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revision 1.11 by mlosch, Sat Mar 8 20:40:47 2008 UTC revision 1.16 by dimitri, Wed Jun 4 00:39:25 2008 UTC
# Line 6  ice simulations that exercise various ca Line 6  ice simulations that exercise various ca
6  model.  The first set of results is from a global, eddy-permitting, ocean and  model.  The first set of results is from a global, eddy-permitting, ocean and
7  sea ice configuration.  The second set of results is from a regional Arctic  sea ice configuration.  The second set of results is from a regional Arctic
8  configuration, which is used to compare the B-grid and C-grid dynamic solvers  configuration, which is used to compare the B-grid and C-grid dynamic solvers
9  and various other capabilities of the MITgcm sea ice model.    and various other capabilities of the MITgcm sea ice model.
 %  
 \ml{[do we really want to do this?:] The third set of  
 results is from a yet smaller regional domain, which is used to illustrate  
 treatment of sea ice open boundary condition in the MITgcm.}  
10    
11  \subsection{Global Ocean and Sea Ice Simulation}  \subsection{Global Ocean and Sea Ice Simulation}
12  \label{sec:global}  \label{sec:global}
# Line 28  relatively even grid spacing throughout Line 24  relatively even grid spacing throughout
24  singularities \citep{adcroft04:_cubed_sphere}. Each face of the cube comprises  singularities \citep{adcroft04:_cubed_sphere}. Each face of the cube comprises
25  510 by 510 grid cells for a mean horizontal grid spacing of 18 km. There are  510 by 510 grid cells for a mean horizontal grid spacing of 18 km. There are
26  50 vertical levels ranging in thickness from 10 m near the surface to  50 vertical levels ranging in thickness from 10 m near the surface to
27  approximately 450 m at a maximum model depth of 6150 m. Bathymetry is from the  approximately 450 m at a maximum model depth of 6150 m. The model employs the
28  National Geophysical Data Center (NGDC) 2-minute gridded global relief data  partial-cell formulation of
 (ETOPO2) and the model employs the partial-cell formulation of  
29  \citet{adcroft97:_shaved_cells}, which permits accurate representation of the  \citet{adcroft97:_shaved_cells}, which permits accurate representation of the
30  bathymetry. The model is integrated in a volume-conserving configuration using  bathymetry. Bathymetry is from the S2004 (Smith, unpublished) blend of the
31    \citet{smi97} and the General Bathymetric Charts of the Oceans (GEBCO) one
32    arc-minute bathymetric grid (see Fig.~\ref{fig:CubeBathymetry}).
33    The model is integrated in a volume-conserving configuration using
34  a finite volume discretization with C-grid staggering of the prognostic  a finite volume discretization with C-grid staggering of the prognostic
35  variables. In the ocean, the non-linear equation of state of \citet{jac95} is  variables. In the ocean, the non-linear equation of state of \citet{jac95} is
36  used.  used.
37    
38    \begin{figure}[h]
39      \centering
40      \includegraphics[width=\textwidth]{\fpath/CubeBathymetry}
41      \caption{Bathymetry of the global cubed sphere model configuration.  The
42        solid lines indicate domain boundaries for the regional Arctic
43        configuration discussed in Section~\ref{sec:arctic}.}
44      \label{fig:CubeBathymetry}
45    \end{figure}
46    
47  The ocean model is coupled to the sea-ice model discussed in  The ocean model is coupled to the sea-ice model discussed in
48  \refsec{model} using the following specific options.  The  \refsec{model} using the following specific options.  The
49  zero-heat-capacity thermodynamics formulation of \citet{hibler80} is  zero-heat-capacity thermodynamics formulation of \citet{hibler80} is
# Line 97  the divergent flow as per \citet{kem08}. Line 104  the divergent flow as per \citet{kem08}.
104  A series of forward sensitivity experiments have been carried out on  A series of forward sensitivity experiments have been carried out on
105  an Arctic Ocean domain with open boundaries.  The objective is to  an Arctic Ocean domain with open boundaries.  The objective is to
106  compare the old B-grid LSR dynamic solver with the new C-grid LSR and  compare the old B-grid LSR dynamic solver with the new C-grid LSR and
107  EVP solvers.  Additional experiments are is carried out to illustrate  EVP solvers.  Additional experiments are carried out to illustrate
108  the differences between different ice advection schemes, ocean-ice  the differences between different ice advection schemes, ocean-ice
109  stress formulations and the two main options for sea ice  stress formulations and the two main options for sea ice
110  thermodynamics in the MITgcm.  thermodynamics in the MITgcm.
# Line 106  The Arctic domain of integration is illu Line 113  The Arctic domain of integration is illu
113  \reffig{arctic_topog}.  It is carved out from, and obtains open  \reffig{arctic_topog}.  It is carved out from, and obtains open
114  boundary conditions from, the global cubed-sphere configuration  boundary conditions from, the global cubed-sphere configuration
115  described above.  The horizontal domain size is 420 by 384 grid boxes.  described above.  The horizontal domain size is 420 by 384 grid boxes.
