Project AURIONAI Use-Cases Research & Innovation
Industrial

Energy Optimisation

TSFMs, ML forecasting and physics models (Huawei Pangu for Shenzhen Energy, GE Vernova BoilerOpt, AWS/Siemens Building X).

time series
1named models
67candidates
1deployments
0in Indonesia

Named Models

Huawei (Huawei Cloud)Pangu Prediction ModelHuawei (Huawei Cloud)Releasednot in the notesRuns onnot in the notesClasstime seriesHuawei forecasting model used for Conch Cement clinker strength (3- and 28-day) and Shenzhen Energy wind and solar yield.Commercial use: proprietary terms; Jakarta hosting: unknown; Indonesian support: not stated
Where this comes from
Models the research names for this use case. Research, with sources on each model record.

Who Runs It

production, 1
Shenzhen Energy Group Company LimitedShenzhen Energy GroupCountry: ChinaHuawei Pangu Prediction ModelVendor: HuaweiproductionDate23 Jun 2025Wind and solar yield forecastingEvidence: company statementConfidence: lowSource: aimagazine.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 67. 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. Leading Industrial AI in the Energy Sector | GE Vernova gevernova.com https://www.gevernova.com/software/blog/leading-industrial-ai-energy-sector
  2. aimagazine.com/articles/how-huawei-pangu-5-5-ai-models-trans... https://aimagazine.com/articles/how-huawei-pangu-5-5-ai-models-transform-industry-operations
  3. The Government of Indonesia Names Two SIG Subsidiaries as Industry 4.0 National Lighthouse for the Success in Digital Transformation sig.id https://sig.id/en/pemerintah-nobatkan-dua-anak-usaha-sig-sebagai-national-lighthouse-industri-40-atas-keberhasilan-transformasi-digital

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Energy Optimisation", https://aurion.semai.id/usecases/ind-energy-optimisation/, records of October 2026.