Monthly Ocean Primary Productivity Forecasting by Joint Use of Seasonal Climate Prediction and Temporal Memory

A Decade of the North American Multimodel Ensemble (NMME): Research, Application, and Future Directions

(2022) Emily J. Becker et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

Skillful Seasonal Forecasts of Land Carbon Uptake in Northern Mid‐ and High Latitudes

(2022) Eunjee Lee et al.   GEOPHYSICAL RESEARCH LETTERS

Global seasonal forecasts of marine heatwaves

(2022) Michael G. Jacox et al.   NATURE

Long-term prediction of sea surface chlorophyll-a concentration based on the combination of spatio-temporal features

(2022) Liu Na et al.   WATER RESEARCH

The viability of extended marine predators algorithm-based artificial neural networks for streamflow prediction

(2022) Rana Muhammad Adnan et al.   APPLIED SOFT COMPUTING

Status and prospects for drought forecasting: opportunities in artificial intelligence and hybrid physical–statistical forecasting

(2022) A. AghaKouchak et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Deep learning for twelve hour precipitation forecasts

(2022) Lasse Espeholt et al.   Nature Communications

Prediction of the FRP reinforced concrete beam shear capacity by using ELM-CRFOA

(2022) Rana Muhammad Adnan Ikram et al.   MEASUREMENT

Assessing the Skills of a Seasonal Forecast of Chlorophyll in the Global Pelagic Oceans

(2021) Cecile S. Rousseaux et al.   Remote Sensing

Seasonal Predictability of Global and North American Coastal Sea Surface Temperature and Height Anomalies

(2021) Sang‐Ik Shin et al.   GEOPHYSICAL RESEARCH LETTERS

Spatiotemporal forecasting in earth system science: Methods, uncertainties, predictability and future directions

(2021) Lei Xu et al.   EARTH-SCIENCE REVIEWS

Forecasting the Indian Ocean Dipole With Deep Learning Techniques

(2021) Jun Liu et al.   GEOPHYSICAL RESEARCH LETTERS

The potential of a novel support vector machine trained with modified mayfly optimization algorithm for streamflow prediction

(2021) Rana Muhammad Adnan et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Improving streamflow prediction using a new hybrid ELM model combined with hybrid particle swarm optimization and grey wolf optimization

(2021) Rana Muhammad Adnan et al.   KNOWLEDGE-BASED SYSTEMS

Development of new machine learning model for streamflow prediction: case studies in Pakistan

(2021) Rana Muhammad Adnan et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

How the Source Depth of Coastal Upwelling Relates to Stratification and Wind

(2021) Jing He et al.   JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS

A data-driven multi-model ensemble for deterministic and probabilistic precipitation forecasting at seasonal scale

(2020) Lei Xu et al.   CLIMATE DYNAMICS

Benign overfitting in linear regression

(2020) Peter L. Bartlett et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Seasonal-to-interannual prediction of North American coastal marine ecosystems: Forecast methods, mechanisms of predictability, and priority developments

(2020) Michael G. Jacox et al.   PROGRESS IN OCEANOGRAPHY

Potential Predictability of Net Primary Production in the Ocean

(2020) K. M. Krumhardt et al.   GLOBAL BIOGEOCHEMICAL CYCLES

Purely satellite data–driven deep learning forecast of complicated tropical instability waves

(2020) Gang Zheng et al.   Science Advances

Global Evaluation of Seasonal Precipitation and Temperature Forecasts from NMME

(2020) Tirthankar Roy et al.   JOURNAL OF HYDROMETEOROLOGY

Continental drought monitoring using satellite soil moisture, data assimilation and an integrated drought index

(2020) Lei Xu et al.   REMOTE SENSING OF ENVIRONMENT

In-situ and triple-collocation based evaluations of eight global root zone soil moisture products

(2020) Lei Xu et al.   REMOTE SENSING OF ENVIRONMENT

Improving the North American multi-model ensemble (NMME) precipitation forecasts at local areas using wavelet and machine learning

