Blockchain Data Structure Classifiers for Near-Real-Time Anomaly Detection

The patent introduces a blockchain as an intermediary layer between data sources and analysis systems. The blockchain validates and stores data from multiple sources, providing a trusted foundation that reduces security risks associated with human error and data centralization, while the distributed nature of the system shares computational complexity across multiple nodes rather than concentrating it in a single complex system.

The patent replaces manual human analysis and centralized data processing with automated deep learning models and neural networks. This substitution eliminates human error in data interpretation and compliance tracking, while the computational complexity is distributed across multiple processing nodes rather than requiring a single complex mechanical system.

The patent implements pre-trained deep learning models and neural networks that are trained in advance on historical compliance data. These pre-trained models can immediately begin performing compliance tracking and anomaly detection without requiring extensive real-time training, thus reducing the computational resources and time needed during actual compliance operations while maintaining high productivity.

The system employs self-learning mechanisms where the neural networks continuously refine their anomaly detection capabilities by analyzing new data patterns. The system automatically identifies and adapts to evolving compliance requirements and supply chain anomalies without requiring manual retraining or significant ongoing computational intervention, thereby maintaining high productivity with reduced resource consumption.

The patent segments the centralized data access system into a distributed blockchain network where data is stored and validated across multiple nodes. This segmentation eliminates the single point of failure and reduces security risks associated with centralized data storage, while the blockchain provides standardized access protocols that maintain ease of operation through consistent query and retrieval mechanisms across the distributed network.

The blockchain acts as an intermediary layer that provides secure, standardized access to data from multiple sources. It maintains ease of operation by providing a uniform interface for data queries while simultaneously enhancing security through distributed validation and cryptographic protection, thereby eliminating the trade-off between operational convenience and security risks.