Microsoft's Aurora 1.5 Boosts Weather AI

Microsoft's Aurora 1.5 open-source Earth system model now offers 22 more weather variables, hourly forecasts, and ensemble predictions for improved climate and weather applications.

7 min read
Illustration showing Aurora 1.5 ensemble forecasts for total cloud cover and solar radiation with mean and standard deviation.
Aurora 1.5 ensemble capabilities for predicting key weather parameters.· Microsoft Reesarch

Visual TL;DR. Weather AI Needs addressed by Microsoft Aurora 1.5. Microsoft Aurora 1.5 includes Expanded Variables. Microsoft Aurora 1.5 includes Hourly Forecasts. Microsoft Aurora 1.5 introduces Ensemble Forecasting. Expanded Variables leads to Greater Confidence. Hourly Forecasts leads to Greater Confidence. Ensemble Forecasting enables Greater Confidence. Greater Confidence enables Scalable Applications. Microsoft Aurora 1.5 promotes Open Science.

  1. Weather AI Needs: need for more accurate and detailed weather predictions
  2. Microsoft Aurora 1.5: open-source Earth system foundation model update
  3. Expanded Variables: adds 22 more weather variables for richer data
  4. Hourly Forecasts: provides forecasts with hourly temporal resolution
  5. Ensemble Forecasting: probabilistic predictions showing range of outcomes
  6. Greater Confidence: enables more informed decisions in various sectors
  7. Scalable Applications: makes advanced weather forecasting practical and scalable
  8. Open Science: available on GitHub and Hugging Face for researchers
Visual TL;DR
Visual TL;DR, startuphub.ai Weather AI Needs addressed by Microsoft Aurora 1.5. Microsoft Aurora 1.5 introduces Ensemble Forecasting. Ensemble Forecasting enables Greater Confidence. Greater Confidence enables Scalable Applications addressed by introduces enables enables Weather AI Needs Microsoft Aurora 1.5 Ensemble Forecasting Greater Confidence Scalable Applications From startuphub.ai · The publishers behind this format
Visual TL;DR, startuphub.ai Weather AI Needs addressed by Microsoft Aurora 1.5. Microsoft Aurora 1.5 introduces Ensemble Forecasting. Ensemble Forecasting enables Greater Confidence. Greater Confidence enables Scalable Applications addressed by introduces enables enables Weather AI Needs Microsoft Aurora1.5 EnsembleForecasting GreaterConfidence ScalableApplications From startuphub.ai · The publishers behind this format
Visual TL;DR, startuphub.ai Weather AI Needs addressed by Microsoft Aurora 1.5. Microsoft Aurora 1.5 introduces Ensemble Forecasting. Ensemble Forecasting enables Greater Confidence. Greater Confidence enables Scalable Applications addressed by introduces enables enables Weather AI Needs need for more accurate and detailedweather predictions Microsoft Aurora 1.5 open-source Earth system foundation modelupdate Ensemble Forecasting probabilistic predictions showing range ofoutcomes Greater Confidence enables more informed decisions in varioussectors Scalable Applications makes advanced weather forecastingpractical and scalable From startuphub.ai · The publishers behind this format
Visual TL;DR, startuphub.ai Weather AI Needs addressed by Microsoft Aurora 1.5. Microsoft Aurora 1.5 introduces Ensemble Forecasting. Ensemble Forecasting enables Greater Confidence. Greater Confidence enables Scalable Applications addressed by introduces enables enables Weather AI Needs need for moreaccurate anddetailed weather… Microsoft Aurora1.5 open-source Earthsystem foundationmodel update EnsembleForecasting probabilisticpredictions showingrange of outcomes GreaterConfidence enables moreinformed decisionsin various sectors ScalableApplications makes advancedweather forecastingpractical and… From startuphub.ai · The publishers behind this format
Visual TL;DR, startuphub.ai Weather AI Needs addressed by Microsoft Aurora 1.5. Microsoft Aurora 1.5 includes Expanded Variables. Microsoft Aurora 1.5 includes Hourly Forecasts. Microsoft Aurora 1.5 introduces Ensemble Forecasting. Expanded Variables leads to Greater Confidence. Hourly Forecasts leads to Greater Confidence. Ensemble Forecasting enables Greater Confidence. Greater Confidence enables Scalable Applications. Microsoft Aurora 1.5 promotes Open Science addressed by includes includes introduces leads to leads to enables enables promotes Weather AI Needs need for more accurate and detailedweather predictions Microsoft Aurora 1.5 open-source Earth system foundation modelupdate Expanded Variables adds 22 more weather variables for richerdata Hourly Forecasts provides forecasts with hourly temporalresolution Ensemble Forecasting probabilistic predictions showing range ofoutcomes Greater Confidence enables more informed decisions in varioussectors Scalable Applications makes advanced weather forecastingpractical and scalable Open Science available on GitHub and Hugging Face forresearchers From startuphub.ai · The publishers behind this format
Visual TL;DR, startuphub.ai Weather AI Needs addressed by Microsoft Aurora 1.5. Microsoft Aurora 1.5 includes Expanded Variables. Microsoft Aurora 1.5 includes Hourly Forecasts. Microsoft Aurora 1.5 introduces Ensemble Forecasting. Expanded Variables leads to Greater Confidence. Hourly Forecasts leads to Greater Confidence. Ensemble Forecasting enables Greater Confidence. Greater Confidence enables Scalable Applications. Microsoft Aurora 1.5 promotes Open Science addressed by includes includes introduces leads to leads to enables enables promotes Weather AI Needs need for moreaccurate anddetailed weather… Microsoft Aurora1.5 open-source Earthsystem foundationmodel update ExpandedVariables adds 22 moreweather variablesfor richer data Hourly Forecasts provides forecastswith hourlytemporal resolution EnsembleForecasting probabilisticpredictions showingrange of outcomes GreaterConfidence enables moreinformed decisionsin various sectors ScalableApplications makes advancedweather forecastingpractical and… Open Science available on GitHuband Hugging Facefor researchers From startuphub.ai · The publishers behind this format

