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\title{A Dynamic-Thermodynamic Sea ice Model for Ocean Climate |
\title{A Dynamic-Thermodynamic Sea ice Model for Ocean Climate |
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Estimation on an Arakawa C-Grid} |
Estimation on an Arakawa C-Grid} |
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\frac{\partial{u_{i}}}{\partial{x_{j}}} + |
\frac{\partial{u_{i}}}{\partial{x_{j}}} + |
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\frac{\partial{u_{j}}}{\partial{x_{i}}}\right). |
\frac{\partial{u_{j}}}{\partial{x_{i}}}\right). |
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\end{equation*} |
\end{equation*} |
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The pressure $P$, a measure of ice strength, depends on both thickness |
The maximum ice pressure $P_{\max}$, a measure of ice strength, depends on |
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$h$ and compactness (concentration) $c$: \[P = |
both thickness $h$ and compactness (concentration) $c$: |
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P^{*}c\,h\,e^{[C^{*}\cdot(1-c)]},\] with the constants $P^{*}$ and |
\begin{equation} |
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$C^{*}$. The nonlinear bulk and shear viscosities $\eta$ and $\zeta$ |
P_{\max} = P^{*}c\,h\,e^{[C^{*}\cdot(1-c)]}, |
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are functions of ice strain rate invariants and ice strength such that |
\label{icestrength} |
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the principal components of the stress lie on an elliptical yield |
\end{equation} |
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curve with the ratio of major to minor axis $e$ equal to $2$; they are |
with the constants $P^{*}$ and $C^{*}$. The nonlinear bulk and shear |
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given by: |
viscosities $\eta$ and $\zeta$ are functions of ice strain rate |
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invariants and ice strength such that the principal components of the |
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stress lie on an elliptical yield curve with the ratio of major to |
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minor axis $e$ equal to $2$; they are given by: |
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\begin{align*} |
\begin{align*} |
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\zeta =& \frac{P}{2\Delta} \\ |
\zeta =& \min\left(\frac{P_{\max}}{2\max(\Delta,\Delta_{\min})}, |
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\eta =& \frac{P}{2\Delta{e}^2} \\ |
\zeta_{\max}\right) \\ |
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|
\eta =& \frac{\zeta}{e^2} \\ |
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\intertext{with the abbreviation} |
\intertext{with the abbreviation} |
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\Delta = & \left[ |
\Delta = & \left[ |
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\left(\dot{\epsilon}_{11}^2+\dot{\epsilon}_{22}^2\right) |
\left(\dot{\epsilon}_{11}^2+\dot{\epsilon}_{22}^2\right) |
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2\dot{\epsilon}_{11}\dot{\epsilon}_{22} (1-e^{-2}) |
2\dot{\epsilon}_{11}\dot{\epsilon}_{22} (1-e^{-2}) |
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\right]^{-\frac{1}{2}} |
\right]^{-\frac{1}{2}} |
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\end{align*} |
\end{align*} |
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The bulk viscosities are bounded above by imposing both a minimum |
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$\Delta_{\min}=10^{-11}\text{\,s}^{-1}$ (for numerical reasons) and a |
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maximum $\zeta_{\max} = P_{\max}/\Delta^*$, where |
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$\Delta^*=(5\times10^{12}/2\times10^4)\text{\,s}^{-1}$. For stress |
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tensor compuation the replacement pressure $P = 2\,\Delta\zeta$ |
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\citep{hibler95} is used so that the stress state always lies on the |
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elliptic yield curve by definition. |
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|
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In the current implementation, the VP-model is integrated with the |
In the current implementation, the VP-model is integrated with the |
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semi-implicit line successive over relaxation (LSOR)-solver of |
semi-implicit line successive over relaxation (LSOR)-solver of |
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\citet{zhang98}, which allows for long time steps that, in our case, |
\citet{zhang98}, which allows for long time steps that, in our case, |
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\section{Funnel Experiments} |
\section{Funnel Experiments} |
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\label{sec:funnel} |
\label{sec:funnel} |
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|
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\begin{itemize} |
For a first/detailed comparison between the different variants of the |
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\item B-grid LSR no-slip |
MIT sea ice model an idealized geometry of a periodic channel, |
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\item C-grid LSR no-slip |
1000\,km long and 500\,m wide on a non-rotating plane, with converging |
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\item C-grid LSR slip |
walls forming a symmetric funnel and a narrow strait of 40\,km width |
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\item C-grid EVP no-slip |
is used. The horizontal resolution is 5\,km throughout the domain |
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\item C-grid EVP slip |
making the narrow strait 8 grid points wide. The ice model is |
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\end{itemize} |
initialized with a complete ice cover of 50\,cm uniform thickness. The |
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ice model is driven by a constant along channel eastward ocean current |
