Better weather and climate forecasts are needed to maximise the ability of societies worldwide to prepare for climate change. This paper summarises work regarding the hypothesis that increasing the resolution of global models to achieve this aim could be done with existing computer technology by reducing the precision of the model variables to increase efficiency. A method of testing this idea carried out using computer simulations of the idealised Lorenz '96 atmosphere is explained. Preliminary results suggest that high-resolution, reduced precision forecasts outperform low-resolution ones. If these results also apply to real-world models, the technique could yield substantial benefits
AbstractThe use of stochastic processing hardware and low precision arithmetic in atmospheric models...
Numerical simulation of an ever-increasing range of geophysical phenomena is adding enormously to ou...
A reduction of computational cost would allow higher resolution in numerical weather predictions wit...
Accurate forecasts of weather and climate will become increasingly important as the world adapts to ...
Increasing the resolution of numerical models has played a large part in improving the accuracy of w...
Weather and climate models must continue to increase in both resolution and complexity in order that...
Motivated by recent advances in operational weather forecasting, we study the efficacy of low-precis...
Progress towards more reliable weather and climate forecasts is limited by the resolution of numeric...
Attempts to include the vast range of length scales and physical processes at play in Earth's atmosp...
The skill of weather forecasts has improved dramatically over the past 30 years. This improvement ha...
Earth’s climate is a nonlinear dynamical system with scale-dependent Lyapunov exponents. As such, an...
The use of stochastic processing hardware and low precision arithmetic in atmospheric models is inve...
Reducing numerical precision can save computational costs which can then be reinvested for more usef...
How accurate are predictions of climate change from a model which is biased against contemporary obs...
Representing all variables in double‐precision in weather and climate models may be a waste of compu...
AbstractThe use of stochastic processing hardware and low precision arithmetic in atmospheric models...
Numerical simulation of an ever-increasing range of geophysical phenomena is adding enormously to ou...
A reduction of computational cost would allow higher resolution in numerical weather predictions wit...
Accurate forecasts of weather and climate will become increasingly important as the world adapts to ...
Increasing the resolution of numerical models has played a large part in improving the accuracy of w...
Weather and climate models must continue to increase in both resolution and complexity in order that...
Motivated by recent advances in operational weather forecasting, we study the efficacy of low-precis...
Progress towards more reliable weather and climate forecasts is limited by the resolution of numeric...
Attempts to include the vast range of length scales and physical processes at play in Earth's atmosp...
The skill of weather forecasts has improved dramatically over the past 30 years. This improvement ha...
Earth’s climate is a nonlinear dynamical system with scale-dependent Lyapunov exponents. As such, an...
The use of stochastic processing hardware and low precision arithmetic in atmospheric models is inve...
Reducing numerical precision can save computational costs which can then be reinvested for more usef...
How accurate are predictions of climate change from a model which is biased against contemporary obs...
Representing all variables in double‐precision in weather and climate models may be a waste of compu...
AbstractThe use of stochastic processing hardware and low precision arithmetic in atmospheric models...
Numerical simulation of an ever-increasing range of geophysical phenomena is adding enormously to ou...
A reduction of computational cost would allow higher resolution in numerical weather predictions wit...