activity
20162023
most citedCapturing missing physics in climate model parameterizations using neural differential equations

17 citations · 47 across the 7 of their papers we have counts for

collaborators

7 papers

physics.ao-ph2023★ 3 cited

Formulation and calibration of CATKE, a one-equation parameterization for microscale ocean mixing

Gregory LeClaire Wagner, Adeline Hillier, Navid C. Constantinou +7

We describe CATKE, a parameterization for fluxes associated with small-scale or "microscale" ocean turbulent mixing on scales between 1 and 100 meters. CATKE uses a downgradient fo…

astro-ph.EP2022

Dynamics or Geysers and tracer transport over the south pole of Enceladus

Wanying Kang, John Marshall, Tushar Mittal +1

Over the south pole of Enceladus, an icy moon of Saturn, geysers eject water into space in a striped pattern, making Enceladus one of the most attractive destinations in the search…

astro-ph.EP2022★ 11 cited

The role of ocean circulation in driving hemispheric symmetry breaking of the ice shell of Enceladus

Wanying Kang, Suyash Bire, John Marshall

The ice shell of Enceladus exhibits strong asymmetry between its hemispheres, with all known geysers concentrated over the south pole, even though its orbital configuration is almo…

astro-ph.EP2021★ 1 cited

How does salinity shape ocean circulation and ice geometry on Enceladus and other icy satellites?

Wanying Kang, Tushar Mittal, Suyash Bire +2

Of profound astrobiological interest, Enceladus appears to have a global subsurface ocean that is salty, indicating water-rock reaction at present or in the past, important for its…

physics.ao-ph2020★ 17 cited

Capturing missing physics in climate model parameterizations using neural differential equations

Ali Ramadhan, John Marshall, Andre Souza +8

We explore how neural differential equations (NDEs) may be trained on highly resolved fluid-dynamical models of unresolved scales providing an ideal framework for data-driven param…

astro-ph.EP2020★ 8 cited

Differing Enceladean ocean circulation and ice shell geometries driven by tidal heating in the ice versus the core

Wanying Kang, Suyash Bire, Jean-Michel Campin +4

Beneath the icy shell encasing Enceladus, a small icy moon of Saturn, a global ocean of liquid water ejects geyser-like plumes into space through fissures in the ice, making it an…