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\subsection{B-grid vs.\ C-grid} |
of 25\,cm/s that does not see the walls in the domain. All other |
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Comparison between: |
ice-ocean-atmosphere interactions are turned off, in particular there |
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\begin{itemize} |
is no feedback of ice dynamics on the ocean current. All thermodynamic |
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\item B-grid, lsr, no-slip |
processes are turned off so that ice thickness variations are only |
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\item C-grid, lsr, no-slip |
caused by convergent or divergent ice flow. Ice volume (effective |
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\item C-grid, evp, no-slip |
thickness) and concentration are advected with a third-order scheme |
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\end{itemize} |
with a flux limiter \citep{hundsdorfer94} to avoid undershoots. This |
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all without ice-ocean stress, because ice-ocean stress does not work |
scheme is unconditionally stable and does not require additional |
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for B-grid. |
diffusion. The time step used here is 1\,h. |
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\reffig{funnelf0} compares the dynamic fields ice concentration $c$, |
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effective thickness $h_{eff} = h\cdot{c}$, and velocities $(u,v)$ for |
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five different cases at steady state (after 10\,years of integration): |
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\begin{description} |
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\item[B-LSRns:] LSR solver with no-slip boundary conditions on a B-grid, |
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\item[C-LSRns:] LSR solver with no-slip boundary conditions on a C-grid, |
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\item[C-LSRfs:] LSR solver with free-slip boundary conditions on a C-grid, |
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\item[C-EVPns:] EVP solver with no-slip boundary conditions on a C-grid, |
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\item[C-EVPfs:] EVP solver with free-slip boundary conditions on a C-grid, |
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\end{description} |
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\ml{[We have not implemented the EVP solver on a B-grid.]} |
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\begin{figure*}[htbp] |
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\includegraphics[width=\widefigwidth]{\fpath/all_086280} |
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\caption{Ice concentration, effective thickness [m], and ice |
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velocities [m/s] |
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for 5 different numerical solutions.} |
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\label{fig:funnelf0} |
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\end{figure*} |
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At a first glance, the solutions look similar. This is encouraging as |
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the details of discretization and numerics should not affect the |
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solutions to first order. In all cases the ice-ocean stress pushes the |
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ice cover eastwards, where it converges in the funnel. In the narrow |
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channel the ice moves quickly (nearly free drift) and leaves the |
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channel as narrow band. |
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A close look reveals interesting differences between the B- and C-grid |
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results. The zonal velocity in the narrow channel is nearly the free |
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drift velocity ( = ocean velocity) of 25\,cm/s for the C-grid |
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solutions, regardless of the boundary conditions, while it is just |
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above 20\,cm/s for the B-grid solution. The ice accelerates to |
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25\,cm/s after it exits the channel. Concentrating on the solutions |
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B-LSRns and C-LSRns, the ice volume (effective thickness) along the |
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boundaries in the narrow channel is larger in the B-grid case although |
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the ice concentration is reduces in the C-grid case. The combined |
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effect leads to a larger actual ice thickness at smaller |
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concentrations in the C-grid case. However, since the effective |
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thickness determines the ice strength $P$ in Eq\refeq{icestrength}, |
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the ice strength and thus the bulk and shear viscosities are larger in |
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the B-grid case leading to more horizontal friction. This circumstance |
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might explain why the no-slip boundary conditions in the B-grid case |
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appear to be more effective in reducing the flow within the narrow |
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channel, than in the C-grid case. Further, the viscosities are also |
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sensitive to details of the velocity gradients. Via $\Delta$, these |
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gradients enter the viscosities in the denominator so that large |
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gradients tend to reduce the viscosities. This again favors more flow |
