An unbiased atmospheric climate model
To correct the large biases in state-of-the-art climate models with a ML model of the sub-grid tendencies.
Posts by Tag
- Atmospheric modelling 4
- Scientific computing 4
- OPEN 3
- GPU programming 2
- Stochastic 2
- GPU computing 1
- Software engineering 1
- Data compression 1
- Information theory 1
- Data visualisation 1
- Feels-like temperature 1
- Forecast communication 1
- Machine learning 1
- Numerical weather prediction 1
- Generalization 1
- Automatic differentiation 1
- Exoplanets 1
Atmospheric modelling
Fast yet flexible: Atmospheric modelling and high-perfomance computing on the GPU
High-resolution weather and climate models are a massive high-performance computing endeavour
Differentiable atmospheric modelling for Earth and exoplanets
Atmospheric general circulation models are the backbone of climate models, being used to understand and predict climate change on Earth and understand climat...
SpeedyWeather.jl
Play climate modelling like it’s LEGO!
Scientific computing
An unbiased atmospheric climate model
To correct the large biases in state-of-the-art climate models with a ML model of the sub-grid tendencies.
StochasticRounding.jl: Up or down, maybe both?
Stochastic rounding introduces random numbers in every little +, -, *, /, … with big impacts on large scales of a simulated system
Fast yet flexible: Atmospheric modelling and high-perfomance computing on the GPU
High-resolution weather and climate models are a massive high-performance computing endeavour
Data compression and bitinformation
Compressing atmospheric data into its real bitwise information content
OPEN
An unbiased atmospheric climate model
To correct the large biases in state-of-the-art climate models with a ML model of the sub-grid tendencies.
Fast yet flexible: Atmospheric modelling and high-perfomance computing on the GPU
High-resolution weather and climate models are a massive high-performance computing endeavour
Differentiable atmospheric modelling for Earth and exoplanets
Atmospheric general circulation models are the backbone of climate models, being used to understand and predict climate change on Earth and understand climat...
GPU programming
StochasticRounding.jl: Up or down, maybe both?
Stochastic rounding introduces random numbers in every little +, -, *, /, … with big impacts on large scales of a simulated system
Fast yet flexible: Atmospheric modelling and high-perfomance computing on the GPU
High-resolution weather and climate models are a massive high-performance computing endeavour
Stochastic
An unbiased atmospheric climate model
To correct the large biases in state-of-the-art climate models with a ML model of the sub-grid tendencies.
StochasticRounding.jl: Up or down, maybe both?
Stochastic rounding introduces random numbers in every little +, -, *, /, … with big impacts on large scales of a simulated system
GPU computing
SpeedyWeather.jl
Play climate modelling like it’s LEGO!
Software engineering
SpeedyWeather.jl
Play climate modelling like it’s LEGO!
Data compression
Data compression and bitinformation
Compressing atmospheric data into its real bitwise information content
Information theory
Data compression and bitinformation
Compressing atmospheric data into its real bitwise information content
Data visualisation
Heat forecasts
Forecasting feels-like temperatures as a strategy to reduce heat illnesses during sport events
Feels-like temperature
Heat forecasts
Forecasting feels-like temperatures as a strategy to reduce heat illnesses during sport events
Forecast communication
Heat forecasts
Forecasting feels-like temperatures as a strategy to reduce heat illnesses during sport events
Machine learning
Machine learning in atmospheric models with generalization in space and time
Learning the physics not a hardcoded representation of continents with their specific climates
Numerical weather prediction
Machine learning in atmospheric models with generalization in space and time
Learning the physics not a hardcoded representation of continents with their specific climates
Generalization
Machine learning in atmospheric models with generalization in space and time
Learning the physics not a hardcoded representation of continents with their specific climates
Automatic differentiation
Differentiable atmospheric modelling for Earth and exoplanets
Atmospheric general circulation models are the backbone of climate models, being used to understand and predict climate change on Earth and understand climat...
Exoplanets
Differentiable atmospheric modelling for Earth and exoplanets
Atmospheric general circulation models are the backbone of climate models, being used to understand and predict climate change on Earth and understand climat...