Open research questions in Climate variability and models
1,783 gap statements mined from Climate variability and models papers in our 7.9M-paper local library, which holds 8,100 papers on the topic — drawn mostly from each paper's own stated research gap, future-work, challenge and limitation notes, and its abstract. The ones listed below are a selection still marked open; each names the study that raised it, with a DOI link where the paper has one.
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What the literature leaves open
The paper identifies a gap in traditional forecasting approaches that rely on statistical or structural models and do not account for uncertainty surrounding the ability and willingness of the world to adapt to climate change and reduce emissions. It highlights the need for a framework that allows constraints to vary within certain thresholds.
Taking the highway or the green road? Conditional temperature forecasts under alternative SSP scenarios · 2026 · DOIThere is a need to understand the atmospheric drivers of extreme rainfall in KwaZulu-Natal. Prior work has focused on seasonal rainfall totals rather than extreme rainfall events. The study aims to address this gap by investigating atmospheric drivers of extreme rainfall over KwaZulu-Natal during the 1990–2020 period.
Spatiotemporal Variability and Multiscale Drivers of Extreme Rainfall in KwaZulu-Natal, South Africa · 2026 · DOIStatistical uncertainties remain large for the most extreme and long-lasting events. The relation between double jet states and heatwaves is less clear in ERA5. The study is based on simulations with the CESM1.2 model and ERA5 data.
Rare events algorithm study of extreme double jet summers and their connection with heatwaves over the Northern Hemisphere · 2026 · DOIThe explicit nature of the relation between large scale circulation patterns and extreme heatwaves is still not known. The mechanisms by which large scale circulation patterns are related to extreme heatwaves are not well understood. There is a need for improved statistics of rare summer-long double jet states.
Rare events algorithm study of extreme double jet summers and their connection with heatwaves over the Northern Hemisphere · 2026 · DOIClassical HMM applications to rainfall have a conditional-independence limitation. Prior work has not adequately addressed the challenges of regime-aware rainfall prediction in Chile's hydroclimate. There is a need for a hierarchical framework that explicitly separates large-scale regime dynamics from local spatial dependence.
Characterizing Climate-Driven Shifts in Chilean Rainfall Regimes with a Hybrid Hidden Markov–Copula Framework · 2026 · DOIThe paper identifies the need for a review of the PROMES Regional Climate Model's development and contributions. The paper highlights the importance of regional climate models in studying regional climate features. The paper notes the lack of a comprehensive synthesis of the model's development, performance, and contributions.
The PROMES Regional Climate Model: Three Decades of Development and Contributions to Regional Climate Ensemble Research · 2026 · DOIThe study aims to address this gap by analyzing a 20-year radiosonde dataset and ERA5 reanalysis. The study examines the large-scale atmospheric drivers of the event.
The Record-Breaking Low-Level Jet Event in Subtropical South America During the Winter of 2026 · 2026 · DOIThere is a need to assess long-term climate changes in Malawi and Zambia. The study identifies a gap in understanding the impact of climate change on precipitation, temperature, and potential evapotranspiration in the region.
Spatio-Temporal Trends in Precipitation, Temperature, and Extremes: A Study of Malawi and Zambia (1981–2021) · 2024 · DOIThis study presents a multi‐decadal (1975–2024) analysis of daily temperature and precipitation records from seven long‐term meteorological stations in Belize, a country where systematic, station‐based ENSO assessments remain scarce.
Despite the widespread assumption that El Niño‐Southern Oscillation (ENSO) dominates climate variability across Central America, its localized influence on individual nations remains poorly quantified.
While long‐term trends and interdecadal variability of NSWS have been extensively investigated in China, the causes of its interannual variability remain insufficiently understood.
Interannual Changes in Springtime Near‐Surface Wind Speed Over Eastern China Associated With the Nonlinear Combined Effects of Large‐Scale Circulation Changes · 2026 · DOIOn decadal‐to‐multidecadal timescales, the relative contributions to Atlantic multidecadal variability (AMV) from internal variability versus external forcing remain debated, with emerging evidence suggesting externally forced signals may be more significant than previously thought.
North Atlantic Sea Surface Temperature Variability: Impacts, Mechanisms, and Challenges · 2026 · DOITo address the gaps in understanding the spatiotemporal changes of sub-daily precipitation extremes (SPEs) across different timescales and the quantitative role of urbanization, the study takes the Middle‒Lower Yangtze River (MLYR) as a case study region to quantify changes in SPEs during the summers (June–August) from 1971 to 2022 and explores the underlying mechanisms.
Considerable increase in sub-daily precipitation extremes and its possible causes across the middle‒lower reaches of Yangtze River · 2026 · DOIDespite their substantial impacts, the spatiotemporal characteristics of WEPEs remain insufficiently understood, hindering effective risk assessment and management.
Widespread extreme precipitation events and associated population exposure have escalated rapidly across China during 1979–2024 · 2026 · DOIA systematic global assessment of dominant drivers and their interactions is still lacking.
Dominant drivers for geographic patterns and multi-scale variability of global land‒atmosphere coupling · 2026 · DOIInterdecadal variability in China’s summer rainfall is commonly attributed to ocean forcing, but the role of upstream land heating across the Tibetan, Iranian, and Mongolian Plateaus remains unclear.
