Ecology and environment

Microsoft Research Blog

Improving Subseasonal Forecasting with Machine Learning

June 16, 2023 | Lester Mackey, Soukayna Mouatadid, Genevieve Flaspohler, Judah Cohen

This content was previously published by Nature Portfolio and Springer Nature Communities (opens in new tab) on Nature Portfolio Earth and Environment Community (opens in new tab). Improving our ability to forecast the weather and climate…

Event

GHG Workshop 2023

June 15, 2023 | Cambridge, UK

This in an invite-only workshop. Please do not forward. The climate crisis is one of the biggest challenges facing humanity today. Greenhouse gas emissions, including those of CH4, are among the biggest drivers of the…

Publication

Adaptive Bias Correction for Improved Subseasonal Forecasting

Soukayna Mouatadid, Paulo Orenstein, Genevieve Flaspohler, Judah Cohen, Miruna Oprescu, Ernest Fraenkel, Lester Mackey

Nature Communications | June 2023

Project

Publication

EA-HAS-Bench: Energy-aware Hyperparameter and Architecture Search Benchmark

Shuguang Dou, Xinyang Jiang, Cairong Zhao, Dongsheng Li

ICLR 23 | May 2023

Spotlight

Publication

Long-Term Hindrance Effects of Algal Biomatter on the Hydration Reactions of Ordinary Portland Cement

Meng-Yen Lin, Paul Grandgeorge, Andrew M. Jimenez, Bichlien Nguyen, Eleftheria Roumeli

ACS Sustainable Chemistry & Engineering | May 2023

Project

Publication

The “Three-Legged Stool”: Designing for Equitable City, Community, and Research Partnerships in Urban Environmental Sensing

Madeleine Daepp, A. Cabral, Tiffany Werner, Raed Mansour, C. Catlett, Asta Roseway, Chuck Needham, Nneka Udeagbala, Scott Counts

CHI 2023 | April 2023

Video Project

Publication

Nature dependent tourism – Combining big data and local knowledge

Mark D. Spalding, Kate Longley-Wood, Valerie Pietsch McNulty, Sherry Constantine, Montserrat Acosta-Morel, Val Anthony, Aaron D. Cole, Giselle Hall, Barry A. Nickel, Steven R. Schill, Peter W. Schuhmann, Darren Tanner

Journal of Environmental Management | April 2023

Project

Publication

DeepDeg: Forecasting and explaining degradation in novel photovoltaics

Felipe Oviedo, David S Hayden, Thomas Heumeuller, Jonas Wortmann, Jose Dario Perea, Richa Naik, Hansong Xue, Juan M. Lavista Ferres, John Fisher III, Christoph J Brabec, Tonio Buonassisi

March 2023

Project

Publication

A Biologist’s Guide to the Galaxy: Leveraging Artificial Intelligence and Very High-Resolution Satellite Imagery to Monitor Marine Mammals from Space

Christin B. Khan, Kimberly T. Goetz, Hannah C. Cubaynes, Caleb Robinson, Erin Murnane, Tyler Aldrich, Meredith Sackett, Penny J. Clarke, Michelle A. LaRue, Timothy White, Kathleen Leonard, Anthony Ortiz, Juan M. Lavista Ferres

Journal of Marine Science & Engineering | March 2023

Project Project Project

Publication

Automated Machine Learning to Evaluate the Information Content of Tropospheric Trace Gas Columns for Fine Particle Estimates Over India: A Modeling Testbed

Zhonghua Zheng, Arlene M. Fiore, Daniel M. Westervelt, George P. Milly, Jeff Goldsmith, Alexandra Karambelas, Gabriele Curci, Cynthia A. Randles, Antonio R. Paiva, Chi Wang, Qingyun Wu, Sagnik Dey

Journal of Advances in Modeling Earth Systems | March 2023

Github Project

Project FarmVibes | Research for Industry

Bioacoustics: Leveraging AI to process audio recordings of diverse species

Geospatial Machine Learning

Advance sustainability initiative | AI For Good Lab

Improving Subseasonal Forecasting with Machine Learning

GHG Workshop 2023

Adaptive Bias Correction for Improved Subseasonal Forecasting

EA-HAS-Bench: Energy-aware Hyperparameter and Architecture Search Benchmark

Long-Term Hindrance Effects of Algal Biomatter on the Hydration Reactions of Ordinary Portland Cement

The “Three-Legged Stool”: Designing for Equitable City, Community, and Research Partnerships in Urban Environmental Sensing

Nature dependent tourism – Combining big data and local knowledge

DeepDeg: Forecasting and explaining degradation in novel photovoltaics

A Biologist’s Guide to the Galaxy: Leveraging Artificial Intelligence and Very High-Resolution Satellite Imagery to Monitor Marine Mammals from Space

Automated Machine Learning to Evaluate the Information Content of Tropospheric Trace Gas Columns for Fine Particle Estimates Over India: A Modeling Testbed

Ecology and environment

Highlights