Reinforcement-learning control for acid gas removal at Fadhili
Fadhili pilot period
Aramco / Reinforcement-learning control for acid gas removal at Fadhili
AI-141 · Source-linked project profile. Read the scope, reported result and what remains unknown.
Open the interactive projectHow to read this evidenceWhat the source says
This is a specific process-control deployment with reported operating metrics and permanent use at one gas plant. RL control in a continuous process could reduce reagent, steam and power demand; wider rollout and repeatability remain unproven.
- Company
- Aramco
- Department
- Refining, LNG & process operations
- Record type
- company_adoption
- Disclosed stage
- Permanent adoption at Fadhili after pilot; additional facilities assessed for suitability
- Source date
- Undated; accessed 2026-09-27
- Source-date precision
- unknown or mixed; read original value
- Source provenance
- B · Primary publication
- Review disposition
- Source-attributed; not an independent validation
Reported result
amine and steam use reduction: 10%-15% (Company-reported); power use reduction: around 5% (Company-reported)
What this does not establish
Metric attribution is company-reported and evaluation details are not disclosed. The company source page is undated; accessed 2026-09-27. The specific month permanent adoption occurred is not disclosed.
Analyst inference: This is a specific process-control deployment with reported operating metrics and permanent use at one gas plant. RL control in a continuous process could reduce reagent, steam and power demand; wider rollout and repeatability remain unproven.
Original sources
- Aramco AI and Big Data · Undated; accessed 2026-09-27
Fadhili Gas Plant section
Disclosure history
Reinforcement-learning control for acid gas removal at Fadhili
Company says technology permanently adopted at Fadhili; other sites assessed
A source grade describes provenance, not independent verification. This is a research profile, not a measure of net return. Report a correction.