Projects per year
Personal profile
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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Collaborations and top research areas from the last five years
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Estimation of global methane soil sink using synthesized datasets and knowledge-guided machine learning
UNIVERSITY OF COLORADO AT BOULDER, U.S. DEPARTMENT OF ENERGY (USDOE)
9/1/23 → 8/31/25
Project: Research project
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High-resolution integrated assessments of tillage practice impacts on crop production and agroecosystem sustainability in the US Midwest - combining meta-analysis, airborne-satellite sensing, and process-based modeling
Liu, L. (PI) & Jin, Z. (Prior Principal Investigator)
UNIV OF ILLINOIS AT URBANA-CHAMPAIGN, UNITED STATES DEPARTMENT OF AGRICULTURE
2/15/23 → 2/14/26
Project: Research project
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Advancing regenerative agriculture: An Airborne-Satellite-Artificial Intelligence integrative technique to monitor soil organic carbon in the U.S. Corn Belt
Liu, L. (PI) & Jin, Z. (Prior Principal Investigator)
UNIV OF ILLINOIS AT URBANA-CHAMPAIGN, FOUNDATION FOR FOOD AND AGRICULTURE RESE
1/2/21 → 12/31/24
Project: Research project
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Assessment of soil total phosphorus storage in a complex topography along China's southeast coast based on multiple mapping scales
CHEN, Z., LI, J., HUANG, K., WEN, M., ZHUANG, Q., LIU, L., ZHU, P., JIN, Z., XING, S. & ZHANG, L., Feb 2024, In: Pedosphere. 34, 1, p. 236-251 16 p.Research output: Contribution to journal › Article › peer-review
2 Scopus citations -
Knowledge-guided machine learning can improve carbon cycle quantification in agroecosystems
Liu, L., Zhou, W., Guan, K., Peng, B., Xu, S., Tang, J., Zhu, Q., Till, J., Jia, X., Jiang, C., Wang, S., Qin, Z., Kong, H., Grant, R., Mezbahuddin, S., Kumar, V. & Jin, Z., Dec 2024, In: Nature communications. 15, 1, 357.Research output: Contribution to journal › Article › peer-review
Open Access37 Scopus citations -
Knowledge Guided Machine Learning for Extracting, Preserving, and Adapting Physics-aware Features
He, E., Xie, Y., Liu, L., Jin, Z., Zhang, D. & Jia, X., 2024, Proceedings of the 2024 SIAM International Conference on Data Mining, SDM 2024. Shekhar, S., Papalexakis, V., Gao, J., Jiang, Z. & Riondato, M. (eds.). Society for Industrial and Applied Mathematics Publications, p. 715-723 9 p. (Proceedings of the 2024 SIAM International Conference on Data Mining, SDM 2024).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
2 Scopus citations -
Predicting the growth trajectory and yield of greenhouse strawberries based on knowledge-guided computer vision
Yang, Q., Liu, L., Zhou, J., Rogers, M. & Jin, Z., May 2024, In: Computers and Electronics in Agriculture. 220, 108911.Research output: Contribution to journal › Article › peer-review
2 Scopus citations -
Quantifying Global Wetland Methane Emissions With In Situ Methane Flux Data and Machine Learning Approaches
Chen, S., Liu, L., Ma, Y., Zhuang, Q. & Shurpali, N. J., Nov 2024, In: Earth's Future. 12, 11, e2023EF004330.Research output: Contribution to journal › Article › peer-review
Open Access