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along the boundaries in the C-grid case: larger velocities |
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(\reffig{funnelf0}) on grid points that are closer to the boundary by |
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a factor $\frac{1}{2}$ than in the B-grid case because of the stagger |
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nature of the C-grid lead numerically to larger tangential gradients |
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across the boundary; these in turn make the viscosities smaller for |
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less tangential friction and allow more tangential flow along the |
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boundaries. |
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The above argument can also be invoked to explain the small |
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differences between the free-slip and no-slip solutions on the C-grid. |
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Because of the non-linearities in the ice viscosities, in particular |
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along the boundaries, the no-slip boundary conditions has only a small |
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impact on the solution. |
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The difference between LSR and EVP solutions is largest in the |
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effective thickness and meridional velocity fields. The velocity field |
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appears to be a little noisy. This noise has been address by |
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\citet{hunke01}. It can be dealt with by reducing EVP's internal time |
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step (increasing the number of iterations along with the computational |
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cost) or by regularizing the bulk and shear viscosities. We revisit |
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the latter option by reproducing some of the results of |
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\citet{hunke01}, namely the experiment described in her section~4, for |
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our C-grid no-slip cases: in a square domain with a few islands the |
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ice model is initialized with constant ice thickness and linearly |
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increasing ice concentration to the east. The model dynamics are |
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forced with a constant anticyclonic ocean gyre and variable |
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atmospheric wind whose mean directed diagnonally to the north-east |
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corner of the domain; ice volume and concentration are held constant |
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(no advection by ice velocity). \reffig{hunke01} shows the ice |
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velocity field, its divergence, and the bulk viscosity $\zeta$ for the |
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cases C-LRSns and C-EVPns, and for a C-EVPns case, where |
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\citet{hunke01}'s regularization has been implemented; compare to |
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Fig.\,4 in \citet{hunke01}. The regularization contraint limits ice |
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strength and viscosities as a function of damping time scale, |
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resolution and EVP-time step, effectively allowing the elastic waves to |
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damp out more quickly \citep{hunke01}. |
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\begin{figure*}[htbp] |
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\includegraphics[width=\widefigwidth]{\fpath/hun12days} |
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\caption{Hunke's test case.} |
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\label{fig:hunke01} |
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\end{figure*} |
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|
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In the far right (``east'') side of the domain the ice concentration |
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is close to one and the ice should be nearly rigid. The applied wind |
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tends to push ice toward the upper right corner. Because the highly |
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compact ice is confinded by the boundary, it resists any further |
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compression and exhibits little motion in the rigid region on the |
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right hand side. The C-LSRns solution (top row) allows high |
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viscosities in the rigid region suppressing nearly all flow. |
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\citet{hunke01}'s regularization for the C-EVPns solution (bottom row) |
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clearly suppresses the noise present in $\nabla\cdot\vek{u}$ in the |
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unregularized case (middle row), at the cost of reduced viscosities |
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These reduced viscosities lead to small but finite ice velocities |
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which in turn can have a strong effect on solutions in the limit of |
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nearly rigid regimes (arching and blocking, not shown). |
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|
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%\begin{itemize} |
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%\item B-grid LSR no-slip |
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%\item C-grid LSR no-slip |
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%\item C-grid LSR slip |
