Grid Operations and Smart-Grid Monitoring

Forecasts load and monitors the electricity grid to keep supply balanced and spot faults.

time series graph weatherunverified

0named models

104candidates

2deployments

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, 2

Tenaga Nasional Berhad (TNB)Country: MalaysiaTripping pattern analysis, 11kV underground cable predictive maintenance and visual field safety checksVendor: not statedproductionDate19 May 2026In use; no figures statedEvidence: company statementConfidence: lowSource: ringgitplus.com

Axia EnergyCountry: BrazilGoogle Cloud AI forecasting severe storms so power can be reroutedVendor: 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.

PaAnoSungkyunkwan University vendor-reported0.53 (Sub)-PCA independent0.42

MOMENT (MOMENT-1-large)Carnegie Mellon University independent0.39 DeepAnT independent0.31 OmniAnomaly maintainer-run0.31 PCA independent0.31

00.51

TimesFM 3.0Google, time seriesReleasedAug 2026open weightshas scoreslast 18 months

Toto 2.0 1BDatadog, time seriesReleasedJun 2026open weightshas scoreslast 18 months

Toto 2.0 2.5BDatadog, time seriesReleasedJun 2026open weightshas scoreslast 18 months

Toto 2.0 313MDatadog, time seriesReleasedJun 2026open weightshas scoreslast 18 months

Granite PatchTST-FM r1IBM, Rensselaer Polytechnic Institute, time seriesReleasedMar 2026open weightshas scoreslast 18 months

Moirai 2.0 smallSalesforce, time seriesReleasedNov 2025open weightshas scoreslast 18 months

Chronos-2Amazon, time seriesReleasedOct 2025open weightshas scoreslast 18 months

FlowState r1.1IBM, time seriesReleasedSep 2025open weightshas scoreslast 18 months

TimesFM 2.5Google, time seriesReleasedSep 2025open weightshas scoreslast 18 months

TiRexNX-AI, time seriesReleasedMay 2025open weightshas scoreslast 18 months

Showing 10 of 104. 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.

Use Case

Industry: energy and mining
Model classes: time seriesgraphweatherunverified
Benchmarks or datasets: not in the notes
Regulatory notes: Surat Edaran Menkominfo 9/2023 Etika Kecerdasan Artifisial, Kementerian Komunikasi dan Informatika (now Kementerian Komunikasi dan Digital)Grid operations and smart-grid monitoring is an AI-based service run by an electronic system operator, and the circular asks such operators to build and use AI on the values of inclusivity, transparency, humanity and security.
UU 30/2009 Ketenagalistrikan, DPR and President of the Republic of Indonesia (administered by Kementerian ESDM)Grid operations and smart-grid monitoring supports electricity supply, which this law regulates, including the duties of licence holders to supply reliable power and serve consumers.

Where this comes from

From the industry tracks T08 to T10 of the research notes.

R&D Topics

Links to R&D topics are awaiting review.

Where this comes from

Which R&D topics would most change this use case. Drafted by Claude from the topic definitions and the use case; proposed until approved.

Opportunities

Opportunities are awaiting review.

Where this comes from

Gaps found by rule in what the directory holds for this use case. Each is a proposal for review.

Links

IndustryEnergy and Mining15 use cases, 17 deployments

Use CaseGrid Operations and Smart-Grid MonitoringEnergy and Mining

Modelsnone recorded

Who Runs It

Tenaga Nasional Berhad (TNB)In production, 19 May 2026

Axia EnergyIn production

Graph

Deployments 2

Axia EnergyGoogle Cloud AI forecasting severe storms so power can be rerouted, Brazil Tenaga Nasional Berhad (TNB)Tripping pattern analysis, 11kV underground cable predictive maintenance and visual field safety checks, Malaysia

Sources

deloitte.com/content/dam/assets-zone3/us/en/docs/services/... https://www.deloitte.com/content/dam/assets-zone3/us/en/docs/services/consulting/2026/ai-use-cases-eri-2026.pdf
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, "Grid Operations and Smart-Grid Monitoring", https://aurion.semai.id/usecases/em-grid-operations-monitoring/, records of October 2026.