Data-Driven Simulation Expert

1 week ago


nashik, India beBeeGraph Full time

Surrogate Modeling SpecialistWe are seeking a highly skilled Surrogate Modeling Specialist to develop and deploy Graph Neural Network (GNN) based models that approximate complex physics simulations for oil & gas pipeline and well networks.Key Responsibilities:Design and implement Neural Network architectures to model flow dynamics in interconnected pipeline networksBuild accurate surrogate models that predict pressure distributions, flow rates, and network behavior under varying operational scenariosCreate data pipelines to extract network topology and simulation results from physics-based models and transform them into graph representationsDevelop training frameworks that incorporate physics constraints into neural network loss functionsMandatory Skills:Strong expertise in Graph Neural Networks with proven implementation experienceDeep understanding of deep learning frameworks (PyTorch Geometric, DGL, or TensorFlow GNN)Experience building surrogate models or physics-informed neural networks for engineering applicationsNice-to-Have Skills:Background in petroleum engineering, process engineering, or fluid dynamicsFamiliarity with reservoir simulation or pipeline hydraulics



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  • Expert Data Analyst

    1 week ago


    nashik, India beBeeDataAnalyst Full time

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