About the Authors

Arvind Murali Mohan

Affiliations National Energy Technology Laboratory, Pittsburgh, Pennsylvania, United States of America, Department of Civil and Environmental Engineering, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America

Kyle J. Bibby

Affiliations National Energy Technology Laboratory, Pittsburgh, Pennsylvania, United States of America, Department of Civil and Environmental Engineering, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America, Department of Computational and Systems Biology, University of Pittsburgh Medical School, Pittsburgh, Pennsylvania, United States of America

Daniel Lipus

Affiliations National Energy Technology Laboratory, Pittsburgh, Pennsylvania, United States of America, Department of Civil and Environmental Engineering, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America

Richard W. Hammack

Affiliation National Energy Technology Laboratory, Pittsburgh, Pennsylvania, United States of America

Kelvin B. Gregory

kelvin@cmu.edu

Affiliations National Energy Technology Laboratory, Pittsburgh, Pennsylvania, United States of America, Department of Civil and Environmental Engineering, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America

Competing Interests

The authors have declared that no competing interests exist.

Author Contributions

Conceived and designed the experiments: AMM KBG KJB RWH. Performed the experiments: AMM. Analyzed the data: AMM KJB DL. Contributed reagents/materials/analysis tools: KBG KJB. Wrote the paper: AMM KJB DL RWH KBG.