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Storing Combustion Data Experiments: New Requirements Emerging from a First Prototype Position Paper

机译：存储燃烧数据实验：第一份原型立场文件中提出的新要求

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摘要

Repositories for scientific and scholarly data are valuable resources to share, search, and reuse data by the community. Such repositories are essential in data-driven research based on experimental data. In this paper we focus on the case of combustion kinetic modeling, where the goal is to design models typically validated by means of comparisons with a large number of experiments. In this paper, we discuss new requirements emerging from the analysis of an existing data collection prototype and its associated services. New requirements, elaborated in the paper, include the acquisition of new experiments, the automatic discovery of new sources, semantic exploration of information and multi-source integration, the selection of data for model validation. These new requirements set the need for a new representation of scientific data and associated metadata. This paper describes the scenario, the requirements and outlines an initial architecture to support them.
机译：科学和学术数据的存储库是社区共享，搜索和重用数据的宝贵资源。这样的存储库在基于实验数据的数据驱动研究中至关重要。在本文中，我们着重于燃烧动力学建模的情况，其目的是设计通常通过与大量实验进行比较来验证的模型。在本文中，我们讨论了对现有数据收集原型及其相关服务的分析提出的新要求。本文详细阐述了新的要求，包括获取新的实验，自动发现新的资源，信息的语义探索和多源集成，选择用于模型验证的数据。这些新要求提出了对科学数据和相关元数据的新表示形式的需求。本文描述了场景，需求并概述了支持它们的初始架构。

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  • 来源
  • 会议地点 Perth(AU)
  • 作者

    Gabriele Scalia; Matteo Pelucchi; Alessandro Stagni; Tiziano Faravelli; Barbara Pernici;

  • 作者单位

    Department of Electronics, Information and Bioengineering, Politecnico di Milano,Milan, Italy;

    Department of Chemistry Materials, and Chemical Engineering Giulio Natta, Politecnico di Milano, Milan, Italy;

    Department of Chemistry Materials, and Chemical Engineering Giulio Natta, Politecnico di Milano, Milan, Italy;

    Department of Chemistry Materials, and Chemical Engineering Giulio Natta, Politecnico di Milano, Milan, Italy;

    Department of Electronics, Information and Bioengineering, Politecnico di Milano,Milan, Italy;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Experimental data; Explorative approaches Combustion modeling;

    机译：实验数据;探索性方法燃烧建模;

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