使用压电传感器和深度学习的实时混凝土强度监测
Guangshuai Han1, Yen-Fang Su1,2, Rui He1
1Lyles School of Civil and Construction Engineering, Purdue University, West Lafayette, IN, USA.
Nature communications
|December 12, 2025
概括
本研究引入了人工智能驱动的传感器,用于实时混凝土测试,取代了过时的方法. 这一进步提高了结构性监控的准确性和自动化,以实现弹性基础设施.
科学领域:
- 土木工程 土木工程是指土木工程.
- 材料科学 材料科学 材料科学
- 人工智能的人工智能
背景情况:
- 传统的混凝土测试方法已经有100多年的历史,劳动密集型,不可靠.
- 现有的技术往往需要进行破坏性测试或人工干预,从而限制了效率.
- 需要先进的,自动化的,非破坏性的方法来进行具体的绩效评估.
研究的目的:
- 开发和验证人工智能驱动的实时系统,实地监测混凝土结构.
- 用可扩展的,自动化的解决方案取代传统的,劳动密集的混凝土测试.
- 提高土木工程中的结构健康监测的准确性和可靠性.
主要方法:
- 压电传感器与人工智能 (AI) 集成,用于基础设施传感.
- 利用深度学习模型来分析来自传感器的机电阻抗信号.
- 实时数据分析用于现场监测具体结构条件.
主要成果:
- 与标准压缩测试 (ASTM C39) 相比,人工智能驱动的系统显示预测错误约为15%.
- 该系统在四个大型高速公路建设项目中成功验证.
- 该技术可进行非破坏性测试,不需要手动干预.
结论:
- 开发的系统为智能基础设施传感提供了可扩展和准确的方法.
- 这种方法使得混凝土结构的测试和监测远远超出了传统的限制.
- 通过集成智能传感,这些发现为更具弹性和可持续的民用基础设施铺平了道路.
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