Open research questions in Meteorological Phenomena and Simulations
630 gap statements mined from Meteorological Phenomena and Simulations papers in our 7.9M-paper local library, which holds 4,055 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 study used a limited number of simulation years for the two study regions. The study did not consider other sources of uncertainty in WRF simulations.
A performance-based multivariable weighting framework for WRF parameterization-scheme selection · 2026 · DOIFurther research is needed to apply the proposed weighting framework to other climate models and regions. The study suggests exploring other multivariable evaluation methods to describe the performance of the WRF model. Future research could investigate the use of other statistical weighting approaches.
A performance-based multivariable weighting framework for WRF parameterization-scheme selection · 2026 · DOIHowever, the factors controlling cloud-base updraft width, which in turn dictates cloud depth, are not well understood.
The Role of Subcloud Mesoscale Convergence in Sculpting Convective Updraft Width and Depth · 2026 · DOIWhile the interaction between unidirectional vertical wind shear and surface cold pools is well understood in maintaining convection, the dynamics between low-level jets (LLJs), which are characterized by more complex wind profiles, and cold pools remain unclear.
Previous studies have investigated the optimal configuration of squall lines under unidirectional shear and cold pool interactions [Rotunno–Klemp–Weisman (RKW) theory], but the role of low-level jets (LLJs) with more complex shear remains unclear.
Significance Statement Offshore-propagating rainfall is a defining feature in northern New Guinea, yet the physical mechanisms controlling its propagation speed remain poorly understood.
The individual role of moisture within the framework of mixed-layer similarity theory has not been systematically characterized.
Previous theoretical studies have emphasized the crucial role of convection–moisture feedback in convective aggregation, yet the additional contributions of other dynamical processes remain poorly understood.
A Two-Layer Stochastic Dynamic Model for Convective Aggregation over Tropical Oceans: Roles of Compensating Subsidence, Cold Pools, and Vertical Shear · 2026 · DOIPrevious studies suggest that low-level jets (LLJs) and nocturnal stable boundary layers provide favorable environmental conditions for atmospheric bore generation, yet their relative roles remain unclear.
Impacts of Low-Level Jets and Nocturnal Stable Layers on Cold-Pool-Driven Atmospheric Bores · 2026 · DOIHowever, the prevalence of polarimetric signals across all trackable storm objects observed by radar is not well understood and is necessary context for understanding the prevalence of polarimetric parameters in deep convection.
Polarimetric Signals in Southeastern Thunderstorms: An Objective Tracking and Polarimetric Column Analysis · 2026 · DOIRecent studies have suggested that forecasts of intense mesoscale polar lows (PLs) are strongly sensitive to errors in their synoptic-scale environments, but the sources and case-to-case variability of these errors are not well understood.
During this transition, cumulus-coupled stratocumulus organizes as mesoscale clusters known as MBL convective complexes (MBLCCs), which remain poorly understood.
Marine Boundary Layer Convective Complexes over the Summertime Eastern North Atlantic: Scales and Observed Characteristics · 2026 · DOIHowever, their subseasonal impacts on the terrestrial and atmospheric systems are not well understood.
Understanding Subseasonal Moisture Recycling from Extreme MCSs Using a Land–Atmosphere Coupled Water Tracer Model · 2026 · DOIHailstorms pose serious risks to agriculture, infrastructure, and urban systems, yet their interactions with drought remain poorly understood.
Using uncrewed aircraft systems (UASs) for routine weather observations is becoming increasingly feasible, but two open questions are the impact UAS observations will have on operational NWP and the optimal configuration of a UAS observing network.
The Development of a Regional, High-Resolution OSSE Framework to Study the Impact of Observations from Uncrewed Aircraft Systems on Numerical Weather Prediction · 2025 · DOISeveral recent field campaigns have used Windsonds to analyze low-level convective environments, but evaluations of Windsond data are scarce.
An Intercomparison of the Sparv Windsond S1H2 and Vaisala RS41-SGP in Severe Weather Environments · 2025 · DOINumerous studies have investigated the effect of entrainment on isolated convective cloud growth in idealized simulations, but the importance of this effect in realistic conditions with many interacting convective clouds remains uncertain.
The Effect of Updraft Entrainment on Convective Cell Deepening in Realistic Large-Eddy Simulations · 2025 · DOIThe flow patterns responsible for the dynamic pressure gradient force (PGF) are in particular not well understood.
