The Design of a Management System Maturity Assessment Model Based on Information Entropy

Conventional management system maturity assessment model is based on the relative importance analysis of hierarchical factors, yet the assessment results are not ideal. Therefore, a management system maturity assessment model based on information entropy is designed. The maturity assessment of management system contains initial, repeatable, standardized, manageable and excellent levels, which are characterized to ensure the accuracy of the subsequent assessment. By introducing information entropy as the loss function, the model can more accurately measure and evaluate the loss, and use cross entropy as the loss function to meet the performance optimization requirements of the model. Comparison experiments are conducted to verify that the model has better performance and can be applied in real life.

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Publication Details

Published
2024-12-13
DOI
https://doi.org/10.1109/icftic64248.2024.10912946
Primary Topic
Technology Assessment and Management
Type
article
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article

The Design of a Management System Maturity Assessment Model Based on Information Entropy

Jiayin Yu, Jiang Jiang, Binkai Ha
Technology Assessment and Management
article

The Design of a Management System Maturity Assessment Model Based on Information Entropy

Jiayin Yu, Jiang Jiang, Binkai Ha
article en

Abstract

Conventional management system maturity assessment model is based on the relative importance analysis of hierarchical factors, yet the assessment results are not ideal. Therefore, a management system maturity assessment model based on information entropy is designed. The maturity assessment of management system contains initial, repeatable, standardized, manageable and excellent levels, which are characterized to ensure the accuracy of the subsequent assessment. By introducing information entropy as the loss function, the model can more accurately measure and evaluate the loss, and use cross entropy as the loss function to meet the performance optimization requirements of the model. Comparison experiments are conducted to verify that the model has better performance and can be applied in real life.

China Southern Power Grid (China) (CN)
Climate action
Openalex Percentile: Top 66%
Technology Assessment and Management
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