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revision 1.6 by adcroft, Wed Sep 26 20:19:52 2001 UTC revision 1.30 by jmc, Wed May 4 22:42:48 2011 UTC
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1  % $Header$  % $Header$
2  % $Name$  % $Name$
3    
4  The convention used in this section is as follows:  This chapter lays out the numerical schemes that are
5  Time is ``discretized'' using a time step $\Delta t$    employed in the core MITgcm algorithm. Whenever possible
6  and $\Phi^n$ refers to the variable $\Phi$  links are made to actual program code in the MITgcm implementation.
7  at time $t = n \Delta t$ . We use the notation $\Phi^{(n)}$  The chapter begins with a discussion of the temporal discretization
8  when time interpolation is required to estimate the value of $\phi$  used in MITgcm. This discussion is followed by sections that
9  at the time $n \Delta t$.  describe the spatial discretization. The schemes employed for momentum
10    terms are described first, afterwards the schemes that apply to
11  \section{Time integration}  passive and dynamically active tracers are described.
12    
13  The discretization in time of the model equations (cf section I )  \input{s_algorithm/text/notation}
14  does not depend of the discretization in space of each  
15  term and so  this section can be read independently.  \section{Time-stepping}
16    \label{sec:time_stepping}
17  The continuous form of the model equations is:  \begin{rawhtml}
18    <!-- CMIREDIR:time-stepping: -->
19  \begin{eqnarray}  \end{rawhtml}
20  \partial_t \theta & = & G_\theta  
21  \label{eq-tCsC-theta}  The equations of motion integrated by the model involve four
22  \\  prognostic equations for flow, $u$ and $v$, temperature, $\theta$, and
23  \partial_t S & = & G_s  salt/moisture, $S$, and three diagnostic equations for vertical flow,
24  \label{eq-tCsC-salt}  $w$, density/buoyancy, $\rho$/$b$, and pressure/geo-potential,
25  \\  $\phi_{hyd}$. In addition, the surface pressure or height may by
26  b' & = & b'(\theta,S,r)  described by either a prognostic or diagnostic equation and if
27  \\  non-hydrostatics terms are included then a diagnostic equation for
28  \partial_r \phi'_{hyd} & = & -b'  non-hydrostatic pressure is also solved. The combination of prognostic
29  \label{eq-tCsC-hyd}  and diagnostic equations requires a model algorithm that can march
30  \\  forward prognostic variables while satisfying constraints imposed by
31  \partial_t \vec{\bf v}  diagnostic equations.
32  + {\bf \nabla}_h b_s \eta  
33  + \epsilon_{nh} {\bf \nabla}_h \phi'_{nh}  Since the model comes in several flavors and formulation, it would be
34  & = & \vec{\bf G}_{\vec{\bf v}}  confusing to present the model algorithm exactly as written into code
35  - {\bf \nabla}_h \phi'_{hyd}  along with all the switches and optional terms. Instead, we present
36  \label{eq-tCsC-Hmom}  the algorithm for each of the basic formulations which are:
37  \\  \begin{enumerate}
38  \epsilon_{nh} \frac {\partial{\dot{r}}}{\partial{t}}  \item the semi-implicit pressure method for hydrostatic equations
39  + \epsilon_{nh} \partial_r \phi'_{nh}  with a rigid-lid, variables co-located in time and with
40  & = & \epsilon_{nh} G_{\dot{r}}  Adams-Bashforth time-stepping, \label{it:a}
41  \label{eq-tCsC-Vmom}  \item as \ref{it:a}. but with an implicit linear free-surface, \label{it:b}
42  \\  \item as \ref{it:a}. or \ref{it:b}. but with variables staggered in time,
43  {\bf \nabla}_h \cdot \vec{\bf v} + \partial_r \dot{r}  \label{it:c}
44  & = & 0  \item as \ref{it:a}. or \ref{it:b}. but with non-hydrostatic terms included,
45  \label{eq-tCsC-cont}  \item as \ref{it:b}. or \ref{it:c}. but with non-linear free-surface.
