AI Solutions Developer

2 weeks ago

ajmer, India beBeeMachineLearning Full time

Job Title: Artificial Intelligence Solutions Developer We are seeking a skilled Artificial Intelligence Solutions Developer to design, implement and deploy advanced AI-powered systems approximating complex engineering simulations for oil & gas pipeline and well networks. Responsibilities: Develop neural network architectures modeling flow dynamics in interconnected pipeline networks. Build surrogate models accurately predicting pressure distributions, flow rates, and network behavior under varying operational scenarios. Create data pipelines extracting network topology and simulation results from physics-based models and transforming them into graph representations. Develop training frameworks incorporating physics constraints into neural network loss functions. Collaborate with petroleum engineers ensuring model predictions align with physical behavior and operational constraints. Implement model monitoring, validation, and continuous improvement workflows.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). Demonstrated ability to work with complex data structures (graphs, time-series, spatial data).Technical Domain Knowledge: Understanding of graph theory and network analysis. Experience with data structures and graph representations (adjacency matrices, edge lists, sparse tensors).Nice-to-Have Skills: Background in petroleum engineering, process engineering, or fluid dynamics. Familiarity with reservoir simulation or pipeline hydraulics.

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    ajmer, India beBeeArtificialintelligence Full time

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