116  \begin{figure}  \begin{figure*}
117  \centerline{{\includegraphics*[width=0.44\linewidth]{\fpath/topography}}}  %\includegraphics*[width=0.44\linewidth,viewport=139 210 496 606,clip]{\fpath/topography}
118  \caption{Bathymetry and domain boudaries of Arctic  %\includegraphics*[width=0.44\linewidth,viewport=0 0 496 606,clip]{\fpath/topography}
119    Domain. The letters label sections in the Canadian Archipelago,  \includegraphics*[width=0.44\linewidth]{\fpath/topography}
120    where ice transport is evaluated.  \includegraphics*[width=0.46\linewidth]{\fpath/archipelago}
121    \caption{Left: Bathymetry and domain boudaries of Arctic
122      Domain; the dashed line marks the boundaries of the inset on the
123      right hand side. The letters in the inset label sections in the
124      Canadian Archipelago, where ice transport is evaluated:
125      A: Nares Strait; %
126      B: \ml{Meighen Island}; %
127      C: Prince Gustaf Adolf Sea; %
128      D: \ml{Brock Island}; %
129      E: M'Clure Strait; %
130      F: Amundsen Gulf; %
131      G: Lancaster Sound; %
132      H: Barrow Strait \ml{W.}; %
133      I: Barrow Strait \ml{E.}; %
134      J: Barrow Strait \ml{N.}. %
135      The sections A through F comprise the total inflow into the Canadian
136      Archipelago. \ml{[May still need to check the geography.]}
137    \label{fig:arctic_topog}}    \label{fig:arctic_topog}}
138  \end{figure}  \end{figure*}
139    
140    The main dynamic difference from cube sphere is that the Arctic domain
141    configuration does not use rescaled vertical coordinates (z$^\ast$)
142    and the surface boundary conditions for freshwater input are
143    different, because those features are not supported by the open
144    boundary code.
145    %
146    Open water, dry ice, wet ice, dry snow, and wet snow albedo are,
147    respectively, 0.15, 0.85, 0.76, 0.94, and 0.8.
148    
149  The main dynamic difference from cube sphere is that it does not use  The model is integrated from Jan~01, 1992 to Mar~31, 2000,
150  rescaled vertical coordinates (z$^\ast$) and the surface boundary  with three different dynamical solvers, two different boundary
151  conditions for freshwater input are different, because those features  conditions, different stress coupling, rheology, and advection
152  are not supported by the open boundary code.  schemes. \reftab{experiments} gives an overview over the experiments
153    discussed in this section.
154  Open water, dry ice, wet ice, dry snow, and wet snow albedo are, respectively, 0.15, 0.85,  \begin{table}[htbp]
155  0.76, 0.94, and 0.8.    \begin{tabular}{p{.3\linewidth}p{.65\linewidth}}
156        experiment name & description \\ \hline
157  The model is integrated from January, 1992 to March \ml{[???]}, 2000,      B-LSR-ns       &  the original LSOR solver of \citet{zhang97} on an
 with three different dynamical solvers and two different boundary  
 conditions:  
 \begin{description}  
 \item[B-LSR-ns:] the original LSOR solver of \citet{zhang97} on an  
158    Arakawa B-grid, implying no-slip lateral boundary conditions    Arakawa B-grid, implying no-slip lateral boundary conditions
159    ($\vek{u}=0$ exactly);    ($\vek{u}=0$ exactly) \\
160  \item[C-LSR-ns:] the LSOR solver discretized on a C-grid with no-slip lateral      C-LSR-ns       &  the LSOR solver discretized on a C-grid with no-slip lateral
161    boundary conditions (implemented via ghost-points);    boundary conditions (implemented via ghost-points) \\
162  \item[C-LSR-fs:] the LSOR solver on a C-grid with free-slip lateral boundary      C-LSR-fs       &  the LSOR solver on a C-grid with free-slip lateral boundary
163    conditions;    conditions \\
164  \item[C-EVP-ns:] the EVP solver of \citet{hunke01} on a C-grid with      C-EVP-ns       &  the EVP solver of \citet{hunke01} on a C-grid with
165    no-slip lateral boundary conditions; and    no-slip lateral boundary conditions and $\Delta{t}_\mathrm{evp} =
166  \item[C-EVP-fs:] the EVP solver on a C-grid with free-slip lateral    150\text{\,s}$ \\
167    boundary conditions.      C-EVP-ns10     &  the EVP solver of \citet{hunke01} on a C-grid with
168  \end{description}    no-slip lateral boundary conditions and $\Delta{t}_\mathrm{evp} =
169      10\text{\,s}$ \\
170        C-LSR-ns HB87  &  C-LSR-ns with ocean-ice stress coupling according
171      to \citet{hibler87}\\
172        C-LSR-ns TEM   &  C-LSR-ns with a truncated ellispe method (TEM)
173      rheology \citep{hibler97} \\
174        C-LSR-ns WTD   &   C-LSR-ns with 3-layer thermodynamics following
175      \citet{winton00} \\
176        C-LSR-ns DST3FL& C-LSR-ns with a third-order flux limited
177      direct-space-time advection scheme for thermodynamic variables
178      \citep{hundsdorfer94}
179      \end{tabular}
180      \caption{Overview over model simulations in \refsec{arctic}.
