1. Artificial intelligence: New age of transformation in petroleum upstream
- Author
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Ameya Kshirsagar, Manan Shah, Dhruvikkumar Jogani, Bhavesh Chaudhary, Parth Solanki, and Dhruv Baldaniya
- Subjects
Upstream (petroleum industry) ,Computer science ,Artificial lift ,business.industry ,Energy Engineering and Power Technology ,Geology ,Petroleum reservoir ,Development plan ,Permeability (earth sciences) ,Knowledge base ,Geochemistry and Petrology ,Drilling fluid ,Drill bit ,Artificial intelligence ,business - Abstract
In the Oil and Gas industry, the implementation of artificial intelligence techniques gives advantages of better use of existing infrastructure. It provides better future outcomes, which makes it an essential technology in the operations of the industry. In this paper, the implementation of artificial intelligence techniques for good planning, determination of reservoir rock properties, drilling optimization and production facilities are reviewed. With precise knowledge of permeability and porosity, reservoir engineers can develop robust reservoir development plan and manage hydrocarbon recovery effectively. For porosity prediction, wire-line log data and seismic attributes are used in artificial intelligence-based models. Permeability prediction has been discussed by considering the different types of well-log data in the modeling of artificial intelligence techniques to predict single-phase fluid. Solution of specific developed problems during the determination of permeability in the actual experiment is also mentioned. Artificial intelligence techniques are used in the design and accurate analysis of the drilling fluid. It assists in the selection of drill bit and drilling-related problems. If a reservoir cannot produce naturally, we can select a suitable artificial lift and design the production system using Artificial intelligence techniques. For EOR methods, SADA and NAVA knowledge base systems are discussed. Artificial intelligence can help in optimizing production, improve production efficiency and recovery of hydrocarbons.
- Published
- 2022