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Naveed Farooz Marazi

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Preprint Aug 2026

RAG-Based Auto-Configuration for Industrial Fieldbus Devices

SysName, a production-oriented pipeline that automates device configuration end-to-end for Modbus RTU, OPC-UA, Profibus DP, and CANopen, builds a hybrid dense-sparse retrieval index augmented by an ontology graph derived from ECLASS, AAS, and SOSA/SSN, using a BGE-M3 encoder with a cross-encoder reranker to surface relevant manual passages.

A. Ganie, Saad Ezzini, Naveed Farooz Marazi · 0 citations