181        \label{tab:experiments}}
182    \end{table}
183    %\begin{description}
184    %\item[B-LSR-ns:] the original LSOR solver of \citet{zhang97} on an
185    %  Arakawa B-grid, implying no-slip lateral boundary conditions
186    %  ($\vek{u}=0$ exactly);
187    %\item[C-LSR-ns:] the LSOR solver discretized on a C-grid with no-slip lateral
188    %  boundary conditions (implemented via ghost-points);
189    %\item[C-LSR-fs:] the LSOR solver on a C-grid with free-slip lateral boundary
190    %  conditions;
191    %\item[C-EVP-ns:] the EVP solver of \citet{hunke01} on a C-grid with
192    %  no-slip lateral boundary conditions and $\Delta{t}_\mathrm{evp} =
193    %  150\text{\,s}$;
194    %\item[C-EVP-fs:] the EVP solver on a C-grid with free-slip lateral
195    %  boundary conditions  and $\Delta{t}_\mathrm{evp} = 150\text{\,s}$;
196    %\item[C-LSR-ns DST3FL:] C-LSR-ns with a third-order flux limited
197    %  direct-space-time advection scheme \citep{hundsdorfer94};
198    %\item[C-LSR-ns TEM:] C-LSR-ns with a truncated ellispe method (TEM)
199    %  rheology \citep{hibler97};
200    %\item[C-LSR-ns HB87:] C-LSR-ns with ocean-ice stress coupling according
201    %  to \citet{hibler87};
202    %\item[C-LSR-ns WTD:] C-LSR-ns with 3-layer thermodynamics following
203    %  \citet{winton00};
204    %%\item[C-EVP-ns damp:] C-EVP-ns with additional damping to reduce small
205    %%  scale noise \citep{hunke01};
206    %\item[C-EVP-ns10:] the EVP solver of \citet{hunke01} on a C-grid with
207    %  no-slip lateral boundary conditions and $\Delta{t}_\mathrm{evp} =
208    %  10\text{\,s}$.
209    %\end{description}
210  Both LSOR and EVP solvers solve the same viscous-plastic rheology, so  Both LSOR and EVP solvers solve the same viscous-plastic rheology, so
211  that differences between runs B-LSR-ns, C-LSR-ns, and C-EVP-ns can be  that differences between runs B-LSR-ns, C-LSR-ns, and C-EVP-ns can be
212  interpreted as pure model error. Lateral boundary conditions on a  interpreted as pure model error. Lateral boundary conditions on a
213  coarse grid (compared to the roughness of the true coast line) are  coarse grid (coarse compared to the roughness of the true coast line) are
214  unclear, so that comparing the no-slip solutions to the free-slip  unclear, so that comparing the no-slip solutions to the free-slip
215  solutions gives another measure of uncertainty in sea ice modeling.  solutions gives another measure of uncertainty in sea ice modeling.
216    The remaining experiments explore further sensitivities of the system
217    to different physics (change in rheology, advection and diffusion
218    properties, stress coupling, and thermodynamics) and different time
219    steps for the EVP solutions: \citet{hunke01} uses 120 subcycling steps
220    for the EVP solution. We use two interpretations of this choice where
221    the EVP model is subcycled 120 times within a (short) model timestep
222    of 1200\,s resulting in a very long and expensive integration
223    ($\Delta{t}_\mathrm{evp}=10\text{\,s}$) and 120 times within the
224    forcing timescale of 6\,h ($\Delta{t}_\mathrm{evp}=150\text{\,s}$).
225    
226  A principle difficulty in comparing the solutions obtained with  A principle difficulty in comparing the solutions obtained with
227  different variants of the dynamics solver lies in the non-linear  different realizations of the model dynamics lies in the non-linear
228  feedback of the ice dynamics and thermodynamics. Already after a few  feedback of the ice dynamics and thermodynamics. Already after a few
229  months the solutions have diverged so far from each other that  months the solutions have diverged so far from each other that
230  comparing velocities only makes sense within the first 3~months of the  comparing velocities only makes sense within the first 3~months of the
# Line 160  shown are the differences between B-grid Line 238  shown are the differences between B-grid
238  no-slip and free-slip solution. The velocity field of the C-LSR-ns  no-slip and free-slip solution. The velocity field of the C-LSR-ns
239  solution (\reffig{iceveloc}a) roughly resembles the drift velocities  solution (\reffig{iceveloc}a) roughly resembles the drift velocities
240  of some of the AOMIP (Arctic Ocean Model Intercomparison Project)  of some of the AOMIP (Arctic Ocean Model Intercomparison Project)
241  models in an cyclonic circulation regime (CCR) \citep[their  models in a cyclonic circulation regime (CCR) \citep[their
242  Figure\,6]{martin07} with a Beaufort Gyre and a transpolar drift  Figure\,6]{martin07} with a Beaufort Gyre and a transpolar drift
243  shifted eastwards towards Alaska.  shifted eastwards towards Alaska.
244    
245  The difference beween runs C-LSR-ns and B-LSR-ns (\reffig{iceveloc}b)  The difference beween runs C-LSR-ns and B-LSR-ns (\reffig{iceveloc}b)
246  is most pronounced along the coastlines, where the discretization  is most pronounced along the coastlines, where the discretization
247  differs most between B and C-grids: On a B-grid the tangential  differs most between B and C-grids: On a B-grid the tangential
248  velocity lies on the boundary (and thus zero per the no-slip boundary  velocity lies on the boundary (and is thus zero through the no-slip
249  conditions), whereas on the C-grid the its half a cell width away from  boundary conditions), whereas on the C-grid it is half a cell width
250  the boundary, thus allowing more flow. The B-LSR-ns solution has less  away from the boundary, thus allowing more flow. The B-LSR-ns solution
251  ice drift through the Fram Strait and especially the along Greenland's  has less ice drift through the Fram Strait and especially the along
252  east coast; also, the flow through Baffin Bay and Davis Strait into  Greenland's east coast; also, the flow through Baffin Bay and Davis
253  the Labrador Sea is reduced with respect the C-LSR-ns solution.  Strait into the Labrador Sea is reduced with respect the C-LSR-ns
254  \ml{[Do we expect this? Say something about that]}  solution.  \ml{[Do we expect this? Say something about that]}
255  %  %
256  Compared to the differences between B and C-grid solutions,the  Compared to the differences between B and C-grid solutions,the
257  C-LSR-fs ice drift field differs much less from the C-LSR-ns solution  C-LSR-fs ice drift field differs much less from the C-LSR-ns solution
# Line 182  coastlines: because of the free-slip bou Line 260  coastlines: because of the free-slip bou
260  faster in the C-LSR-fs solution, for example, along the east coast  faster in the C-LSR-fs solution, for example, along the east coast
261  of Greenland, the north coast of Alaska, and the east Coast of Baffin  of Greenland, the north coast of Alaska, and the east Coast of Baffin
