.

  • High-resolution 3km grid spacing
  • Choose 10 or 20-year periods
  • Temporal resolution of 1 hour, 15-minute or 10-minute
  • Enhanced parameters including turbulence and solar data
  • Up to 10 points within a single WRF order

Global Reanalysis Data

Two reanalysis datasets providing historical meteorological time series going back to 1979 or 1980 are offered, namely NASA’s second version of the Modern Era Retrospective-Analysis for Research and Applications (MERRA-2) and ECMWF’s fifth generation atmospheric reanalysis (ERA5). Reanalysis datasets are primarily used for long-term wind climate adjustment together with short-term (> 1 year) wind observations at a site.

  • Global coverage with decades of historical data
  • Multiple meteorological parameters

Typical Year Virtual Met Mast

TY-VMM

The Typical Year virtual met mast (TY-VMM) product provides a representative year of hourly meteorological data, i.e. 8760 hourly records, from 2.5 km resolution WRF time series. The wind speeds in the WRF time series are scaled to match the mean wind speed from the Windnavigator wind maps. TY-VMMs are used to estimate the expected, i.e. typical wind resource and energy production potential of a site when onsite measurements are not available.

Key Features

Hourly wind speed, direction and shear profile data
Custom hub heights for turbine-specific analysis

Data Specifications Comparison

Parameter MERRA-2 ERA5 WRF TY-VMM
Regional coverage Global Global Global Continents
Heights above ground 50m 10m, 100m 10-300m 10-140m
Horizontal resolution 70km 30km 3km 2.5km
Frequency 1 hour 1 hour 10 minutes, 15 minutes or 1 hour 1 hour
Period 1980 - present 1979 - present 10 or 20 years 365 days sampled
Scaled to Windnavigator wind atlas No No No Yes
Standard Parameters
Wind speed
Wind direction
Temperature
Pressure
Advanced Parameters
Air density - -
Turbulence intensity - -
Stability class - -
Solar (GHI, DNI, cloud fraction) - - -
Relative humidity - -
Precipitation rate - - -
Model elevation & surface roughness - -
Data format CSV

Universal CSV Format

All time series data sets are provided in a universal CSV format that can be imported directly into spreadsheets, Openwind, Windographer, and other plant design and resource assessment software.

Register for Free and Start Ordering

Create your free UL Renewables account to access the Windnavigator platform and order historical time series or virtual met mast data you need.