Chief Pipeline Simulation Architect

2 days ago


Jodhpur, India beBeeMachine Full time

Key Responsibilities:Design and implement sophisticated machine learning models to simulate complex flow dynamics in interconnected pipeline networks.Develop and train 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.Mandatory Skills:Strong 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).



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