262  Island.  Island.
263    %\newcommand{\subplotwidth}{0.44\textwidth}
264    \newcommand{\subplotwidth}{0.3\textwidth}
265  \begin{figure}[htbp]  \begin{figure}[htbp]
266    \centering    \centering
267    \subfigure[{\footnotesize C-LSR-ns}]    \subfigure[{\footnotesize C-LSR-ns}]
268    {\includegraphics[width=0.44\textwidth]{\fpath/JFMuv_lsr_noslip}}    {\includegraphics[width=\subplotwidth]{\fpath/JFMuv_C-LSR-ns}}
269    \subfigure[{\footnotesize B-LSR-ns $-$ C-LSR-ns}]    \subfigure[{\footnotesize B-LSR-ns $-$ C-LSR-ns}]
270    {\includegraphics[width=0.44\textwidth]{\fpath/JFMuv_bgrid-lsr_noslip}}\\    {\includegraphics[width=\subplotwidth]{\fpath/JFMuv_B-LSR-ns-C-LSR-ns}}
271      \\
272    \subfigure[{\footnotesize C-LSR-fs $-$ C-LSR-ns}]    \subfigure[{\footnotesize C-LSR-fs $-$ C-LSR-ns}]
273    {\includegraphics[width=0.44\textwidth]{\fpath/JFMuv_lsr_slip-lsr_noslip}}    {\includegraphics[width=\subplotwidth]{\fpath/JFMuv_C-LSR-fs-C-LSR-ns}}
274    \subfigure[{\footnotesize C-EVP-ns $-$ C-LSR-ns}]    \subfigure[{\footnotesize C-EVP-ns $-$ C-LSR-ns}]
275    {\includegraphics[width=0.44\textwidth]{\fpath/JFMuv_evp_noslip-lsr_noslip}}    {\includegraphics[width=\subplotwidth]{\fpath/JFMuv_C-EVP-ns150-C-LSR-ns}}
276      \\
277      \subfigure[{\footnotesize C-LSR-ns TEM $-$ C-LSR-ns}]
278      {\includegraphics[width=\subplotwidth]{\fpath/JFMuv_TEM-C-LSR-ns}}
279      \subfigure[{\footnotesize C-LSR-ns HB87 $-$ C-LSR-ns}]
280      {\includegraphics[width=\subplotwidth]{\fpath/JFMuv_HB87-C-LSR-ns}}
281      \\
282      \subfigure[{\footnotesize  C-LSR-ns WTD $-$ C-LSR-ns}]
283      {\includegraphics[width=\subplotwidth]{\fpath/JFMuv_ThSIce-C-LSR-ns}}
284      \subfigure[{\footnotesize C-LSR-ns DST3FL $-$ C-LSR-ns}]
285      {\includegraphics[width=\subplotwidth]{\fpath/JFMuv_adv33-C-LSR-ns}}
286    \caption{(a) Ice drift velocity of the C-LSR-ns solution averaged    \caption{(a) Ice drift velocity of the C-LSR-ns solution averaged
287      over the first 3 months of integration [cm/s]; (b)-(d) difference      over the first 3 months of integration [cm/s]; (b)-(h) difference
288      between B-LSR-ns, C-LSR-fs, C-EVP-ns, and C-LSR-ns solutions      between solutions with B-grid, free lateral slip, EVP-solver,
289      [cm/s]; color indicates speed (or differences of speed), vectors      truncated ellipse method (TEM), different ice-ocean stress
290      indicate direction only.}      formulation (HB87), different thermodynamics (WTD), different
291        advection for thermodynamic variables (DST3FL) and the C-LSR-ns
292        reference solution [cm/s]; color indicates speed (or differences
293        of speed), vectors indicate direction only.}
294    \label{fig:iceveloc}    \label{fig:iceveloc}
295  \end{figure}  \end{figure}
296    
297  The C-EVP-ns solution is very different from the C-LSR-ns solution  The C-EVP-ns solution with $\Delta{t}_\mathrm{evp}=150\text{\,s}$ is
298  (\reffig{iceveloc}d). The EVP-approximation of the VP-dynamics allows  very different from the C-LSR-ns solution (\reffig{iceveloc}d). The
299  for increased drift by over 2\,cm/s in the Beaufort Gyre and the  EVP-approximation of the VP-dynamics allows for increased drift by
300  transarctic drift. \ml{Also the Beaufort Gyre is moved towards Alaska  over 2\,cm/s in the Beaufort Gyre and the transarctic drift.
301    in the C-EVP-ns solution. [Really?]} In general, drift velocities are  %\ml{Also the Beaufort Gyre is moved towards Alaska in the C-EVP-ns
302  biased towards higher values in the EVP solutions as can be seen from  %solution. [Really?, No]}
303  a histogram of the differences in \reffig{drifthist}.  In general, drift velocities are biased towards higher values in the
304  \begin{figure}[htbp]  EVP solutions.
305    \centering  % as can be seen from a histogram of the differences in
306    \includegraphics[width=\textwidth]{\fpath/drifthist_evp_noslip-lsr_noslip}  %\reffig{drifthist}.
