The multi-dimensional data interpretation framework integrates upside-down 3D laser scanning, SCADA sensor data analysis, and CFD simulation validation, tested on actual water treatment filters during backwash operations. The framework features non-invasi (IMAGE)

ELSP

The multi-dimensional data interpretation framework integrates upside-down 3D laser scanning, SCADA sensor data analysis, and CFD simulation validation, tested on actual water treatment filters during backwash operations. The framework features non-invasi

Caption

The multi-dimensional data interpretation framework integrates upside-down 3D laser scanning, SCADA sensor data analysis, and CFD simulation validation, tested on actual water treatment filters during backwash operations. The framework features non-invasive detection through geometric feature analysis and time-series pattern recognition, achieving reliable identification of subsurface structural defects. This system could be applied in smart water treatment facilities for automated filter health monitoring, predictive maintenance, and optimized backwash operations.

Credit

Pengkun Liu/Carnegie Mellon University, Jinghua Xiao/Circular Water Solution LLC, Pingbo Tang/Carnegie Mellon University,

Usage Restrictions

Credit must be given to the creator.

License

CC BY

Disclaimer: AAAS and EurekAlert! are not responsible for the accuracy of news releases posted to EurekAlert! by contributing institutions or for the use of any information through the EurekAlert system.