Biological Extraction Clustering for Interconnection-Based Cryptographic Keys

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Solution Overview

Problem

Biological tendencies are often complex and seemingly unrelated, leading to a lack of effective grouping mechanisms that can correlate and categorize them appropriately.

Innovation Solution

A method and system for generating cryptographic keys associated with biological extraction clusters using a processor and memory to receive, classify, and generate interconnection metrics through a metric machine learning model, enabling the creation of cluster keys based on biological extraction clusters.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Adaptability or versatility

If biological extractions are classified into clusters using traditional methods, then the grouping mechanism is simple, but the ability to correlate complex and seemingly unrelated biological tendencies is insufficient

Engineering Contradiction:

Improveability to correlate biological tendenciesVSAvoidcomplexity of grouping mechanism

Core Design Contradiction:

Adaptability or versatilityVSDevice complexity

Solution Approach 1:

The patent introduces an interconnection metric as an intermediary that quantifies relationships between biological extraction clusters. This metric serves as a mediator that enables the system to correlate complex biological tendencies by measuring their interconnections, thereby resolving the contradiction between handling complexity and maintaining effectiveness.

Inventive Principle:

Principle #24Intermediary (Mediator)

Solution Approach 2:

The patent transforms the classification problem by introducing a new parameter - the interconnection metric - that captures relationships between clusters. By changing from simple categorical classification to metric-based classification that incorporates interconnection measurements, the system gains the ability to correlate complex biological tendencies while maintaining a structured approach.

Inventive Principle:

Principle #35Parameter changes

2Productivity

If cryptographic keys are generated for each individual biological extraction, then data security is maintained, but the system becomes inefficient and fails to leverage relationships between related biological data

Engineering Contradiction:

Improveefficiency of cryptographic systemVSAvoiddata security

Core Design Contradiction:

ProductivityVSReliability

Solution Approach 1:

The patent merges multiple individual cryptographic keys into a single cluster key that represents an entire group of related biological extractions. By combining the security mechanisms at the cluster level rather than the individual level, the system achieves both improved efficiency (fewer keys to manage) and maintained security (through the interconnection metric that verifies cluster integrity).

Inventive Principle:

Principle #5Merging (Combining)

Solution Approach 2:

The cluster key serves multiple functions: it provides security for all biological extractions within the cluster, enables efficient data access and sharing, and maintains the ability to verify relationships between biological tendencies. This multi-functional approach resolves the contradiction by making the cryptographic system both efficient and secure.

Inventive Principle:

Principle #6Universality (Multi-functionality)

3Ease of operation

If biological extractions are grouped into clusters, then data organization is improved, but the ability to maintain secure cryptographic access to the grouped data becomes challenging

Engineering Contradiction:

Improvedata organizationVSAvoidcryptographic key management

Core Design Contradiction:

Ease of operationVSDevice complexity

Solution Approach 1:

The patent extracts the cryptographic key management complexity from the individual biological extraction level and places it at the cluster level. By taking out the key generation and management functions and applying them to clusters rather than individuals, the system simplifies data organization while maintaining security through a more manageable key structure.

Inventive Principle:

Principle #2Taking out (Extraction)

Data Source

PatentUS12413403B2Method and system for generating cryptographic keys associated with biological extraction data

Publication Date: 2025.09.09 KPN INNOVATIONS LLC

AI summary

An apparatus for generating cryptographic keys associated with a biological extraction is disclosed. The apparatus includes at least a processor and a memory communicatively connected to the at least a processor. The memory instructs the processor to receive a plurality of biological extractions from a plurality of users. The memory instructs the processor to classify each of the plurality of biological extractions to a plurality of biological extraction clusters. The memory instructs the processor to generate an interconnection metric as a function of a comparison between the plurality of biological extraction clusters. The memory instructions the processor to generate an interconnection metric as a function of a comparison between the plurality of biological extraction clusters using a metric machine learning model. The memory instructs the processor to generate a cluster key associated with the interconnection metric and a biological extraction cluster of the plurality of biological extraction clusters.