CNOOC's exploration and practice in development of artificial intelligence
Artificial intelligence(AI)is an important driving force for promoting digital transformation,improving competitiveness,and achieving sustainable development in the oil and gas industry.The technical and management issues currently faced by AI in the oil and gas industry were analyzed.CNOOC's AI development strategy was expounded,and CNOOC's AI pilot applications were introduced.Suggestions for the development of AI in the field of oil and gas exploration and development were put forward.On the technical level,most of the AI models currently used in the oil and gas industry are relatively simple,which leads to low prediction accuracy.There is overfitting in oil and gas data analysis and insufficient transfer learning capabilities,failing to meet the requirements of high computing resources,data processing complexity,and real-time performance.On the management level,incomplete data and poor quality lead to insufficient integration with intelligent applications.There is also insufficient coordination of computing power and platform construction,as well as insufficient support for new technologies by existing computing power and platform architecture.In addition,scenario value is low,and algorithm accuracy fails to meet the needs.In order to deal with these problems,CNOOC proposed to establish the"Haineng"AI model,an AI model base,conduct comprehensive data governance,build a unified AI algorithm model platform,coordinate the management of computing resources,and develop an integrated scenario planning system.It also carried out AI pilot applications in exploration and development research and analysis,safety monitoring and abnormal behavior warning,preventive maintenance of production and equipment facilities,and intelligent operation and management and achieved remarkable results.It is recommended that in the future,when AI is applied in the offshore oil and oil and gas industry,it should be value-oriented with practical application implementation,and it is necessary to conduct deep integration of AI based on scenario drive and promote data sharing and cross-industry cooperation.
artificial intelligenceoil and gas industrydevelopment strategyCNOOC
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