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%\item C-grid EVP no-slip |
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%\item C-grid EVP slip |
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%\end{itemize} |
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|
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%\subsection{B-grid vs.\ C-grid} |
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%Comparison between: |
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%\begin{itemize} |
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%\item B-grid, lsr, no-slip |
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%\item C-grid, lsr, no-slip |
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%\item C-grid, evp, no-slip |
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%\end{itemize} |
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%all without ice-ocean stress, because ice-ocean stress does not work |
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%for B-grid. |
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|
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\subsection{C-grid} |
\subsection{C-grid} |
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\begin{itemize} |
\begin{itemize} |
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\item ocean stress: different water mass properties beneath the ice |
\item ocean stress: different water mass properties beneath the ice |
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\end{itemize} |
\end{itemize} |
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\section{Adjoint sensitivity experiment} |
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\label{sec:adjoint} |
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Adjoint sensitivity experiment on 1/2-res setup |
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Sensitivity of sea ice volume flow through Fram Strait |
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\section{Adjoint sensiivities of the MITsim} |
\section{Adjoint sensiivities of the MITsim} |
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\subsection{The adjoint of MITsim} |
\subsection{The adjoint of MITsim} |
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\begin{figure}[t!] |
\begin{figure}[t!] |
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\centerline{ |
\centerline{ |
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\subfigure[{\footnotesize -12 months}] |
\subfigure[{\footnotesize -12 months}] |
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{\includegraphics*[width=0.44\linewidth]{figs/run_4yr_ADJheff_arc_lev1_tim072_cmax2.0E+02.eps}} |
{\includegraphics*[width=0.44\linewidth]{\fpath/run_4yr_ADJheff_arc_lev1_tim072_cmax2.0E+02.eps}} |
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%\includegraphics*[width=.3\textwidth]{H_c.bin_res_100_lev1.pdf} |
%\includegraphics*[width=.3\textwidth]{H_c.bin_res_100_lev1.pdf} |
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% |
% |
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\subfigure[{\footnotesize -24 months}] |
\subfigure[{\footnotesize -24 months}] |
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{\includegraphics*[width=0.44\linewidth]{figs/run_4yr_ADJheff_arc_lev1_tim145_cmax2.0E+02.eps}} |
{\includegraphics*[width=0.44\linewidth]{\fpath/run_4yr_ADJheff_arc_lev1_tim145_cmax2.0E+02.eps}} |
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} |
} |
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|
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\centerline{ |
\centerline{ |
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\subfigure[{\footnotesize |
\subfigure[{\footnotesize |
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-36 months}] |
-36 months}] |
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{\includegraphics*[width=0.44\linewidth]{figs/run_4yr_ADJheff_arc_lev1_tim218_cmax2.0E+02.eps}} |
{\includegraphics*[width=0.44\linewidth]{\fpath/run_4yr_ADJheff_arc_lev1_tim218_cmax2.0E+02.eps}} |
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% |
% |
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\subfigure[{\footnotesize |
\subfigure[{\footnotesize |
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-48 months}] |
-48 months}] |
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{\includegraphics*[width=0.44\linewidth]{figs/run_4yr_ADJheff_arc_lev1_tim292_cmax2.0E+02.eps}} |
{\includegraphics*[width=0.44\linewidth]{\fpath/run_4yr_ADJheff_arc_lev1_tim292_cmax2.0E+02.eps}} |
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} |
} |
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\caption{Sensitivity of sea-ice export through Fram Strait in December 2005 to |
\caption{Sensitivity of sea-ice export through Fram Strait in December 2005 to |
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sea-ice thickness at various prior times. |
sea-ice thickness at various prior times. |
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\begin{figure}[t!] |
\begin{figure}[t!] |
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\centerline{ |
\centerline{ |
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\subfigure[{\footnotesize -12 months}] |
\subfigure[{\footnotesize -12 months}] |
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{\includegraphics*[width=0.44\linewidth]{figs/run_4yr_ADJtheta_arc_lev1_tim072_cmax5.0E+01.eps}} |
{\includegraphics*[width=0.44\linewidth]{\fpath/run_4yr_ADJtheta_arc_lev1_tim072_cmax5.0E+01.eps}} |
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%\includegraphics*[width=.3\textwidth]{H_c.bin_res_100_lev1.pdf} |
%\includegraphics*[width=.3\textwidth]{H_c.bin_res_100_lev1.pdf} |
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% |
% |
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\subfigure[{\footnotesize -24 months}] |
\subfigure[{\footnotesize -24 months}] |
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{\includegraphics*[width=0.44\linewidth]{figs/run_4yr_ADJtheta_arc_lev1_tim145_cmax5.0E+01.eps}} |
{\includegraphics*[width=0.44\linewidth]{\fpath/run_4yr_ADJtheta_arc_lev1_tim145_cmax5.0E+01.eps}} |
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} |
} |
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|
|
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\centerline{ |
\centerline{ |