Microsoft is pushing its open foundation models for Earth sciences forward with the release of Aurora 1.5. This significant update to its Aurora Earth System foundation model introduces 22 additional weather variables, hourly temporal resolution, and a crucial probabilistic ensemble forecasting capability. The model is now accessible to researchers and developers via GitHub and Hugging Face, furthering the goal of Microsoft Research's open science initiatives.

Aurora 1.5 aims to make advanced weather forecasting more practical and scalable. The addition of ensemble forecasting, a highly requested feature, allows for multiple forecast simulations to illustrate the range and likelihood of potential outcomes, a critical aspect for applications ranging from energy grids to agriculture. This development underscores the growing importance of robust weather foundation models in navigating climate-related risks.

Expanding Weather Intelligence

The expanded variable set in Aurora 1.5 now covers a broader spectrum of atmospheric conditions, making it more relevant for industries like energy, agriculture, and transportation, as well as for climate risk assessment. The move to hourly forecasts provides the granular detail needed for precise operational guidance.

This iteration builds on the original Aurora model, first introduced in 2024 and detailed in Nature in 2025, which demonstrated a single model's adaptability across various Earth system applications. The open-source release encourages evaluation and further development by the global scientific community.

Ensemble Forecasting for Greater Confidence

Uncertainty is inherent in weather prediction. Aurora 1.5 addresses this through its new ensemble forecasting capability, which generates multiple forecast members to better capture the spread of possible future weather events. This is vital for applications where understanding the probability distribution is as important as the most likely outcome.

Microsoft reports that Aurora 1.5's ensemble approach outperforms the state-of-the-art ECMWF ensemble forecast on 88.9% of evaluated targets. The model also showed a substantial reduction in track errors for tropical cyclones, including Hurricane Helene, effectively enveloping verified tracks and demonstrating its skill in predicting high-impact weather.

This capability is a meaningful step toward making weather foundation models more practical and useful, offering a clearer path for organizations to evaluate and adapt them.

Beyond Forecasting: Earth System Modeling

Aurora 1.5's utility extends beyond traditional weather forecasting. Companies like Terradot are leveraging Aurora-derived data for carbon dioxide removal estimations, showcasing its potential in climate mitigation and public-interest science. Collaborations with entities such as the UK Met Office are exploring how foundation models can complement existing physics-based systems for faster, more flexible forecasts across weather and climate timescales.

This integration of open research with operational use is facilitated through platforms like Microsoft Foundry and Planetary Computer Pro, connecting models with essential data and infrastructure. Early adopters like BKW are already using Aurora 1.5 to support energy operations, managing weather-dependent generation and infrastructure planning.

The open-source nature of Aurora 1.5 is intended to empower researchers, agencies, and companies to evaluate and build upon the model, fostering responsible deployment and transparency in forecasting and climate resilience efforts.

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