Network Manipulation Detection via Integer Array Classification

Solution Overview

Problem

Excessive network transmissions of network traffic data can lead to inefficient bandwidth utilization and processing delays, especially when dealing with manipulated or fraudulent digital components that complicate data routing and quality of response.

Innovation Solution

A data processing system that includes a manipulation detection component to identify and restrict the transmission of manipulated digital components by converting character arrays into integers using a dictionary, classifying them, and determining whether to include them in responses based on classification, thereby improving network efficiency and reducing computational power consumption.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Productivity

If all digital component objects are transmitted without filtering, then complete content delivery is achieved, but network bandwidth utilization becomes inefficient and processing capacity is overwhelmed

Engineering Contradiction:

Improvenetwork efficiencyVSAvoidbandwidth utilization

Core Design Contradiction:

ProductivityVSLoss of energy

Solution Approach 1:

The system performs preliminary classification of digital component objects before transmission by converting their character representations into integer arrays and analyzing sequences. This pre-filtering approach identifies and excludes manipulated content before it enters the network transmission pipeline, preventing wasteful use of bandwidth and processing resources on fraudulent content while ensuring legitimate content is transmitted efficiently

Inventive Principle:

Principle #10Preliminary action

2Loss of energy

If digital component objects are classified and filtered before transmission, then network bandwidth utilization improves, but device complexity increases due to additional processing components

Engineering Contradiction:

Improvebandwidth utilizationVSAvoidprocessing complexity

Core Design Contradiction:

Loss of energyVSDevice complexity

Solution Approach 1:

The system transforms the character representation of digital component objects into integer arrays, changing the parameter format from textual to numerical. This parameter transformation enables efficient sequence analysis and classification algorithms to operate on the data, facilitating automated detection of manipulated content without requiring complex manual review processes, thus improving bandwidth utilization while keeping processing complexity manageable

Inventive Principle:

Principle #35Parameter changes

3Reliability

If manipulated digital components are transmitted, then complete response generation is achieved, but data routing becomes complicated and response quality degrades

Engineering Contradiction:

Improveresponse qualityVSAvoiddata routing complexity

Core Design Contradiction:

ReliabilityVSDevice complexity

Solution Approach 1:

The system performs preliminary classification of digital component objects before transmission by converting their character representations into integer arrays and analyzing sequences. This pre-filtering approach identifies and excludes manipulated content before it enters the network transmission pipeline, preventing wasteful use of bandwidth and processing resources on fraudulent content while ensuring legitimate content is transmitted efficiently

Inventive Principle:

Principle #10Preliminary action

Data Source

PatentEP3661158B1Restrict transmission of manipulated content in a networked environment

Publication Date: 2024.09.25 GOOGLE LLC

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AI summary

Systems and methods of the present disclosure relate generally to a data processing system that identifies possibly manipulated or fraudulent digital components in a computer network environment. The data processing system can improve the efficiency and effectiveness of data packet (or other protocol based) transmission over one or more computer networks by, for example, preventing or reducing the number of manipulated or fraudulent digital component transmissions.