Design of an intelligent engine for monitoring, anomaly detection, and predictive analysis of petrochemical market textual data using fine-tuned native language models and a RAG architecture, with the aim of transforming unstructured information into analyzable data and enabling faster decision-making.
Diversity of textual formats, the complexity of specialized petrochemical terminology, high data volumes and the need for real-time processing, limited access to data sources and crawler blocking, as well as multilingual requirements (Persian/English).
Fine-tuning a language model on industry-specific data, utilizing a RAG architecture for semantic search, automated data crawling and aggregation, knowledge graph construction, and development of an analytical dashboard with real-time alerts.
The project deliverables include a web-based dashboard, a proprietary native language model, a structured database (PetroDB), and technical documentation for obtaining knowledge-based company certification and R&D tax credits.
Jey Oil Refining Company
Design and development of magnetoactive nanoceramic coatings to inhibit the nucleation and growth of coke deposits in process equipment used in bitumen-producing refineries. Through surface engineering, these coatings prevent the initial adhesion of coke, thereby enhancing equipment efficiency and extending its service life.
Jey Oil Refining Company
Design and manufacture of an industrial turbo-compressor to supply combustion chamber air and plant compressed air by utilizing the heat generated from the combustion of excess gas. The key innovation is the elimination of the power turbine rotor and the splitting of the hot gas flow upstream of the gas-generator turbine inlet, which reduces costs while increasing aerodynamic loading.
Jey Oil Refining Company
Design and fabrication of a compact heat exchanger for preheating the compressed air supplied to the oxidation reactor from 90°C to 200°C, using direct flame heat and combustion products from excess gas. The heat exchanger is installed in the excess-gas burner wall and fabricated from A516 steel plate with minimized welding requirements.