Marine Biological Laboratory

Permanent URI for this community

https://hdl.handle.net/1912/3

The Marine Biological Laboratory is an international center for research, education, and training in biology, biomedicine, and ecology.

Learn more about the MBL.

Browse

Browsing Marine Biological Laboratory by Author "Alhajjar, Elie"
  • Article
    Perspectives on artificial intelligence for predictions in ecohydrology
    (American Meteorological Society, 2023-10-09) Massoud, Elias C. ; Hoffman, Forrest M. ; Shi, Zheng ; Tang, Jinyun ; Alhajjar, Elie ; Barnes, Mallory ; Braghiere, Renato K. ; Cardon, Zoe G. ; Collier, Nathan ; Crompton, Octavia ; Dennedy-Frank, P. James ; Gautam, Sagar ; Gonzalez-Meler, Miquel A. ; Green, Julia K. ; Koven, Charles ; Levine, Paul ; MacBean, Natasha ; Mao, Jiafu ; Mills, Richard Tran ; Mishra, Umakant ; Mudunuru, Maruti ; Renchon, Alexandre A. ; Scott, Sarah ; Siirila-Woodburn, Erica R. ; Sprenger, Matthias ; Tague, Christina ; Wang, Yaoping ; Xu, Chonggang ; Zarakas, Claire
    In November 2021, the Artificial Intelligence for Earth System Predictability (AI4ESP) workshop was held, which involved hundreds of researchers from dozens of institutions. There were 17 sessions held at the workshop, including one on ecohydrology. The ecohydrology session included various breakout rooms that addressed specific topics, including 1) soils and belowground areas; 2) watersheds; 3) hydrology; 4) ecophysiology and plant hydraulics; 5) ecology; 6) extremes, disturbance and fire, and land-use and land-cover change; and 7) uncertainty quantification methods and techniques. In this paper, we investigate and report on the potential application of artificial intelligence and machine learning in ecohydrology, highlight outcomes of the ecohydrology session at the AI4ESP workshop, and provide visionary perspectives for future research in this area.