What Forces the Rapid Vertical Acceleration and Vorticity Intensification near Ground in Tornadoes? Diagnostic Analysis Based on a Numerically Simulated Real Tornado · 2025 · DOIAlthough this theory has been evaluated numerically, its applicability to observed systems remains unclear and is limited by a lack of critical measurements, including high-frequency thermodynamic and wind profiles across the gust front.
Scientists hypothesized atmospheric waves from India play a role in the initiation of these thunderstorms, but the role has not been quantified yet.
Mesoscale Processes Driving Offshore MCS Initiation in the South Asian Summer Monsoon: Insights from an Ensemble-Based Satellite Data Assimilation Experiment · 2025 · DOIThe coarse spatial resolution and computational expense of large ensembles limit their ability to resolve convective-scale rainfall.
Regional calibration and evaluation of the ecPoint post-processing methodology for CMA-GEPS ensemble rainfall forecasts over the Yangtze River basin · 2026 · DOIGravity waves were present in the low- to midlevels generated by convection, but they did not account for the strong perturbations in the mid–upper levels.
Shear-Driven Instabilities as the Origin of Multibanded Cloud and Precipitation Structures in an Extratropical Cyclone · 2026 · DOIThe study focuses on a specific event and the results should not be regarded as universal, - The mechanisms governing convection initiation and maintenance remain complex, - Numerical models face challenges when simulating heavy rainfall…
Identification and Correction of Atypical Extreme Heavy Rainfall over the Guangzhou–Foshan Megacity Cluster Based on Key Circulation Factor Clustering · 2026 · DOIFurther validation of EcPoint outputs could be carried out, - The study of sub-grid-scale ensemble rainfall forecasts over other regions could be conducted, - The application of EcPoint to other ensemble prediction systems could be…
Regional calibration and evaluation of the ecPoint post-processing methodology for CMA-GEPS ensemble rainfall forecasts over the Yangtze River basin · 2026 · DOIIt fills a gap in understanding the influence of coastal topography on the generation and characteristics of gravity waves.
Influence of Coastal Topography on Offshore Diurnal Rainfall Propagation Dynamics: A Linear Gravity Wave Model Approach · 2025 · DOI
Most-cited papers in Meteorological Phenomena and Simulations
- The ERA5 global reanalysis · Quarterly Journal of the Royal Meteorological Society · 2020 · 26,651 citations
- The quiet revolution of numerical weather prediction · Nature · 2015 · 2,229 citations
- Skilful precipitation nowcasting using deep generative models of radar · Nature · 2021 · 852 citations
- Physics-informed machine learning: case studies for weather and climate modelling · Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences · 2021 · 504 citations
- WeatherBench: A Benchmark Data Set for Data‐Driven Weather Forecasting · Journal of Advances in Modeling Earth Systems · 2020 · 503 citations
- SmaAt-UNet: Precipitation nowcasting using a small attention-UNet architecture · Pattern Recognition Letters · 2021 · 460 citations
- Can deep learning beat numerical weather prediction? · Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences · 2021 · 399 citations
- Surface-Energy-Balance Closure over Land: A Review · Boundary-Layer Meteorology · 2020 · 309 citations
- Probabilistic weather forecasting with machine learning · Nature · 2024 · 303 citations
- COSMIC‐2 Radio Occultation Constellation: First Results · Geophysical Research Letters · 2020 · 302 citations
Most recent work
- Physics-constrained neural network for daily pan evaporation forecasting in hyper-arid climates optimized by the Bat Algorithm · Journal of Hydrology · 2026
- Precipitation Efficiency by Storm Type in km‐Scale Climate Simulations and Satellite Observations · Journal of Geophysical Research Atmospheres · 2026
- Shifting hail hazard under global warming and effects on crop hail risk · Nature Climate Change · 2026
- AIFS Single 1.1.0: an update to ECMWF's machine-learned weather forecast model AIFS · Geoscientific model development · 2026
- Are Mechanisms Important for AI to Identify Oscillation Sources? A Case Study · IEEE Transactions on Sustainable Energy · 2026
- Double Low‐Level Jets Over South China in the Warm Season: Diversity and Impacts · Journal of Geophysical Research Atmospheres · 2026
- Toward exascale climate modelling: a python DSL approach to ICON's (icosahedral non-hydrostatic) dynamical core (icon-exclaim v0.2.0) · Geoscientific model development · 2026
- Operational numerical weather prediction with ICON on GPUs (version 2024.10) · Geoscientific model development · 2026
- Identifying sea breezes from atmospheric model output (sea_breeze v1.1) · Geoscientific model development · 2026
- A novel approach for assimilating GNSS tropospheric gradient information to improve numerical weather prediction · Atmospheric Research · 2026
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