Screening Tool for Dam Hazard Potential Classification Using Machine Learning and Multiobjective Parameter Tuning

Author:

Kravits Jacob1ORCID,Kasprzyk Joseph2ORCID,Baker Kyri3,Andreadis Konstantinos4ORCID

Affiliation:

1. Dept. of Civil, Environmental, and Architectural Engineering, Univ. of Colorado Boulder, UCB 607, Boulder, CO 80309 (corresponding author). ORCID: .

2. Associate Professor, Dept. of Civil, Environmental, and Architectural Engineering, Univ. of Colorado Boulder, UCB 607, Boulder, CO 80309. ORCID: .

3. Assistant Professor, Dept. of Civil, Environmental, and Architectural Engineering, Univ. of Colorado Boulder, UCB 607, Boulder, CO 80309.

4. Assistant Professor, Dept. of Civil and Environmental Engineering, Univ. of Massachusetts Amherst, Amherst, MA 01003. ORCID: .

Publisher

American Society of Civil Engineers (ASCE)

Subject

Management, Monitoring, Policy and Law,Water Science and Technology,Geography, Planning and Development,Civil and Structural Engineering

Reference58 articles.

1. Aboelata M. and D. Bowles. 2008. “LIFESim: A tool for estimating and reducing life-loss resulting from dam and levee failures.” In Proc. Association of State Dam Safety Officials. State College PA: Penn State Univ.

2. Aboelata M. D. Bowles and M. McClelland. 2002. “GIS model for estimating dam failure life loss.” In Proc. 10th Engineering Foundation Conf. on Risk-Based Decision Making 126–145. Reston VA: ASCE. https://doi.org/10.1061/40694(2003)11.

3. Load-Capacity Rating of Bridge Populations through Machine Learning: Application of Decision Trees and Random Forests

4. ASCE. 2013. “Dams.” In Report card for America’s infrastructure, 14–16. Reston, VA: ASCE.

5. ASCE. 2017. “Dams.” In 2017 report card for America’s infrastructure. Reston, VA: ASCE.

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