Predicting oil field performance using machine learning programming: a comparative case study from the UK continental shelf

Earth & Environmental Sciences

• machine learning 85%
• oil field 81%
• continental shelf 78%
• comparative study 77%
• parameter 23%
• depositional environment 17%
• prediction 17%
• rate 16%
• method 15%
• learning 13%
• test 13%
• statistics 11%
• permeability 11%
• well 11%
• engineering 10%
• project 8%
• analysis 4%

Engineering & Materials Science

• Support vector regression 100%
• Oil fields 93%
• Machine learning 62%
• Linear regression 57%
• Mean square error 52%
• Recovery 38%
• Large dataset 30%
• Learning algorithms 23%
• Statistics 21%

Chemical Compounds

• Error 64%
• Cubic Space Group 17%
• Permeability 17%
• Environment 12%