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We Want M(o)ore

We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

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Page 1: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

We Want M(o)ore

Page 2: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

Societally we want and need more

Page 3: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use
Page 4: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

Scientifically we want more

Skamarock et al 2014

Page 5: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use
Page 6: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

ECMWFs IFS global 2,5 km

Page 7: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

Global scale, effect of resolution on blocking

Schiemann et al 2016

Page 8: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

More complexity on large and small scales

Page 9: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use
Page 10: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

Technologically we want Moore

Page 11: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

Technologically we want MooreUnsustainable with current technology:

• Need millions of cores for global 1km simulations

• Too expensive in energy use

• Fault tolerance

Page 12: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

Increasing resolution

George Mozdzynski

Page 13: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

Power costs…and days to complete forecast

Page 14: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

Adjust to new hardware

Page 15: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

Vers van de pers …

Page 16: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

State of the art in global weather predictions

ECMWF: 9 km resolution (Tco1279), 137 layerscoupled to interactive ocean, sea ice, land, aerosol

Page 17: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

State of the art in long term global projections

Page 18: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use
Page 19: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

Domain 1: 12.5kmdefault setup

Domain 2: 2.5kmdefault setup

Domain 4: 100mRijkswaterstaat river

temperatures,TOP10NL, satellite

imagery, AHN2 (height map), CBS

data

Domain 3: 500mhi-res landuse, ec.

Rijkswaterstaat river temperatures

Daily forecastsWRF3.5 + urban module (SLUCM)

48 hour runs, 24 hour spin-up

State of the art in regional predictions

Attema et al, IEEE eScience, 2015

Page 20: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

Data integration and assimilation

https://www.esciencecenter.nl/project/summer-in-the-city

Page 21: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

Adding data assimilation

Amsterdam city center

Urban home weather stations

Randstad

https://www.esciencecenter.nl/project/era-urban

Page 22: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use
Page 23: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

Local simulations (LES, DNS)

Stevens et al JHU (FOM, XSEDE, SURF); Goncalvez (eScience, COMMIT)

Page 24: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

Physically constrained deep learning?

Grover et al, 2015 Microsoft Research

Page 25: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

• We want, need and can do more– Societal demand high for more detail and insight

in high impact weather and climate���� Resolution ���� Complexity���� Data assimilation and integration

• Meteorology has been at the forefront and needs to keep innovating

Page 26: We Want M(o)ore€¦ · Technologically we want Moore Unsustainable with current technology: • Need millions of cores for global 1km simulations • Too expensive in energy use

Congratulations to NVBM