Defense & Aerospace — Technical Knowledge Extraction and Structuring Pipeline

Overview

The primary purpose of this DAG is to extract and structure technical knowledge from various internal sources, including documents and databases, within the Defense and Aerospace sector. It utilizes Named Entity Recognition (NER) and taxonomy techniques to identify and categorize relevant information efficiently. The ingestion pipeline begins with the collection of data from multiple sources, such as technical manuals, research papers, and internal databases. Once ingested, the data undergoes se

The primary purpose of this DAG is to extract and structure technical knowledge from various internal sources, including documents and databases, within the Defense and Aerospace sector. It utilizes Named Entity Recognition (NER) and taxonomy techniques to identify and categorize relevant information efficiently. The ingestion pipeline begins with the collection of data from multiple sources, such as technical manuals, research papers, and internal databases. Once ingested, the data undergoes several processing steps, including entity recognition, categorization, and organization into a knowledge graph. This graph not only facilitates easy retrieval of information but also supports advanced analytics for anomaly detection and fraud prevention. Quality control measures are implemented at each stage to ensure the accuracy and reliability of the extracted information, which is critical in the defense context. The final outputs are made accessible through a business portal, allowing stakeholders to search and retrieve structured knowledge seamlessly. Monitoring KPIs, such as extraction accuracy and retrieval speed, are established to evaluate the system's performance continuously. By providing structured access to technical knowledge, this DAG adds significant business value by enhancing decision-making capabilities, improving operational efficiency, and reducing the risk of fraud and anomalies in defense operations.

Part of the Fraud & Anomaly Analytics solution for the Defense & Aerospace industry.

Use cases

• Improves decision-making with structured technical insights
• Reduces operational risks through accurate data extraction
• Increases efficiency in accessing critical information
• Enhances collaboration among defense personnel
• Supports compliance with industry regulations and standards