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decision agents based on graph neural network or similar will an advantage. Key Competencies Good knowledge in reliability analysis. Experience in FMECA and equipment health management will be advantageous
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. Current research directions include: Reversible material representation methods for accelerated inverse design Large language, diffusion & graph neural models for materials discovery Fine tuning and
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machine learning and deep learning methods, including architectures such as Transformers, RNNs, and CNNs, and related models used for sequence, image, graph, or multimodal data. Demonstrated experience
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Framework (IMF) based on ISO 81346, the research proposes the extension of IMF with an explicit temporal aspect, enabling time-aware system modeling and the creation of a unified system knowledge graph