Defense & Aerospace — Knowledge Extraction from Technical and Regulatory Documents

Overview

The purpose of this DAG is to extract critical information from technical and regulatory documents within the Defense & Aerospace industry, leveraging Named Entity Recognition (NER) and taxonomy classification techniques. The data sources include technical manuals, regulatory compliance documents, and Standard Operating Procedures (SOPs). The ingestion pipeline begins with the collection of these documents, followed by preprocessing steps such as text normalization and tokenization. The processi

The purpose of this DAG is to extract critical information from technical and regulatory documents within the Defense & Aerospace industry, leveraging Named Entity Recognition (NER) and taxonomy classification techniques. The data sources include technical manuals, regulatory compliance documents, and Standard Operating Procedures (SOPs). The ingestion pipeline begins with the collection of these documents, followed by preprocessing steps such as text normalization and tokenization. The processing steps involve applying NER algorithms to identify and categorize key entities, followed by indexing the extracted data into a hybrid search engine for efficient retrieval. Quality control measures are implemented to ensure the accuracy and relevance of the extracted information, including regular audits and updates of the indexed data. The outputs of this DAG include a searchable knowledge base, updated SOPs, and playbooks that reflect the latest compliance requirements. Monitoring KPIs such as extraction accuracy, retrieval speed, and user engagement metrics are established to assess the effectiveness of the system. The business value lies in enhanced decision-making capabilities, improved compliance adherence, and streamlined operational workflows, ultimately leading to increased efficiency and reduced risk in the Defense & Aerospace domain.

Part of the Supply/Demand Forecast solution for the Defense & Aerospace industry.

Use cases

• Improves compliance with regulatory standards and requirements
• Enhances operational efficiency through streamlined workflows
• Reduces risk by maintaining up-to-date information
• Increases accessibility of critical knowledge for stakeholders
• Supports informed decision-making in defense operations