Project AURIONAI Use-Cases Research & Innovation
Energy and Mining

Renewable Output, Carbon Intensity and Energy Market Forecasting

Forecasts solar and wind output, grid carbon intensity and energy market prices.

time seriesweatherunverified
0named models
100candidates
1deployments
0in Indonesia

Named Models

The research names no model for this use case.

Where this comes from
Models the research names for this use case. Research, with sources on each model record.

Who Runs It

production, 1
Elia GroupCountry: multi-countryeCO2grid on Vertex AI (Belgium and Germany)Vendor: Google CloudproductionDate–No figures statedEvidence: company statementConfidence: lowSource: cloud.google.com
Where this comes from
Documented uses by named organisations. The evidence column says who made the claim.

Candidate Models

TSB-AD

A general benchmark for this model class, not a test on this use case. Time-series anomaly detection, 1,070 series from 40 datasets (VUS-PR); NeurIPS 2024; open to community submissions from 1 Apr 2026. Higher is better.

Sungkyunkwan UniversityPaAnoSungkyunkwan University vendor-reported0.53(Sub)-PCA independent0.42Carnegie Mellon UniversityMOMENT (MOMENT-1-large)Carnegie Mellon University independent0.39DeepAnT independent0.31OmniAnomaly maintainer-run0.31PCA independent0.31
00.51
GoogleTimesFM 3.0Google, time seriesReleasedAug 2026open weightshas scoreslast 18 monthsDatadogToto 2.0 1BDatadog, time seriesReleasedJun 2026open weightshas scoreslast 18 monthsDatadogToto 2.0 2.5BDatadog, time seriesReleasedJun 2026open weightshas scoreslast 18 monthsDatadogToto 2.0 313MDatadog, time seriesReleasedJun 2026open weightshas scoreslast 18 monthsIBMGranite PatchTST-FM r1IBM, Rensselaer Polytechnic Institute, time seriesReleasedMar 2026open weightshas scoreslast 18 monthsSalesforceMoirai 2.0 smallSalesforce, time seriesReleasedNov 2025open weightshas scoreslast 18 monthsAmazonChronos-2Amazon, time seriesReleasedOct 2025open weightshas scoreslast 18 monthsIBMFlowState r1.1IBM, time seriesReleasedSep 2025open weightshas scoreslast 18 monthsGoogleTimesFM 2.5Google, time seriesReleasedSep 2025open weightshas scoreslast 18 monthsNX-AITiRexNX-AI, time seriesReleasedMay 2025open weightshas scoreslast 18 months

Showing 10 of 100. All models of this class

Where this comes from
Derived, not researched: models in the directory whose class matches a class this use case uses, excluding family records and models shut down or deprecated. Ranked by how many fit facts they meet, then by release date. Each fit fact is read from the model record.

Sources

  1. cloud.google.com/transform/101-real-world-generative-ai-use-ca... https://cloud.google.com/transform/101-real-world-generative-ai-use-cases-from-industry-leaders

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Renewable Output, Carbon Intensity and Energy Market Forecasting", https://aurion.semai.id/usecases/em-renewable-energy-market-forecasting/, records of October 2026.