从日本消费品叙事伤害数据构建伤害过程,使用基于本体学的方法
Xiaodong Feng1, Kun Zhang2, Fang Jiang3
1Department of Information Science and Control Engineering, Nagaoka University of Technology, Niigata, Japan.
概括
这项研究引入了一个本体学来绘制伤害因果关系,增强意外学习和预防. 新模型提供了机器可解释的损伤过程的理解.
科学领域:
- 生物医学信息学 生物医学信息学
- 伤害科学 伤害科学
- 事故分析 事故分析
背景情况:
- 有效的意外学习和预防依赖于了解伤害机制.
- 目前的伤害数据框架缺乏因果关系分析,限制了理解.
- 因果关系对于完全了解损伤过程至关重要.
研究的目的:
- 扩大伤害数据 (DFID) 的描述框架,将事故因果模型纳入其中.
- 开发伤害过程描述本体 (IPD-Onto) 以对伤害因果关系进行全面分析.
- 为了使受伤过程的机器可解释性.
主要方法:
- 伤害数据描述框架 (DFID) 得到了事故因果模型的扩展.
- 使用斯坦福大学的七步方法建立了一个损伤过程描述本体 (IPD-Onto).
- IPD-Onto被划分为五个统一的类别,其中对象属性定义了受伤过程.
主要成果:
- 开发的IPD-Onto提供了伤害病例的统一分类.
- 本体学捕捉了伤害因素之间的因果关系.
- 通过使用本体学,Protégé DL的查询证实了受伤过程的机器解释性.
结论:
- 基于本体学的方法增强了伤害过程的描述和解释.
- 这种方法有助于更深入地理解伤害是如何发生的.
- IPD-Onto使人类专家和计算机能够有效地解释伤害机制.
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