Evaluation framework for domain-specific digital twin platforms

As digital twin (DT) applications continue to proliferate across diverse industries, a noticeable gap exists in the availability of evaluation methods or frameworks to aid in the selection and development of DT platforms, particularly for Domain-Specific applications. To address this gap, this paper proposes a comprehensive evaluation framework for DT platforms, with a focus on Domain-Specific applications. The framework uses the Best-Worst Method and Fuzzy Comprehensive Evaluation method (BWM-FCE) to assess the performance, user experience, and economic effects of DT platforms. The proposed framework is applied to a case study of a high-speed train DT platform and compared with other evaluation methods AHP(Analytic Hierarchy Process) and BWM-SPA (Best-Worst Method-Set Pair Analysis). The results demonstrate the feasibility and effectiveness of the proposed framework and highlight its potential for guiding the development and selection of DT platforms for Domain-Specific applications.

Authors

Institutions

Publication Details

Journal
Scientific Reports
Published
2025-03-27
DOI
https://doi.org/10.1038/s41598-024-82154-8
Citations
9
Primary Topic
Digital Transformation in Industry
Type
article
Field-Weighted Citation Impact
11.18

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Evaluation framework for domain-specific digital twin platforms

Jianjun Zhang, Zhao Tang, Dayuan Zhuang
9 citations
Scientific Reports
Digital Transformation in Industry
11.18
article

Evaluation framework for domain-specific digital twin platforms

Jianjun Zhang, Zhao Tang, Dayuan Zhuang
article en
9 citations

Abstract

As digital twin (DT) applications continue to proliferate across diverse industries, a noticeable gap exists in the availability of evaluation methods or frameworks to aid in the selection and development of DT platforms, particularly for Domain-Specific applications. To address this gap, this paper proposes a comprehensive evaluation framework for DT platforms, with a focus on Domain-Specific applications. The framework uses the Best-Worst Method and Fuzzy Comprehensive Evaluation method (BWM-FCE) to assess the performance, user experience, and economic effects of DT platforms. The proposed framework is applied to a case study of a high-speed train DT platform and compared with other evaluation methods AHP(Analytic Hierarchy Process) and BWM-SPA (Best-Worst Method-Set Pair Analysis). The results demonstrate the feasibility and effectiveness of the proposed framework and highlight its potential for guiding the development and selection of DT platforms for Domain-Specific applications.

Scientific ReportsVol. 15(1)
Southwest Jiaotong University (CN), Bournemouth University (GB)
National Natural Science Foundation of China
Openalex Percentile: Top 2%
Digital Transformation in Industry
11.18
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Evaluation framework for domain-specific digital twin platforms — Jianjun Zhang, Zhao Tang, et al. · Scientific Reports (2025) | TGRS Research Map | TGRS