Network Device Workload Reduction via Application Classification

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Solution Overview

Problem

Existing computing environments face challenges in optimizing network device performance under conditions such as component failure or overheating, which can lead to reduced operational capacity and potential data loss.

Innovation Solution

A computer-implemented method that allows a network device to determine if it has a defined condition, such as a component failure or overheating, and then selectively reduce workload through specific ports based on application classifications and location, thereby optimizing continued operation.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Productivity

If the network device continues to operate under defined conditions such as component failure or overheating, then operational capacity is maintained, but reliability deteriorates due to potential data loss and device failure

Engineering Contradiction:
Improveoperational capacityVSAvoiddevice reliability
Core Design Contradiction:
ProductivityVSReliability

Solution Approach 1:

The network device dynamically adjusts its operational state based on detected conditions. When overheating or component failure is detected, the system transitions from full operation to selective operation, dynamically modifying workload distribution across ports based on real-time device state and application priorities

Inventive Principle:
Principle #15Dynamics

Solution Approach 2:

The system prepares compensatory measures in advance by maintaining application classifications and priority levels before failures occur. When failures are detected, these pre-established classifications enable immediate workload redistribution without service interruption, cushioning the impact on reliability

Inventive Principle:
Principle #11Beforehand cushioning (Prior cushioning)

2Reliability

If workload is reduced through all ports of the network device under defined conditions, then device reliability is improved, but productivity deteriorates due to loss of operational capacity for all applications

Engineering Contradiction:
Improvedevice reliabilityVSAvoidoperational capacity
Core Design Contradiction:
ReliabilityVSProductivity

Solution Approach 1:

The system applies different quality levels of service to different ports based on local conditions. Instead of uniformly reducing workload across all ports, the network device selectively reduces workload only on ports handling lower-priority applications while maintaining full capacity for ports handling higher-priority applications, creating local variations in service quality

Inventive Principle:
Principle #3Local quality

Solution Approach 2:

The system segments applications into different classifications (e.g., high-priority, low-priority) and segments port workload reduction accordingly. This segmentation allows the network device to treat different ports differently based on their associated application priorities, reducing workload selectively rather than uniformly

Inventive Principle:
Principle #1Segmentation

3Productivity

If the network device selectively reduces workload based on application classifications, then productivity is maintained for high-priority applications, but device complexity increases due to classification and selective reduction mechanisms

Engineering Contradiction:
Improveapplication performanceVSAvoidworkload management complexity
Core Design Contradiction:
ProductivityVSDevice complexity

Solution Approach 1:

The application classification mechanism serves multiple functions simultaneously: it enables priority-based workload management, supports dynamic port selection for workload reduction, and provides a framework for both normal and degraded operational modes. This multi-functionality reduces the need for separate complex control mechanisms

Inventive Principle:
Principle #6Universality (Multi-functionality)

Data Source

PatentUS12335146B2Dynamic, condition-based network device continuity optimization
Publication Date: 2025.06.17 INTERNATIONAL BUSINESS MACHINE CORPORATION
  • US12335146B2 patent drawing
  • US12335146B2 patent drawing
  • US12335146B2 patent drawing

AI summary

Condition-based, selective workload reduction through at least one port of a network device is provided. The process includes determining, by a network device of a computing environment, that the network device has a defined condition, and obtaining, by the network device, classifications of applications using the network device, where the classifications include multiple different application classifications. Further, the process includes reducing, by the network device, workload through at least one port of the network device based on determining that the network device has the defined condition. The reducing includes reducing workload through the at least one port of the network device of an application of a particular application classification of the multiple different application classifications, without reducing workload through a selected port of the network device of another application of a different application classification of the multiple different application classifications.