https://orcid.org/0000-0002-8373-8283
About the Authors
- Alexandre K. Ligo
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Contributed equally to this work with: Alexandre K. Ligo, Emerson Mahoney, Jeffrey Cegan, Benjamin D. Trump, Andrew S. Jin, Maksim Kitsak, Jesse Keenan, Igor Linkov
Roles Conceptualization, Data curation, Formal analysis, Methodology, Visualization, Writing – original draft, Writing – review & editing
Affiliations US Army Corps of Engineers, Engineer Research and Development Center, Concord, Massachusetts, United States of America, Department of Engineering Systems and Environment, University of Virginia, Charlottesville, Virginia, United States of America
- Emerson Mahoney
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Contributed equally to this work with: Alexandre K. Ligo, Emerson Mahoney, Jeffrey Cegan, Benjamin D. Trump, Andrew S. Jin, Maksim Kitsak, Jesse Keenan, Igor Linkov
Roles Data curation, Formal analysis, Software, Visualization, Writing – original draft, Writing – review & editing
Affiliation US Army Corps of Engineers, Engineer Research and Development Center, Concord, Massachusetts, United States of America
- Jeffrey Cegan
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Contributed equally to this work with: Alexandre K. Ligo, Emerson Mahoney, Jeffrey Cegan, Benjamin D. Trump, Andrew S. Jin, Maksim Kitsak, Jesse Keenan, Igor Linkov
Roles Conceptualization, Validation, Writing – original draft, Writing – review & editing
Affiliation US Army Corps of Engineers, Engineer Research and Development Center, Concord, Massachusetts, United States of America
- Benjamin D. Trump
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Contributed equally to this work with: Alexandre K. Ligo, Emerson Mahoney, Jeffrey Cegan, Benjamin D. Trump, Andrew S. Jin, Maksim Kitsak, Jesse Keenan, Igor Linkov
Roles Conceptualization, Formal analysis, Writing – original draft, Writing – review & editing
Affiliation US Army Corps of Engineers, Engineer Research and Development Center, Concord, Massachusetts, United States of America
- Andrew S. Jin
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Contributed equally to this work with: Alexandre K. Ligo, Emerson Mahoney, Jeffrey Cegan, Benjamin D. Trump, Andrew S. Jin, Maksim Kitsak, Jesse Keenan, Igor Linkov
Roles Data curation, Formal analysis, Visualization, Writing – original draft, Writing – review & editing
Affiliation US Army Corps of Engineers, Engineer Research and Development Center, Concord, Massachusetts, United States of America
- Maksim Kitsak
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Contributed equally to this work with: Alexandre K. Ligo, Emerson Mahoney, Jeffrey Cegan, Benjamin D. Trump, Andrew S. Jin, Maksim Kitsak, Jesse Keenan, Igor Linkov
Roles Conceptualization, Formal analysis, Validation, Writing – original draft, Writing – review & editing
Affiliation Faculty of Electrical Engineering, Mathematics and Computer Science, Delft University of Technology, Delft, The Netherlands
- Jesse Keenan
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Contributed equally to this work with: Alexandre K. Ligo, Emerson Mahoney, Jeffrey Cegan, Benjamin D. Trump, Andrew S. Jin, Maksim Kitsak, Jesse Keenan, Igor Linkov
Roles Conceptualization, Validation, Writing – review & editing
Affiliation School of Architecture, Tulane University, New Orleans, Louisiana, United States of America
- Igor Linkov
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Contributed equally to this work with: Alexandre K. Ligo, Emerson Mahoney, Jeffrey Cegan, Benjamin D. Trump, Andrew S. Jin, Maksim Kitsak, Jesse Keenan, Igor Linkov
Roles Conceptualization, Formal analysis, Supervision, Validation, Writing – original draft, Writing – review & editing
* E-mail: igor.linkov@usace.army.mil
Affiliations US Army Corps of Engineers, Engineer Research and Development Center, Concord, Massachusetts, United States of America, Department of Engineering and Public Policy, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America
Competing Interests
The authors have declared that no competing interests exist.