Sensible heating over Asian plateaus is comparable to ocean forcing in modulating China’s interdecadal rainfall patterns · 2026 · DOIHowever, the difference in probability acceleration between HHE and DHE over global land monsoon regions, and their anthropogenic attribution, remain unclear.
Increasing probability of humid-heat extremes outpaces that of dry-heat extremes in global land monsoon regions under anthropogenic warming · 2026 · DOIA unified framework for the systematic and simultaneous evaluation of CMIP6 models in reproducing warming responses across the Arctic, Tibetan Plateau, and Antarctic remains lacking.
Revisiting the CMIP6 simulations of the most-concerned surface air temperature changes at the Earth's three poles · 2026 · DOIHowever, whether state-of-the-art climate models capture the changes in SH atmospheric circulation remains unclear.
Evaluation of CMIP6 models in simulating the trend slowdown of the summer Southern Annular Mode · 2026 · DOINorthwest China (NWC), a representative arid-semiarid region, exhibits a particularly marked warming and wetting trend in recent decades; however, large CMIP6 ensemble spreads limit projection credibility, while systematic quantification of uncertainty sources and the effect of model selecting remains insufficient.
While conventional LIMs have proven effective in understanding, reproducing, and forecasting climate variability, they are often limited by assumptions of stationarity or memoryless white-noise random forcing.
Noise Persistence in a Cyclostationary Linear Inverse Model Framework and Its Impact on ENSO Evolution and Prediction Skills · 2026 · DOIFurther research could explore the application of the hybrid framework to other regions or time periods - The study suggests exploring the use of other uncertainty quantification metrics - The framework could be extended to incorporate additional atmospheric covariates…
Characterizing Climate-Driven Shifts in Chilean Rainfall Regimes with a Hybrid Hidden Markov–Copula Framework · 2026 · DOISustainability, seen as planning for model code and simulation archives, including an open-source release strategy, - participation in coordinated ensemble…
The PROMES Regional Climate Model: Three Decades of Development and Contributions to Regional Climate Ensemble Research · 2026 · DOISimulation-only study, - Limited to 1950-2013, - Does not account for other factors that may influence Sahel…
Contrasting impacts of Atlantic and Pacific decadal SST variability on regional Sahel precipitation · 2026 · DOIInvestigate the impacts of other climate modes on Sahel precipitation, - Examine the role of regional land-atmosphere feedbacks in modulating the effects of the AMV…
Contrasting impacts of Atlantic and Pacific decadal SST variability on regional Sahel precipitation · 2026 · DOI
Most-cited papers in Climate variability and models
- A globally coherent fingerprint of climate change impacts across natural systems · Nature · 2003 · 9,141 citations
- An Approach toward a Rational Classification of Climate · Geographical Review · 1948 · 6,812 citations
- Decadal Trends in the North Atlantic Oscillation: Regional Temperatures and Precipitation · Science · 1995 · 6,297 citations
- More Intense, More Frequent, and Longer Lasting Heat Waves in the 21st Century · Science · 2004 · 3,668 citations
- Variations in the Earth's Orbit: Pacemaker of the Ice Ages · Science · 1976 · 2,886 citations
- The role of increasing temperature variability in European summer heatwaves · Nature · 2004 · 2,269 citations
- The velocity of climate change · Nature · 2009 · 2,147 citations
- The Community Earth System Model Version 2 (CESM2) · Journal of Advances in Modeling Earth Systems · 2020 · 2,122 citations
- Global Signatures and Dynamical Origins of the Little Ice Age and Medieval Climate Anomaly · Science · 2009 · 2,020 citations
- What Do We Learn from the Weather? The New Climate-Economy Literature · Journal of Economic Literature · 2014 · 1,919 citations
Most recent work
- Explainable artificial intelligence identifies key meteorological drivers of extreme precipitation in the Asian Monsoon Region · Atmospheric Research · 2026
- Deciphering the shift in extreme precipitation over the lower reaches of the Yangtze River Basin: a synoptic-scale analysis · Climate Dynamics · 2026
- Impact of enhanced high-latitude moisture transport on precipitation in Central Arid Region of Asia: Evidence from stable isotopes in precipitation · Atmospheric Research · 2026
- Widespread ecological responses and cascading effects of the 2021 western North American heatwave · Nature Ecology & Evolution · 2026
- Global gridded dataset of heating and cooling degree days under climate change scenarios · Nature Sustainability · 2026
- High-resolution Climate Projections for Vietnam: Technical Report · CSIRO · 2026
- Systematic Benchmarking of Climate Models: Methodologies, Applications, and New Directions · Reviews of Geophysics · 2026
- Variations in land-atmosphere coupling during drought-heatwave events · Communications Earth & Environment · 2026
- Machine Learning in Climate Downscaling: A Critical Review of Methodologies, Physical Consistency, and Operational Applications · Water · 2026
- New insights from the bias-corrected simulations of CMIP6 in Northern Hemisphere’s snow drought · Communications Earth & Environment · 2026
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