Process Optimisation and Advanced Process Control

First-principles plus ML hybrids, neural networks, reinforcement learning: GE Vernova Autonomous Tuning and BoilerOpt, LG EXAONE Naphtha, Huawei Pangu Prediction, AspenTech AVA.

time series

2named models

67candidates

6deployments

4in Indonesia

Named Models

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

EXAONELG AI ResearchReleasednot in the notesRuns onnot in the notesClassLLMLG AI Research model family with Naphtha, Business Intelligence and Chemical Agent applications; licence unverified.Commercial use: not stated; 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, 5research, 1

PT Amman Mineral Nusa Tenggara (AMMAN)Country: IndonesiaAIDA (Artificial Intelligence Dashboard Automation) with a Set Point Optimizer recommending reagent dosage and water flow in the Batu Hijau processing plantVendor: not statedproductionDate8 Jul 2026Mineral recovery up about 2.5 percent at Batu Hijau; recommendations reviewed by staff every four hours (company claim)Evidence: company statementConfidence: lowSource: english.kontan.co.id, en.wikipedia.org

Conch CementCountry: ChinaHuawei Pangu Prediction ModelVendor: HuaweiproductionDate23 Jun 2025Clinker strength prediction (3- and 28-day)Evidence: company statementConfidence: lowSource: aimagazine.com

PT Kalbe Morinaga IndonesiaCountry: IndonesiaAI in production of children's nutrition products (partly developed independently)Vendor: In-house plus machine suppliersproductionDateOct 2024Precision and food safety; detail not stated (secondary summary)Evidence: company statementConfidence: lowSource: kbvalbury.com

PT Semen Tonasa (SIG group)Country: IndonesiaExpert Optimizer (model predictive control) and TEMC AI-based energy management centreVendor: Not named in source (product name matches ABB Ability Expert Optimizer: unverified)productionDate21 Feb 2024Up to 3.18% capacity gain and 4,899 TJ energy saving claimed; designated Industry 4.0 National Lighthouse by the Ministry of IndustryEvidence: company statementConfidence: lowSource: sig.id

LG ChemCountry: South KoreaEXAONE Naphtha (multi-agent RL naphtha cracking scheduling)Vendor: LG AI ResearchproductionDate–Evidence: company statementConfidence: lowSource: lgresearch.ai

MIND IDCountry: IndonesiaAI for smelter process optimisation, vision recognition of ore quality, predictive maintenance and ESG monitoring (not named)Vendor: not statedresearchDate14 Oct 2025Under study; savings of millions of US dollars expected (company statement)Evidence: company statementConfidence: lowSource: katadata.co.id

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 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.

Use Case

Industry: industrial and asset-intensive
Model classes: time series
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)Process optimisation and advanced process control 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.

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

IndustryIndustrial30 use cases, 54 deployments

Use CaseProcess Optimisation and Advanced Process ControlIndustrial

Models

Pangu Prediction ModelHuawei (Huawei Cloud), time series

EXAONELG AI Research, LLM

Who Runs It

PT Amman Mineral Nusa Tenggara (AMMAN)In production, 8 Jul 2026 MIND IDResearch, 14 Oct 2025

Conch CementIn production, 23 Jun 2025

PT Kalbe Morinaga IndonesiaIn production, Oct 2024+2 more

Graph

Models 2

Pangu Prediction ModelHuawei (Huawei Cloud), time series

EXAONELG AI Research, LLM

Deployments 6

Conch CementHuawei Pangu Prediction Model, China LG ChemEXAONE Naphtha (multi-agent RL naphtha cracking scheduling), South Korea MIND IDAI for smelter process optimisation, vision recognition of ore quality, predictive maintenance and ESG monitoring (not named), Indonesia PT Amman Mineral Nusa Tenggara (AMMAN)AIDA (Artificial Intelligence Dashboard Automation) with a Set Point Optimizer recommending reagent dosage and water flow in the Batu Hijau processing plant, Indonesia PT Kalbe Morinaga IndonesiaAI in production of children's nutrition products (partly developed independently), Indonesia PT Semen Tonasa (SIG group)Expert Optimizer (model predictive control) and TEMC AI-based energy management centre, Indonesia

Sources

New Emerson Industrial AI Platform Delivers Enterprise-Scale AI emerson.com https://www.emerson.com/en/corporate/news/2026/new-emerson-industrial-ai-platform-delivers-enterprise-scale-ai
Leading Industrial AI in the Energy Sector | GE Vernova gevernova.com https://www.gevernova.com/software/blog/leading-industrial-ai-energy-sector
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
LG AI Research EXAONE lgresearch.ai https://www.lgresearch.ai/exaone
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, "Process Optimisation and Advanced Process Control", https://aurion.semai.id/usecases/ind-process-optimisation/, records of October 2026.