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\subfigure[{\footnotesize |
\subfigure[{\footnotesize |
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-36 months}] |
-36 months}] |
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{\includegraphics*[width=0.44\linewidth]{figs/run_4yr_ADJtheta_arc_lev1_tim218_cmax5.0E+01.eps}} |
{\includegraphics*[width=0.44\linewidth]{\fpath/run_4yr_ADJtheta_arc_lev1_tim218_cmax5.0E+01.eps}} |
768 |
% |
% |
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\subfigure[{\footnotesize |
\subfigure[{\footnotesize |
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-48 months}] |
-48 months}] |
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{\includegraphics*[width=0.44\linewidth]{figs/run_4yr_ADJtheta_arc_lev1_tim292_cmax5.0E+01.eps}} |
{\includegraphics*[width=0.44\linewidth]{\fpath/run_4yr_ADJtheta_arc_lev1_tim292_cmax5.0E+01.eps}} |
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} |
} |
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\caption{Same as Fig. XXX but for sea surface temperature |
\caption{Same as Fig. XXX but for sea surface temperature |
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\label{fig:4yradjthetalev1}} |
\label{fig:4yradjthetalev1}} |
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We thank Jinlun Zhang for providing the original B-grid code and many |
We thank Jinlun Zhang for providing the original B-grid code and many |
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helpful discussions. |
helpful discussions. |
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|
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\bibliography{bib/journal_abrvs,bib/seaice,bib/genocean,bib/maths,bib/mitgcmuv,bib/fram} |
%\bibliography{bib/journal_abrvs,bib/seaice,bib/genocean,bib/maths,bib/mitgcmuv,bib/fram} |
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\bibliography{journal_abrvs,seaice,genocean,maths,mitgcmuv,bib/fram} |
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\end{document} |
\end{document} |
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%%% mode: latex |
%%% mode: latex |
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%%% TeX-master: t |
%%% TeX-master: t |
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%%% End: |
%%% End: |
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A Dynamic-Thermodynamic Sea ice Model for Ocean Climate |
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Estimation on an Arakawa C-Grid |
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|
814 |
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Introduction |
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|
816 |
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Ice Model: |
817 |
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Dynamics formulation. |
818 |
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B-C, LSR, EVP, no-slip, slip |
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parallellization |
820 |
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Thermodynamics formulation. |
821 |
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0-layer Hibler salinity + snow |
822 |
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3-layer Winton |
823 |
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|
824 |
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Idealized tests |
825 |
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Funnel Experiments |
826 |
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Downstream Island tests |
827 |
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B-grid LSR no-slip |
828 |
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C-grid LSR no-slip |
829 |
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C-grid LSR slip |
830 |
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C-grid EVP no-slip |
831 |
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C-grid EVP slip |
832 |
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|
833 |
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Arctic Setup |
834 |
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Configuration |
835 |
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OBCS from cube |
836 |
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forcing |
837 |
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1/2 and full resolution |
838 |
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with a few JFM figs from C-grid LSR no slip |
839 |
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ice transport through Canadian Archipelago |
840 |
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thickness distribution |
841 |
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ice velocity and transport |
842 |
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|
843 |
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Arctic forward sensitivity experiments |
844 |
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B-grid LSR no-slip |
845 |
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C-grid LSR no-slip |
846 |
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C-grid LSR slip |
847 |
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C-grid EVP no-slip |
848 |
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C-grid EVP slip |
849 |
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C-grid LSR no-slip + Winton |
850 |
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speed-performance-accuracy (small) |
851 |
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ice transport through Canadian Archipelago differences |
852 |
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thickness distribution differences |
853 |
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ice velocity and transport differences |
854 |
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|
855 |
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Adjoint sensitivity experiment on 1/2-res setup |
856 |
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Sensitivity of sea ice volume flow through Fram Strait |
857 |
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*** Sensitivity of sea ice volume flow through Canadian Archipelago |
858 |
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|
859 |
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Summary and conluding remarks |