@jianingfang.bsky.social
🌎 AGU25 Call for Abstracts! 🌿
I’m an early career convener for our session on:
Atmosphere-Hydrology-Ecology Interactions During Extreme Events.
Join us to explore how Earth systems connect under climate extremes!
#AGU25 #Climate #Hydrology #Ecology
I’m an early career convener for our session on:
Atmosphere-Hydrology-Ecology Interactions During Extreme Events.
Join us to explore how Earth systems connect under climate extremes!
#AGU25 #Climate #Hydrology #Ecology
July 15, 2025 at 2:53 AM
🌎 AGU25 Call for Abstracts! 🌿
I’m an early career convener for our session on:
Atmosphere-Hydrology-Ecology Interactions During Extreme Events.
Join us to explore how Earth systems connect under climate extremes!
#AGU25 #Climate #Hydrology #Ecology
I’m an early career convener for our session on:
Atmosphere-Hydrology-Ecology Interactions During Extreme Events.
Join us to explore how Earth systems connect under climate extremes!
#AGU25 #Climate #Hydrology #Ecology
🔥 AGU25 Call for Abstracts! 🌱🌍
I’m lucky to co-convene a session with friends from SNU:
Deciphering Land Carbon Sinks: Integrating Data, Models, and Observations
Let’s bridge top-down & bottom-up estimates and tackle uncertainty together!
#AGU25 #CarbonCycle #ClimateChange #LandCarbonSinks
I’m lucky to co-convene a session with friends from SNU:
Deciphering Land Carbon Sinks: Integrating Data, Models, and Observations
Let’s bridge top-down & bottom-up estimates and tackle uncertainty together!
#AGU25 #CarbonCycle #ClimateChange #LandCarbonSinks
July 15, 2025 at 2:52 AM
🔥 AGU25 Call for Abstracts! 🌱🌍
I’m lucky to co-convene a session with friends from SNU:
Deciphering Land Carbon Sinks: Integrating Data, Models, and Observations
Let’s bridge top-down & bottom-up estimates and tackle uncertainty together!
#AGU25 #CarbonCycle #ClimateChange #LandCarbonSinks
I’m lucky to co-convene a session with friends from SNU:
Deciphering Land Carbon Sinks: Integrating Data, Models, and Observations
Let’s bridge top-down & bottom-up estimates and tackle uncertainty together!
#AGU25 #CarbonCycle #ClimateChange #LandCarbonSinks
Wow this is cool!
April 26, 2025 at 1:26 PM
Wow this is cool!
Reposted
Good luck to LEMONTREE's @jianingfang.bsky.social who has just arrived at Seoul National University for his 1-month secondment with @youngryel.bsky.social! Looking forward to hearing more about their work on implementing Differentiable BESS @pierregentine.bsky.social @columbiauniversity.bsky.social
December 16, 2024 at 11:02 AM
Good luck to LEMONTREE's @jianingfang.bsky.social who has just arrived at Seoul National University for his 1-month secondment with @youngryel.bsky.social! Looking forward to hearing more about their work on implementing Differentiable BESS @pierregentine.bsky.social @columbiauniversity.bsky.social
Excited to share our first paper on the optimal complexity of process representation in hybrid-ML models, with soil moisture limitation as a case study! 🚀We present a flexible, differentiable framework to test new process ideas & hypotheses. Huge thanks to my advisor Pierre Gentine for his guidance!
Excited to share the first paper on our new differentiable land model called DifferLand which allows learning entire functional form only by assimilating indirect data
dx.doi.org/10.1029/2024.... Led by a great student: Jianing Fang. Some new science is possible with this model.
dx.doi.org/10.1029/2024.... Led by a great student: Jianing Fang. Some new science is possible with this model.
Exploring Optimal Complexity for Water Stress Representation in Terrestrial Carbon Models: A Hybrid‐Machine Learning Model Approach
An automatically differentiable hybrid model is developed to learn parameters and functional relationships in land carbon and water cycles Neural network emulators simulate ecological dynamics we...
dx.doi.org
December 12, 2024 at 1:15 PM
Excited to share our first paper on the optimal complexity of process representation in hybrid-ML models, with soil moisture limitation as a case study! 🚀We present a flexible, differentiable framework to test new process ideas & hypotheses. Huge thanks to my advisor Pierre Gentine for his guidance!
Reposted
I am thrilled to share Jianing Fang's new differentiable hybrid land model called DifferLand, which can learn both parameters but also new structural relationships directly from data and can fuse local and global data arxiv.org/abs/2411.09654. Many new questions can be addressed with this model.
Differentiable Land Model Reveals Global Environmental Controls on Ecological Parameters
Accurate modeling of terrestrial carbon and water exchange requires robust ecological parameters that capture vegetation responses and adaptations to the local environment. The current generation of l...
arxiv.org
November 15, 2024 at 11:39 AM
I am thrilled to share Jianing Fang's new differentiable hybrid land model called DifferLand, which can learn both parameters but also new structural relationships directly from data and can fuse local and global data arxiv.org/abs/2411.09654. Many new questions can be addressed with this model.