太阳屏:用于太阳能热系统的视觉故障检测
IEEE computer graphics and applications
|August 28, 2023
概括
这项研究介绍了SunScreen,这是一种用于分析太阳能热电厂传感器数据以检测故障的视觉框架. 虽然它的注释功能受到赞赏,但用户反表明可用性改进的空间.
科学领域:
- 工程 工程师 工程师 工程师
- 计算机科学 计算机科学
- 可再生能源是可再生能源的来源.
背景情况:
- 有效的故障检测对于太阳能热电厂的可靠运行至关重要.
- 目前的监测依赖于人员分析复杂的多变量,时间依赖的传感器数据.
- 现有的可视化工具通常无法完全支持用户工作流程或处理复杂的数据类型.
研究的目的:
- 介绍SunScreen,这是一个新的视觉框架,旨在探索太阳能热电厂中的传感器数据,异常和系统事件.
- 解决现有工具在管理多变量和时间依赖数据方面的局限性.
- 通过直观的数据探索和注释,增强监控人员的工作流程.
主要方法:
- 太阳屏视觉框架的开发.
- 集成用于探索传感器数据,自动检测异常和系统事件 (故障,服务) 的功能.
- 以用户为中心的评估,包括反收集和系统可用性量表 (SUS) 评估.
主要成果:
- 太阳屏允许用户探索多变量,时间依赖的传感器数据和相关事件.
- SunScreen的注释功能受到用户的特别好评.
- 虽然用户欣赏了该工具,但SUS评分表明,并没有完全满足所有可用性要求.
结论:
- 太阳屏提供了一种有价值的方法,用于可视化和探索复杂的数据,用于太阳能热电厂的故障检测.
- 该框架的注释功能增强了用户交互和数据分析.
- 需要进一步开发以优化系统的可用性并完全满足用户工作流程要求.
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