Projects per year
Overview
Education/Academic qualification
Eng-Mechanical, Doctorate Degree
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Dive into the research topics where Nathaniel Collier is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Researcher collaborations from the last five years
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Projects
- 1 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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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 Access1 Scopus citations -
One-at-a-Time Parameter Perturbation Ensemble of the Community Land Model, Version 5.1
Kennedy, D., Dagon, K., Lawrence, D. M., Fisher, R. A., Sanderson, B. M., Collier, N., Hoffman, F. M., Koven, C. D., Kluzek, E., Levis, S., Lu, X., Oleson, K. W., Zarakas, C. M., Cheng, Y., Foster, A. C., Fowler, M. D., Hawkins, L. R., Kavoo, T., Kumar, S. & Newman, A. J. & 10 others, , Aug 2025, In: Journal of Advances in Modeling Earth Systems. 17, 8, e2024MS004715.Research output: Contribution to journal › Article › peer-review
Open Access -
Enhancing Photosynthesis Simulation Performance in ESMs with Machine Learning-Assisted Solvers
Massoud, E. C., Collier, N., Sharma, B., Kumar, J. & Hoffman, F. M., 2024, Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024. Ding, W., Lu, C.-T., Wang, F., Di, L., Wu, K., Huan, J., Nambiar, R., Li, J., Ilievski, F., Baeza-Yates, R. & Hu, X. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 4351-4356 6 p. (Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Observational constraints reduce model spread but not uncertainty in global wetland methane emission estimates
Chang, K. Y., Riley, W. J., Collier, N., McNicol, G., Fluet-Chouinard, E., Knox, S. H., Delwiche, K. B., Jackson, R. B., Poulter, B., Saunois, M., Chandra, N., Gedney, N., Ishizawa, M., Ito, A., Joos, F., Kleinen, T., Maggi, F., McNorton, J., Melton, J. R. & Miller, P. & 15 others, , Aug 2023, In: Global Change Biology. 29, 15, p. 4298-4312 15 p.Research output: Contribution to journal › Article › peer-review
Open Access22 Scopus citations -
Evaluation of Ocean Biogeochemistry and Carbon Cycling in CMIP Earth System Models With the International Ocean Model Benchmarking (IOMB) Software System
Fu, W., Moore, J. K., Primeau, F., Collier, N., Ogunro, O. O., Hoffman, F. M. & Randerson, J. T., Oct 2022, In: Journal of Geophysical Research: Oceans. 127, 10, e2022JC018965.Research output: Contribution to journal › Article › peer-review
Open Access30 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