Dual-Module Label Architecture for Manufacturing Profile Recommendations

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Solution Overview

Problem

Existing enterprise service platforms in the manufacturing industry struggle to build effective customer profiles due to diverse customer needs, leading to inadequate service provision.

Innovation Solution

A label architecture building system and method that includes a task profile label building module and a user profile label building module to perform data mining and generate label architectures, enhancing the efficiency and accuracy of profile building.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Adaptability or versatility

If current profile building methods are used in the manufacturing industry, then the enterprise service platform can provide basic services, but the profiles cannot effectively meet diverse customer needs due to wide range of customer types and diverse needs

Engineering Contradiction:
Improveprofile effectiveness for diverse customer needsVSAvoidservice quality
Core Design Contradiction:
Adaptability or versatilityVSReliability

Solution Approach 1:

The patent segments the profile building process into two distinct modules: task profile label building module and user profile label building module. The task profile module handles industry-specific manufacturing tasks and workflows, while the user profile module handles individual user characteristics and behaviors. This segmentation allows each module to specialize in specific aspects, improving overall profile effectiveness for diverse customer needs while maintaining reliable service delivery.

Inventive Principle:
Principle #1Segmentation

2Productivity

If traditional data processing methods are used, then the system structure remains simple, but the efficiency of building label architecture and accuracy of profiles are insufficient

Engineering Contradiction:
Improveefficiency of building label architectureVSAvoidaccuracy of profiles
Core Design Contradiction:
ProductivityVSMeasurement precision

Solution Approach 1:

The patent introduces an intermediary data mining process between the input data and the profile output. The task profile label building module and user profile label building module both perform data mining operations on their respective inputs, extracting meaningful labels and features. This intermediary processing layer significantly improves both the efficiency of building label architecture and the accuracy of profiles by systematically transforming raw data into structured, actionable profile information.

Inventive Principle:
Principle #24Intermediary (Mediator)

3Adaptability or versatility

If a single profile building approach is used, then the system is easy to operate, but it cannot adapt to the special needs of the manufacturing industry

Engineering Contradiction:
Improveadaptability to manufacturing industry needsVSAvoidsystem structure
Core Design Contradiction:
Adaptability or versatilityVSDevice complexity

Solution Approach 1:

The patent creates a universal dual-module profile building system that can handle both task-specific and user-specific data processing. The task profile label building module and user profile label building module work together in a standardized framework, allowing the system to adapt to manufacturing industry needs through configurable input data while maintaining a consistent operational structure. This multi-functional design enables the system to serve diverse manufacturing scenarios without requiring fundamental structural changes.

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

Data Source

PatentUS12602391B2Label architecture building system and label architecture building method
Publication Date: 2026.04.14 DATA SYST CONSULTING
  • US12602391B2 patent drawing
  • US12602391B2 patent drawing
  • US12602391B2 patent drawing

AI summary

A label architecture building system and a label architecture building method are provided. The label architecture building system includes a storage device and a processor. The processor executes a plurality of modules in the storage device. A task profile label building module performs data mining according to task and user information in an enterprise system to generate task label data and builds a task profile label architecture according to the task label data. A user profile label building module performs data mining according to user information in the enterprise system to generate user label data and builds a user profile label architecture according to the user label data, so that a recommendation system provides recommendation information according to input information, the task profile label architecture, and the user profile label architecture. The efficiency of building the label architecture and the accuracy of the profile are accordingly improved.