307    \caption{Histogram of drift velocity differences for C-LSR-ns and  %\begin{figure}[htbp]
308      C-EVP-ns solution [cm/s].}  %  \centering
309    \label{fig:drifthist}  %  \includegraphics[width=\textwidth]{\fpath/drifthist_C-EVP-ns-C-LSR-ns}
310  \end{figure}  %  \caption{Histogram of drift velocity differences for C-LSR-ns and
311    %    C-EVP-ns solution [cm/s].}
312    %  \label{fig:drifthist}
313    %\end{figure}
314    
315  \reffig{icethick}a shows the effective thickness (volume per unit  \reffig{icethick}a shows the effective thickness (volume per unit
316  area) of the C-LSR-ns solution, averaged over January, February, March  area) of the C-LSR-ns solution, averaged over January, February, March
317  of year 2000. By this time of the integration, the differences in the  of year 2000. By this time of the integration, the differences in the
318  ice drift velocities have led to the evolution of very different ice  ice drift velocities have led to the evolution of very different ice
319  thickness distributions, which are shown in \reffig{icethick}b--d, and  thickness distributions, which are shown in \reffig{icethick}b--d, and
320  area distributions (not shown).  \ml{Compared to other solutions, for  concentrations (not shown).
   example, AOMIP the ice thickness distribution blablabal}  
321  \begin{figure}[htbp]  \begin{figure}[htbp]
322    \centering    \centering
323    \subfigure[{\footnotesize C-LSR-ns}]    \subfigure[{\footnotesize C-LSR-ns}]
324    {\includegraphics[width=0.44\textwidth]{\fpath/JFMheff2000_lsr_noslip}}    {\includegraphics[width=\subplotwidth]{\fpath/JFMheff2000_C-LSR-ns}}
325    \subfigure[{\footnotesize B-LSR-ns $-$ C-LSR-ns}]    \subfigure[{\footnotesize B-LSR-ns $-$ C-LSR-ns}]
326    {\includegraphics[width=0.44\textwidth]{\fpath/JFMheff2000_bgrid-lsr_noslip}}\\    {\includegraphics[width=\subplotwidth]{\fpath/JFMheff2000_B-LSR-ns-C-LSR-ns}}
327      \\
328    \subfigure[{\footnotesize C-LSR-fs $-$ C-LSR-ns}]    \subfigure[{\footnotesize C-LSR-fs $-$ C-LSR-ns}]
329    {\includegraphics[width=0.44\textwidth]{\fpath/JFMheff2000_lsr_slip-lsr_noslip}}    {\includegraphics[width=\subplotwidth]{\fpath/JFMheff2000_C-LSR-fs-C-LSR-ns}}
330    \subfigure[{\footnotesize C-EVP-ns $-$ C-LSR-ns}]    \subfigure[{\footnotesize C-EVP-ns $-$ C-LSR-ns}]
331    {\includegraphics[width=0.44\textwidth]{\fpath/JFMheff2000_evp_noslip-lsr_noslip}}    {\includegraphics[width=\subplotwidth]{\fpath/JFMheff2000_C-EVP-ns150-C-LSR-ns}}
332      \\
333      \subfigure[{\footnotesize C-LSR-ns TEM $-$ C-LSR-ns}]
334      {\includegraphics[width=\subplotwidth]{\fpath/JFMheff2000_TEM-C-LSR-ns}}
335      \subfigure[{\footnotesize C-EVP-ns HB87 $-$ C-LSR-ns}]
336      {\includegraphics[width=\subplotwidth]{\fpath/JFMheff2000_HB87-C-LSR-ns}}
337      \\
338      \subfigure[{\footnotesize C-LSR-ns WTD $-$ C-LSR-ns}]
339      {\includegraphics[width=\subplotwidth]{\fpath/JFMheff2000_ThSIce-C-LSR-ns}}
340      \subfigure[{\footnotesize C-EVP-ns DST3FL $-$ C-LSR-ns}]
341      {\includegraphics[width=\subplotwidth]{\fpath/JFMheff2000_adv33-C-LSR-ns}}
342    \caption{(a) Effective thickness (volume per unit area) of the    \caption{(a) Effective thickness (volume per unit area) of the
343      C-LSR-ns solution, averaged over the months Janurary through March      C-LSR-ns solution, averaged over the months Janurary through March
344      2000 [m]; (b)-(d) difference between B-LSR-ns, C-LSR-fs, C-EVP-ns,      2000 [m]; (b)-(d) difference between solutions with B-grid, free
345      and C-LSR-ns solutions [cm/s].}      lateral slip, EVP-solver, truncated ellipse method (TEM),
346        different ice-ocean stress formulation (HB87), different
347        thermodynamics (WTD), different advection for thermodynamic
348        variables (DST3FL) and the C-LSR-ns reference solution [m].}
349    \label{fig:icethick}    \label{fig:icethick}
350  \end{figure}  \end{figure}
351  %  %
# Line 248  the ice volume in not larger everywhere: Line 358  the ice volume in not larger everywhere:
358  patches of smaller ice volume in the B-grid solution, most likely  patches of smaller ice volume in the B-grid solution, most likely
359  because the Beaufort Gyre is weaker and hence not as effective in  because the Beaufort Gyre is weaker and hence not as effective in
360  transporting ice westwards. There are also dipoles of ice volume  transporting ice westwards. There are also dipoles of ice volume
361  differences with more ice on the \ml{luv [what is this in English?,  differences with more ice on the upstream side of island groups and
362    upstream]} and less ice in the the lee of island groups, such as  less ice in their lee, such as Franz-Josef-Land and
363  Franz-Josef-Land and \ml{IDONTKNOW}, because ice tends to flow along  Severnaya Semlya\ml{/or Nordland?},
364  coasts less easily in the B-LSR-ns solution.  because ice tends to flow along coasts less easily in the B-LSR-ns
365    solution.
