Expert-Guided Machine Learning

Expert-Guided Machine Learning: Getting Operators to Buy-In

With Expert-Guided Machine Learning (EGML), even if models are deployed, they can still fail due to inadequate adoption and ineffective change management. If operators fail to take action, nothing happens. EGML helps operators build confidence in AI/ML models by involving them in all stages from training to production to ongoing
White Papers

White Paper: Data Quality Fuels the Artificial Intelligence Race

White Paper: Data Quality Fuels the Artificial Intelligence Race Authors:Ron Frohock, Kenneth Collins Abstract:This paper reviews different forms and sources of data, dimensions for evaluating the quality of data, and examples of how data quality impacts the success of an Artificial Intelligence project. The emphasis and examples we utilize are
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White Papers

White Paper: A Machine Learning Approach to Automate Gas Lift Optimization

White Paper: A Machine Learning Approach to Automate Gas Lift Optimization Authors:Venkat Putcha, PhD, Nhan C. Le and Mike Pennell Abstract:This paper presents a methodology for providing automated set-point recommendations to optimize gas lift well operation, by establishing a live synergy between physics-based simulation and real-time field data through the
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