MLchartDataset catalogue

Synthetic data

Term · Oil and gas · MLC-T-OAG-003737

Artificially generated information created to mimic the statistical properties of real-world data without containing any identifiable real-world events or measurements. In the oil and gas sector, it is used to train machine learning models for tasks like seismic interpretation or production forecasting when real data is scarce, sensitive, or imbalanced. This data can be generated using algorithms, simulations, or generative models like Generative Adversarial Networks (GANs).

Table 1. Record
IdentifierMLC-T-OAG-003737
FieldOil and gas
SubjectDigital
Record as JSON
{
  "id": "MLC-T-OAG-003737",
  "term": "Synthetic data",
  "field": "Oil and gas",
  "definition": "Artificially generated information created to mimic the statistical properties of real-world data without containing any identifiable real-world events or measurements. In the oil and gas sector, it is used to train machine learning models for tasks like seismic interpretation or production forecasting when real data is scarce, sensitive, or imbalanced. This data can be generated using algorithms, simulations, or generative models like Generative Adversarial Networks (GANs).",
  "subject": "Digital",
  "url": "https://mlchart.com/terminology/oil-and-gas/synthetic-data/"
}

Record 3,961 of 4,469 in Oil and gas terminology (MLC-0103). Request the full dataset.