Network Node Memory Configuration for Distributed Workload Utilization

Resolve Bottlenecks,
Find Innovative SolutionsGenerate Solutions

Solution Overview

Problem

Existing technologies fail to efficiently determine optimal memory resource configuration for network nodes in distributed computing environments, expose confidential information in task logs, and detect anomalies in blockchain transactions, leading to suboptimal performance and security risks.

Innovation Solution

A system and method for determining memory resource configuration, detecting and obfuscating confidential information in task logs, and updating a blockchain ledger based on detected anomalies, using a processor and memory to optimize memory utilization, secure sensitive data, and enhance transaction integrity.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Ease of operation

If default memory resource configuration is used for network nodes, then system complexity is reduced and ease of operation is improved, but memory resource utilization becomes suboptimal and productivity decreases

Engineering Contradiction:

Improveease of configuring network nodesVSAvoidmemory resource utilization

Core Design Contradiction:

Ease of operationVSProductivity

Solution Approach 1:

The system automatically monitors memory resource usage patterns and dynamically adjusts memory allocation for network nodes without manual intervention. The memory management system self-configures optimal memory categories (heap, stack, data segments) based on real-time workload analysis, eliminating the need for manual configuration while maximizing memory utilization efficiency.

Inventive Principle:

Principle #25Self-service

Solution Approach 2:

The memory resource configuration is made dynamic rather than static. The system continuously adapts memory allocation based on changing workload demands, adjusting memory categories and allocation strategies in real-time to match actual usage patterns, thereby improving productivity while maintaining ease of operation through automated management.

Inventive Principle:

Principle #15Dynamics

2Productivity

If task logs are processed without obfuscation, then processing speed and productivity are improved, but confidential information is exposed and security reliability deteriorates

Engineering Contradiction:

Improvetask log processing efficiencyVSAvoidinformation security

Core Design Contradiction:

ProductivityVSReliability

Solution Approach 1:

Confidential information is obfuscated before task logs are processed or stored. The system performs preliminary redaction of sensitive data (personal information, credentials, proprietary data) prior to any processing operations, ensuring that productivity is maintained while security reliability is protected through advance preparation.

Inventive Principle:

Principle #10Preliminary action

Solution Approach 2:

An intermediary obfuscation layer is introduced between the task log processing system and confidential information. This intermediary component automatically identifies and masks sensitive data while allowing legitimate processing to continue, thereby maintaining processing efficiency without compromising security.

Inventive Principle:

Principle #24Intermediary (Mediator)

3Reliability

If blockchain transactions are verified with extensive anomaly detection, then transaction reliability is improved, but processing time increases and productivity decreases

Engineering Contradiction:

Improveblockchain transaction integrityVSAvoidtransaction processing speed

Core Design Contradiction:

ReliabilityVSProductivity

Solution Approach 1:

The system performs partial anomaly detection by focusing on the most critical and common anomaly patterns rather than exhaustive verification of all possible anomalies. This selective approach maintains high transaction reliability for the most significant risks while reducing processing time and improving overall productivity.

Inventive Principle:

Principle #16Partial or excessive action

Solution Approach 2:

Traditional mechanical anomaly detection methods are replaced with intelligent algorithms that can quickly identify suspicious patterns. The system uses automated analysis and pattern recognition to verify transaction integrity faster than manual or traditional methods, thereby improving both reliability and productivity simultaneously.

Inventive Principle:

Principle #28Mechanics substitution (Replace mechanical system)

Data Source

PatentUS12536041B2System and method for determining memory resource configuration for network nodes to operate in a distributed computing network

Publication Date: 2026.01.27 BANK OF AMERICA CORP

AI summary

A system accesses historical tasks. The system determines historical memory resources used to execute each historical task. the historical memory resources are associated with memory categories. The system determines total historical memory resources allocated for each memory category. The system determines memory resource utilization in executing each historical task. The system determines that the memory resource utilization is not optimal. In response, the system determines a memory resource configuration that yields memory resource utilization more than a threshold percentage. The system configures network nodes according to the determined memory resource configuration to execute tasks.