(2019) Lei Xu et al.   CLIMATE DYNAMICS

Forecasting dryland vegetation condition months in advance through satellite data assimilation

(2019) Siyuan Tian et al.   Nature Communications

Deep learning and process understanding for data-driven Earth system science

(2019) Markus Reichstein et al.   NATURE

Deep learning for multi-year ENSO forecasts

(2019) Yoo-Geun Ham et al.   NATURE

Assessing the Role of High‐Frequency Winds and Sea Ice Loss on Arctic Phytoplankton Blooms in an Ice‐Ocean‐Biogeochemical Model

(2019) L. Castro de la Guardia et al.   Journal of Geophysical Research-Biogeosciences

A spatiotemporal deep learning model for sea surface temperature field prediction using time-series satellite data

(2019) Changjiang Xiao et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Sustained climate warming drives declining marine biological productivity

(2018) J. Keith Moore et al.   SCIENCE

Skilful forecasting of global fire activity using seasonal climate predictions

(2018) Marco Turco et al.   Nature Communications

Global Search for Autumn-Lead Sea Surface Salinity Predictors of Winter Precipitation in Southwestern United States

(2018) T. Liu et al.   GEOPHYSICAL RESEARCH LETTERS

An evaluation of statistical, NMME and hybrid models for drought prediction in China

(2018) Lei Xu et al.   JOURNAL OF HYDROLOGY

Seasonal to interannual predictability of oceanic net primary production inferred from satellite observations

(2018) Fernando González Taboada et al.   PROGRESS IN OCEANOGRAPHY

Are we near the predictability limit of tropical Indo-Pacific sea surface temperatures?

(2017) Matthew Newman et al.   GEOPHYSICAL RESEARCH LETTERS

Improved ENSO Forecasting Using Bayesian Updating and the North American Multimodel Ensemble (NMME)

(2017) Wei Zhang et al.   JOURNAL OF CLIMATE

Reconciling fisheries catch and ocean productivity

(2017) Charles A. Stock et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The CAFE model: A net production model for global ocean phytoplankton

(2016) Greg M. Silsbe et al.   GLOBAL BIOGEOCHEMICAL CYCLES

Anthropogenic climate change drives shift and shuffle in North Atlantic phytoplankton communities

(2016) Andrew D. Barton et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Net primary productivity estimates and environmental variables in the Arctic Ocean: An assessment of coupled physical-biogeochemical models

(2016) Younjoo J. Lee et al.   JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS

An initial assessment of observations from the Suomi-NPP satellite: data from the Cross-track Infrared Sounder (CrIS)

(2015) Andrew Smith et al.   Atmospheric Science Letters

Predictability and Forecast Skill in NMME

(2014) Emily Becker et al.   JOURNAL OF CLIMATE

Multiyear predictability of tropical marine productivity

(2014) R. Seferian et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The North American Multimodel Ensemble: Phase-1 Seasonal-to-Interannual Prediction; Phase-2 toward Developing Intraseasonal Prediction

(2013) Ben P. Kirtman et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

Multimodel seasonal forecasting of global drought onset

(2013) Xing Yuan et al.   GEOPHYSICAL RESEARCH LETTERS

Combined constraints on global ocean primary production using observations and models

(2013) Erik T. Buitenhuis et al.   GLOBAL BIOGEOCHEMICAL CYCLES

Climate Change Impacts on Marine Ecosystems

(2011) Scott C. Doney et al.   Annual Review of Marine Science

The physical oceanography of upwelling systems and the development of harmful algal blooms

(2010) G.C. Pitcher et al.   PROGRESS IN OCEANOGRAPHY

A SST based large multi-model ensemble forecasting system for Indian summer monsoon rainfall

(2008) A. K. Sahai et al.   GEOPHYSICAL RESEARCH LETTERS

Carbon-based primary productivity modeling with vertically resolved photoacclimation

(2008) T. Westberry et al.   GLOBAL BIOGEOCHEMICAL CYCLES

Stationarity of Regression Relationships: Application to Empirical Downscaling

(2008) Torben Schmith   JOURNAL OF CLIMATE