Projects per year
Overview
Education/Academic qualification
Eng-Mechanical, Doctorate Degree
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- 1 Similar Profiles
Projects
- 2 Active
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Experimental-data-informed, machine-learning-enabled benchmarking and development of land carbon cycle in Earth system models
Shi, Z. (PI), Zhou, J. J. (CoPI), Hoffman, F. (CoPI) & Collier, N. (CoPI)
Biological and Environmental Research
09/1/24 → 08/31/27
Project: Research
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An Integrated artificial intelligence and E3SM hierarchal modeling framework for elucidating environmental responses of soil carbon and nutrients dynamics
Song, Y. Y. (PI), Hoffman, F. (CoPI), Collier, N. (CoPI) & Mishra, U. (CoPI)
Biological and Environmental Research
09/1/24 → 08/31/27
Project: Research
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Benchmarking soil moisture and its relationship to ecohydrologic variables in Earth System Models
Massoud, E. C., Collier, N., Wang, Y., Mao, J., Harpold, A., Kannenberg, S. A., Koren, G., Kumar, M., Raghav, P., Ray, P., Shi, M., Tao, J., Vasu, S. P., Wang, H., Zhu, Q. & Hoffman, F. M., Apr 27 2026, In: Geoscientific Model Development. 19, 8, p. 3427-3453 27 p.Research output: Contribution to journal › Article › peer-review
Open Access1 Scopus citations -
Global Carbon Budget 2025
Friedlingstein, P., O'sullivan, M., Jones, M. W., Andrew, R. M., Bakker, D. C. E., Hauck, J., Landschützer, P., Le Quéré, C., Li, H., Luijkx, I. T., Peters, G. P., Peters, W., Pongratz, J., Schwingshackl, C., Sitch, S., Canadell, J. G., Ciais, P., Aas, K., Alin, S. R. & Anthoni, P. & 113 others, , May 13 2026, In: Earth System Science Data. 18, 5, p. 3211-3288 78 p.Research output: Contribution to journal › Article › peer-review
Open Access22 Scopus citations -
Hosting downscaled decision-relevant community data products in ESGF2-US
Massoud, E. C., Ames, S. K., Collier, N., Durack, P. J., Feldman, D., Gleckler, P. J., Hoffman, F. M., Kumar, J., Lipschultz, F., Taylor, K. E. & Ullrich, P., Mar 1 2026, In: Environmental Research: Climate. 5, 1, 011002.Research output: Contribution to journal › Article › peer-review
Open Access -
ESGF-Assistant: A Domain-Specific Large Language Model for Navigating Earth System Data
Nia, D. S., Massoud, E. C., Sharma, B., Kumar, J., Collier, N. & Hoffman, F. M., 2025, Proceedings - 25th IEEE International Conference on Data Mining Workshops, ICDMW 2025. IEEE Computer Society, p. 836-845 10 p. (IEEE International Conference on Data Mining Workshops, ICDMW).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Impacts of benchmarking choices on inferred model skill of the Arctic-Boreal terrestrial carbon cycle
Poe, J., Huntzinger, D., Collier, N., Schwalm, C., Wells, J., Schädel, C., Riley, W. J. & Sitch, S., Mar 31 2025, In: Environmental Research: Ecology. 4, 1, 015007.Research output: Contribution to journal › Article › peer-review
Open Access2 Scopus citations
Datasets
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International land Model Benchmarking (ILAMB) Package v002.00
Collier, N. (Creator), Hoffman, F. (Creator), Mu, M. (Creator), Randerson, J. T. (Creator) & Riley, W. J. (Creator), Reducing Uncertainties in Biogeochemical Interactions through Synthesis and Computation Science Focus Area (RUBISCO SFA) , May 9 2016
DOI: 10.18139/ILAMB.v002.00/1251621
Dataset