366    
367  Imposing a free-slip boundary condition in C-LSR-fs leads to a much  Imposing a free-slip boundary condition in C-LSR-fs leads to a much
368  smaller differences to C-LSR-ns than the transition from the B-grid to  smaller differences to C-LSR-ns in the central Arctic than the
369  the C-grid (\reffig{icethick}c), but in the Canadian Archipelago it  transition from the B-grid to the C-grid (\reffig{icethick}c), except
370  still reduces the effective ice thickness by up to 2\,m where the ice  in the Canadian Archipelago. There it reduces the effective ice
371  is thick and the straits are narrow. Dipoles of ice thickness  thickness by 2\,m and more where the ice is thick and the straits are
372  differences can also be observed around islands, because the free-slip  narrow.  Dipoles of ice thickness differences can also be observed
373  solution allows more flow around islands than the no-slip solution.  around islands, because the free-slip solution allows more flow around
374  Everywhere else the ice volume is affected only slightly by the  islands than the no-slip solution.  Everywhere else the ice volume is
375  different boundary condition.  affected only slightly by the different boundary condition.
376  %  %
377  The C-EVP-ns solution has generally stronger drift velocities than the  The C-EVP-ns solution has generally stronger drift velocities than the
378  C-LSR-ns solution. Consequently, more ice can be moved from the eastern  C-LSR-ns solution. Consequently, more ice can be moved from the
379  part of the Arctic, where ice volumes are smaller, to the western  eastern part of the Arctic, where ice volumes are smaller, to the
380  Arctic where ice piles up along the coast (\reffig{icethick}d). Within  western Arctic (\reffig{icethick}d). Within the Canadian Archipelago,
381  the Canadian Archipelago, more drift leads to faster ice export and  more drift leads to faster ice export and reduced effective ice
382  reduced effective ice thickness.  thickness. With a shorter time step of
383    $\Delta{t}_\mathrm{evp}=10\text{\,s}$ the EVP solution seems to
384    converge to the LSOR solution (not shown). Only in the narrow straits
385    in the Archipelago the ice thickness is not affected by the shorter
386    time step and the ice is still thinner by 2\,m and more, as in the EVP
387    solution with $\Delta{t}_\mathrm{evp}=150\text{\,s}$.
388    
389    The observed difference of order 2\,m and less are smaller than the
390    differences that were observed between different hindcast and climate
391    models in \citet{gerdes07}. There the range of sea ice volume of
392    different sea ice-ocean models (which shared very similar forcing
393    fields) was on the order of $10,000\text{km$^{3}$}$; this range was
394    even larger for coupled climate models. Here, the range (and the
395    averaging period) is smaller than $4,000\text{km$^{3}$}$ except for
396    the run \mbox{C-LSR-ns~WTD} where the more complicated thermodynamics
397    leads to generally thicker ice (\reffig{icethick} and
398    \reftab{icevolume}).
399    \begin{table}[htbp]
400      \begin{tabular}{lr@{\hspace{5ex}}r@{$\pm$}rr@{$\pm$}rr@{$\pm$}r}
401        model run & ice volume
402        & \multicolumn{6}{c}{ice transport [$\text{flux$\pm$ std.,
403            km$^{3}$\,y$^{-1}$}$]}\\
404        & [$\text{km$^{3}$}$]
405        & \multicolumn{2}{c}{FS}
406        & \multicolumn{2}{c}{NI}
407        & \multicolumn{2}{c}{LS} \\ \hline
408        B-LSR-ns       & 23,824 & 2126 & 1278 &   34 &  122 &   43 &   76 \\
409        C-LSR-ns       & 24,769 & 2196 & 1253 &   70 &  224 &   77 &  110 \\
410        C-LSR-fs       & 23,286 & 2236 & 1289 &   80 &  276 &   91 &   85 \\
411        C-EVP-ns       & 27,056 & 3050 & 1652 &  352 &  735 &  256 &  151 \\
412        C-EVP-ns10     & 22,633 & 2174 & 1260 &  186 &  496 &  133 &  128 \\
413        C-LSR-ns HB87  & 23,060 & 2256 & 1327 &   64 &  230 &   77 &  114 \\
414        C-LSR-ns TEM   & 23,529 & 2222 & 1258 &   60 &  242 &   87 &  112 \\
415        C-LSR-ns WTD   & 31,634 & 2761 & 1563 &   23 &  140 &   94 &   63 \\
416        C-LSR-ns DST3FL& 24,023 & 2191 & 1261 &   88 &  251 &   84 &  129
417      \end{tabular}
418      \caption{Arctic ice volume averaged over Jan--Mar 2000, in
419        $\text{km$^{3}$}$. Mean ice transport and standard deviation for the
420        period Jan 1992 -- Dec 1999 through the Fram Strait (FS), the
421        total northern inflow into the Canadian Archipelago (NI), and the
422        export through Lancaster Sound (LS), in $\text{km$^{3}$\,y$^{-1}$}$.}
423      \label{tab:icevolume}
424    \end{table}
425    
426  The difference in ice volume and ice drift velocities between the  The difference in ice volume and ice drift velocities between the
427  different experiments has consequences for the ice transport out of  different experiments has consequences for the ice transport out of
428  the Arctic. Although the main export of ice goes through the Fram  the Arctic. Although by far the most exported ice drifts through the
429  Strait, a considerable amoung of ice is exported through the Canadian  Fram Strait (approximately $2300\pm610\text{\,km$^3$\,y$^{-1}$}$), a
430  Archipelago \citep{???}. \reffig{archipelago} shows a time series of  considerable amount (order $160\text{\,km$^3$\,y$^{-1}$}$) ice is
431  \ml{[maybe smooth to longer time scales:] daily averaged} ice  exported through the Canadian Archipelago \citep[and references
432  transport through various straits in the Canadian Archipelago and the  therein]{serreze06}. Note, that ice transport estimates are associated
433  Fram Strait for the different model solutions.  Generally, the  with large uncertainties; also note that tuning an Arctic sea
434  C-EVP-ns solution has highest maximum (export out of the Artic) and  ice-ocean model to reproduce observations is not our goal, but we use
435  minimum (import into the Artic) fluxes as the drift velocities are  the published numbers as an orientation.
