Senior Machine Learning Engineer for Petroleum Engineering Applications

1 week ago


varanasi, India beBeeMachine Full time

We are seeking a skilled professional to develop and deploy sophisticated neural network models. These models will approximate complex physics simulations for oil & gas pipeline and well networks. This is a hands-on role that requires someone who can build high-fidelity neural network models that replace computationally expensive reservoir and network simulators.Key ResponsibilitiesDesign and implement neural network architectures to model flow dynamics in interconnected pipeline networks.Build surrogate models that accurately predict pressure distributions, flow rates, and network behavior under varying operational scenarios.Create data pipelines to extract network topology and simulation results from physics-based models and transform them into graph representations.Develop training frameworks that incorporate physics constraints into neural network loss functions.Collaborate with petroleum engineers to ensure model predictions align with physical behavior and operational constraints.Implement model monitoring, validation, and continuous improvement workflows.Mandatory Skills and QualificationsStrong expertise in Graph Neural Networks (GCN, GraphSAGE, Message Passing Networks) with proven implementation experience.Deep understanding of deep learning frameworks (PyTorch Geometric, DGL, or TensorFlow GNN).Experience building surrogate models or physics-informed neural networks (PINNs) for engineering applications.Proficiency in Python and scientific computing libraries (NumPy, SciPy, Pandas).Demonstrated ability to work with complex data structures (graphs, time-series, spatial data).Understanding of optimization techniques and handling large-scale training data.Benefits and OpportunitiesOpportunity to work on cutting-edge projects that advance the field of machine learning and its applications.Chance to collaborate with experienced professionals in the field of petroleum engineering and machine learning.About the RoleThis is an opportunity to join a team of experts in machine learning and petroleum engineering. The successful candidate will have the chance to contribute to the development of innovative solutions for complex problems in the oil and gas industry.



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