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arXiv 2608.20539cs.CYcs.AIcs.HC

ExploraTwin:一个用于数字孪生模拟的非营利研究平台

ExploraTwin, a Non-Profit Research Platform for Digital Twin Simulations

Naveen Venkat, Yuchen Qiu, Tianyi Peng, George Gui, Olivier Toubia

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中文总结 AI 辅助

本研究推出非营利数字孪生模拟平台ExploraTwin,支持调查与小组模式,开发了标准化数据格式CroissantTwin,复现数据集实验验证其调查执行保真度达99.6%,降低了相关研究的测试部署门槛。

中文摘要 AI 辅助

数字孪生模拟具有应用前景,但现有实证证据表明,该方法在特定场景部署前需经过测试。为降低研究人员和从业者测试与部署数字孪生模拟的门槛,本简短评论介绍了ExploraTwin(https URL),这是一个开放获取的非营利数字孪生调查模拟研究平台。ExploraTwin支持两种模式:在调查模式下,研究人员可上传Qualtrics调查文件或在平台内创建调查;选择可用的数字孪生样本;配置并运行模拟,导出可用于分析的数据。在小组模式下,研究人员可组合一小群孪生体进行开放式对话、文档标注以及由主持人引导的焦点小组式语音讨论。我们还开发了CroissantTwin,这是一种用于向平台添加数字孪生样本的标准化数据格式。我们通过使用该平台复现Twin-2K-500数据集中的19项数字孪生实验,展示了调查模式的工作流程。ExploraTwin的调查执行保真度很高:197000个答案单元中,99.6%在首次运行时返回了结构有效的响应。

英文摘要

Digital twin simulations show promise, but current empirical evidence suggests that the approach should be tested before being deployed in any particular context. To lower the friction for researchers and practitioners to test and deploy digital twin simulations, this brief commentary introduces ExploraTwin (https://exploratwin.org), an open-access, non-profit research platform for digital twin survey simulations. ExploraTwin supports two modes. In survey mode, researchers can upload a Qualtrics survey file or create a survey within the platform; select an available sample of digital twins; configure and run the simulation, and export analysis-ready data. In panel mode, researchers can assemble a small group of twins for open-ended conversations, document annotation, and moderated, focus-group-style voice discussions. We also developed CroissantTwin, a standardized data format for adding samples of digital twins to the platform. We demonstrate the survey mode workflow by using the platform to replicate 19 experiments on digital twins from the Twin-2K-500 dataset. ExploraTwin's survey execution fidelity is high: 99.6% of 197,000 answer units returned a structurally valid response on the first run.

发表机构

  • Columbia University(哥伦比亚大学)
  • Columbia Business School(哥伦比亚商学院)

机构由 AI 辅助整理,请以论文原文为准。

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