436  largest in this solution \ldots  
437    \reffig{archipelago} shows a time series of daily averaged, smoothed
438    with monthly running means, ice transports through various straits in
439    the Canadian Archipelago and the Fram Strait for the different model
440    solutions and \reftab{icevolume} summarizes the time series. The
441    export through Fram Strait agrees with the observations in all model
442    solutions (annual averages range from $2110$ to
443    $2300\text{\,km$^3$\,y$^{-1}$}$, except for \mbox{C-LSR-ns~WTD} with
444    $2760\text{\,km$^3$\,y$^{-1}$}$ and the EVP solution with the long
445    time step of 150\,s with nearly $3000\text{\,km$^3$\,y$^{-1}$}$),
446    while the export through the Candian Archipelago is smaller than
447    generally thought. For example, the ice transport through Lancaster
448    Sound is lower (annual averages are $43$ to
449    $256\text{\,km$^3$\,y$^{-1}$}$) than in \citet{dey81} who estimates an
450    inflow into Baffin Bay of $370$ to $537\text{\,km$^3$\,y$^{-1}$}$, but
451    a flow of only $102$ to $137\text{\,km$^3$\,y$^{-1}$}$ further
452    upstream in Barrow Strait in the 1970ies from satellite images.
453    Generally, the EVP solutions have the highest maximum (export out of
454    the Artic) and lowest minimum (import into the Artic) fluxes as the
455    drift velocities are largest in these solutions.  In the extreme of
456    the Nares Strait, which is only a few grid points wide in our
457    configuration, both B- and C-grid LSOR solvers lead to practically no
458    ice transport, while the C-EVP solutions allow up to
459    $600\text{\,km$^3$\,y$^{-1}$}$ in summer; \citet{tang04} report $300$
460    to $350\text{\,km$^3$\,y$^{-1}$}$.  As as consequence, the import into
461    the Candian Archipelago is larger in all EVP solutions
462    %(range: $539$ to $773\text{\,km$^3$\,y$^{-1}$}$)
463    than in the LSOR solutions.
464    %get the order of magnitude right (range: $132$ to
465    %$165\text{\,km$^3$\,y$^{-1}$}$);
466    The B-LSR-ns solution is even smaller by another factor of two than the
467    C-LSR solutions (an exception is the WTD solution, where larger ice thickness
468    tends to block the transport).
469    %underestimates the ice transport with $34\text{\,km$^3$\,y$^{-1}$}$.
470  \begin{figure}  \begin{figure}
471  \centerline{{\includegraphics*[width=0.6\linewidth]{\fpath/Jan1992xport}}}  %\centerline{{\includegraphics*[width=0.6\linewidth]{\fpath/Jan1992xport}}}
472    %\centerline{{\includegraphics*[width=0.6\linewidth]{\fpath/ice_export}}}
473    \centerline{{\includegraphics*[width=\linewidth]{\fpath/ice_export}}}
474  \caption{Transport through Canadian Archipelago for different solver  \caption{Transport through Canadian Archipelago for different solver
475    flavors. The letters refer to the labels of the sections in    flavors. The letters refer to the labels of the sections in
476    \reffig{arctic_topog}.    \reffig{arctic_topog}; positive values are flux out of the Arctic;
477      legend abbreviations are explained in \reftab{experiments}.
