Adaptive Interface Proficiency Index Calculation
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Solution Overview
Problem
Existing operator manipulation interfaces do not dynamically adapt to the proficiency level of users, potentially leading to errors even in skilled operators, as they require pre-defined interfaces based on static measures of skill level and manipulation speed.
Innovation Solution
An adaptive interface providing apparatus that calculates a proficiency index from user manipulation logs and generates interfaces tailored to individual proficiency levels, providing support for understanding, accuracy, and efficiency based on the calculated index.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Adaptability or versatility
If a static interface is provided to all operators, then device complexity is reduced and ease of manufacture is improved, but adaptability to different skill levels deteriorates and work efficiency is compromised
Solution Approach 1:
The interface dynamically adapts to the operator's skill level by automatically adjusting its complexity based on real-time analysis of manipulation logs. The system transitions from a static interface to a dynamic one that evolves with the operator's proficiency, providing simpler interfaces for beginners and more advanced features for experts without requiring manual configuration.
Solution Approach 2:
The system performs self-analysis of manipulation logs to automatically determine the operator's skill level and select the appropriate interface configuration. This self-service mechanism eliminates the need for manual interface configuration by administrators and enables automatic adaptation to individual operator needs.
2Adaptability or versatility
If pre-defined interfaces are used for different skill levels, then ease of operation is improved for specific groups, but adaptability to individual operators deteriorates
Solution Approach 1:
The system automatically analyzes each operator's manipulation logs to determine their skill level and select the most appropriate interface configuration. This self-service approach eliminates manual interface preparation and assignment, allowing the system to automatically adapt to individual operators without requiring administrative intervention.
Solution Approach 2:
The interface configuration parameters are dynamically changed based on the operator's skill level derived from manipulation log analysis. The system adjusts interface parameters such as information density, automation level, and guidance provision to match the individual operator's capabilities, moving away from fixed pre-defined interfaces.
3Measurement precision
If manipulation logs are analyzed in real-time to determine skill level, then measurement precision of operator proficiency is improved, but use of energy and processing resources increases
Solution Approach 1:
The system analyzes only the necessary portions of manipulation logs required to determine skill level, rather than processing all possible data. By focusing on key manipulation patterns and metrics, the system achieves accurate proficiency measurement while minimizing processing resource consumption and energy usage.
Data Source
AI summary
There is provided an adaptive interface providing apparatus which has a manipulation unit for receiving a request from a user and provides an interface to be displayed on the manipulation unit that comprises a proficiency index calculating unit configured to calculate a proficiency index of the user based on a manipulation log of the user; and an interface providing unit configured to generate an interface suitable for the user based on a manipulation log of each user and the proficiency index and to display the interface on the manipulation unit.