478  \label{fig:archipelago}}  \label{fig:archipelago}}
479  \end{figure}  \end{figure}
480    
481  \ml{[Transport to narrow straits, area?, more runs, TEM, advection  %\ml{[Transport to narrow straits, area?, more runs, TEM, advection
482    schemes, Winton TD, discussion about differences in terms of model  %  schemes, Winton TD, discussion about differences in terms of model
483    error? that's tricky as it means refering to Tremblay, thus our ice  %  error? that's tricky as it means refering to Tremblay, thus our ice
484    models are all erroneous!]}  %  models are all erroneous!]}
485    
486  In summary, we find that different dynamical solvers can yield very  In summary, we find that different dynamical solvers can yield very
487  different solutions. In contrast, the differences between free-slip  different solutions. In constrast to that, the differences between
488  and no-slip solutions \emph{with the same solver} are considerably  free-slip and no-slip solutions \emph{with the same solver} are
489  smaller (the difference for the EVP solver is not shown, but similar  considerably smaller (the difference for the EVP solver is not shown,
490  to that for the LSOR solver). Albeit smaller, the differences between  but similar to that for the LSOR solver). Albeit smaller, the
491  free and no-slip solutions in ice drift can lead to large differences  differences between free and no-slip solutions in ice drift can lead
492  in ice volume over the integration time. At first, this observation  to equally large differences in ice volume, especially in the Canadian
493    Archipelago over the integration time. At first, this observation
494  seems counterintuitive, as we expect that the solution  seems counterintuitive, as we expect that the solution
495  \emph{technique} should not affect the \emph{solution} to a higher  \emph{technique} should not affect the \emph{solution} to a higher
496  degree than actually modifying the equations. A more detailed study on  degree than actually modifying the equations. A more detailed study on
# Line 313  communication]{hunke01}: if the converge Line 503  communication]{hunke01}: if the converge
503  equations is not complete for all linearized solvers, then one can  equations is not complete for all linearized solvers, then one can
504  imagine that each solver stops at a different point in velocity-space  imagine that each solver stops at a different point in velocity-space
505  thus leading to different solutions for the ice drift velocities. If  thus leading to different solutions for the ice drift velocities. If
506  this were true, this tantalizing circumstance had a dramatic impact on  this were true, this tantalizing circumstance would have a dramatic
507  sea-ice modeling in general, and we would need to improve the solution  impact on sea-ice modeling in general, and we would need to improve
508  technique of dynamic sea ice model, most likely at a very high  the solution techniques for dynamic sea ice models, most likely at a very
509  compuational cost (Bruno Tremblay, personal communication).  high compuational cost (Bruno Tremblay, personal communication). Further,
510    we observe that the EVP solutions tends to produce effectively
511    ``weaker'' ice that yields more easily to stress. The fast response to
512    changing wind was also observed by \citet{hunke99}, their Fig.\,10--12,
513  \begin{itemize}  where the EVP model adjusts quickly to a cyclonic wind pattern, while
514  \item Configuration  the LSOR solution does not. This property of the EVP solutions allows
515  \item OBCS from cube  larger ice transports through narrow straits, where the implicit
516  \item forcing  solver LSOR forms rigid ice. The underlying reasons for this striking
517  \item 1/2 and full resolution  difference need further exploration.
518  \item with a few JFM figs from C-grid LSR no slip  
519    ice transport through Canadian Archipelago  % THIS is now almost all in the text:
520    thickness distribution  %\begin{itemize}
521    ice velocity and transport  %\item Configuration
522  \end{itemize}  %\item OBCS from cube
523    %\item forcing
524  \begin{itemize}  %\item 1/2 and full resolution
525  \item Arctic configuration  %\item with a few JFM figs from C-grid LSR no slip
526  \item ice transport through straits and near boundaries  %  ice transport through Canadian Archipelago
527  \item focus on narrow straits in the Canadian Archipelago  %  thickness distribution
528  \end{itemize}  %  ice velocity and transport
529    %\end{itemize}
530  \begin{itemize}  
531  \item B-grid LSR no-slip: B-LSR-ns  %\begin{itemize}
532  \item C-grid LSR no-slip: C-LSR-ns  %\item Arctic configuration
533  \item C-grid LSR slip:    C-LSR-fs  %\item ice transport through straits and near boundaries
534  \item C-grid EVP no-slip: C-EVP-ns  %\item focus on narrow straits in the Canadian Archipelago
535  \item C-grid EVP slip:    C-EVP-fs  %\end{itemize}
536  \item C-grid LSR + TEM (truncated ellipse method, no tensile stress,  
537    new flag): C-LSR-ns+TEM  %\begin{itemize}
538  \item C-grid LSR with different advection scheme: 33 vs 77, vs. default?  %\item B-grid LSR no-slip: B-LSR-ns
539  \item C-grid LSR no-slip + Winton:  %\item C-grid LSR no-slip: C-LSR-ns
540  \item  speed-performance-accuracy (small)  %\item C-grid LSR slip:    C-LSR-fs
541    ice transport through Canadian Archipelago differences  %\item C-grid EVP no-slip: C-EVP-ns
542    thickness distribution differences  %\item C-grid EVP slip:    C-EVP-fs
543    ice velocity and transport differences  %\item C-grid LSR + TEM (truncated ellipse method, no tensile stress,
544  \end{itemize}  %  new flag): C-LSR-ns+TEM
545    %\item C-grid LSR with different advection scheme: 33 vs 77, vs. default?
546  We anticipate small differences between the different models due to:  %\item C-grid LSR no-slip + Winton:
547  \begin{itemize}  %\item  speed-performance-accuracy (small)
548  \item advection schemes: along the ice-edge and regions with large  %  ice transport through Canadian Archipelago differences
549    gradients  %  thickness distribution differences
550  \item C-grid: less transport through narrow straits for no slip  %  ice velocity and transport differences
551    conditons, more for free slip  %\end{itemize}
552  \item VP vs.\ EVP: speed performance, accuracy?  
553  \item ocean stress: different water mass properties beneath the ice  %We anticipate small differences between the different models due to:
554  \end{itemize}  %\begin{itemize}
555    %\item advection schemes: along the ice-edge and regions with large
556  %\begin{figure}  %  gradients
557  %\centerline{{\includegraphics*[width=0.6\linewidth]{\fpath/JFM1992uvice}}}  %\item C-grid: less transport through narrow straits for no slip
558  %\caption{Surface sea ice velocity for different solver flavors.  %  conditons, more for free slip
559  %\label{fig:iceveloc}}  %\item VP vs.\ EVP: speed performance, accuracy?
560  %\end{figure}  %\item ocean stress: different water mass properties beneath the ice
561    %\end{itemize}
 %\begin{figure}  
 %\centerline{{\includegraphics*[width=0.6\linewidth]{\fpath/JFM2000heff}}}  
 %\caption{Sea ice thickness for different solver flavors.  
 %\label{fig:icethick}}  
 %\end{figure}  
562    
563  %%% Local Variables:  %%% Local Variables:
564  %%% mode: latex  %%% mode: latex

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