46    \end{enumerate}
47    
48    In all the above configurations it is also possible to substitute the
49    Adams-Bashforth with an alternative time-stepping scheme for terms
50    evaluated explicitly in time. Since the over-arching algorithm is
51    independent of the particular time-stepping scheme chosen we will
52    describe first the over-arching algorithm, known as the pressure
53    method, with a rigid-lid model in section
54    \ref{sec:pressure-method-rigid-lid}. This algorithm is essentially
55    unchanged, apart for some coefficients, when the rigid lid assumption
56    is replaced with a linearized implicit free-surface, described in
57    section \ref{sec:pressure-method-linear-backward}. These two flavors
58    of the pressure-method encompass all formulations of the model as it
59    exists today. The integration of explicit in time terms is out-lined
60    in section \ref{sec:adams-bashforth} and put into the context of the
61    overall algorithm in sections \ref{sec:adams-bashforth-sync} and
62    \ref{sec:adams-bashforth-staggered}. Inclusion of non-hydrostatic
63    terms requires applying the pressure method in three dimensions
64    instead of two and this algorithm modification is described in section
65    \ref{sec:non-hydrostatic}. Finally, the free-surface equation may be
66    treated more exactly, including non-linear terms, and this is
67    described in section \ref{sec:nonlinear-freesurface}.
68    
69    
70    \section{Pressure method with rigid-lid}
71    \label{sec:pressure-method-rigid-lid}
72    \begin{rawhtml}
73    <!-- CMIREDIR:pressure_method_rigid_lid: -->
74    \end{rawhtml}
75    
76    \begin{figure}
77    \begin{center}
78    \resizebox{4.0in}{!}{\includegraphics{s_algorithm/figs/pressure-method-rigid-lid.eps}}
79    \end{center}
80    \caption{
81    A schematic of the evolution in time of the pressure method
82    algorithm. A prediction for the flow variables at time level $n+1$ is
83    made based only on the explicit terms, $G^{(n+^1/_2)}$, and denoted
84    $u^*$, $v^*$. Next, a pressure field is found such that $u^{n+1}$,
85    $v^{n+1}$ will be non-divergent. Conceptually, the $*$ quantities
86    exist at time level $n+1$ but they are intermediate and only
87    temporary.}
88    \label{fig:pressure-method-rigid-lid}
89    \end{figure}
90    
91    \begin{figure}
92    \begin{center} \fbox{ \begin{minipage}{4.5in} \begin{tabbing}
93    aaa \= aaa \= aaa \= aaa \= aaa \= aaa \kill
94    \filelink{FORWARD\_STEP}{model-src-forward_step.F} \\
95    \> DYNAMICS \\
96    \>\> TIMESTEP \` $u^*$,$v^*$ (\ref{eq:ustar-rigid-lid},\ref{eq:vstar-rigid-lid}) \\
97    \> SOLVE\_FOR\_PRESSURE \\
98    \>\> CALC\_DIV\_GHAT \` $H\widehat{u^*}$,$H\widehat{v^*}$ (\ref{eq:elliptic}) \\
99    \>\> CG2D \` $\eta^{n+1}$ (\ref{eq:elliptic}) \\
100    \> MOMENTUM\_CORRECTION\_STEP  \\
101    \>\> CALC\_GRAD\_PHI\_SURF \` $\nabla \eta^{n+1}$ \\
102    \>\> CORRECTION\_STEP \` $u^{n+1}$,$v^{n+1}$ (\ref{eq:un+1-rigid-lid},\ref{eq:vn+1-rigid-lid})
103    \end{tabbing} \end{minipage} } \end{center}
104    \caption{Calling tree for the pressure method algorithm
105      (\filelink{FORWARD\_STEP}{model-src-forward_step.F})}
106    \label{fig:call-tree-pressure-method}
107    \end{figure}
108    
109    The horizontal momentum and continuity equations for the ocean
110    (\ref{eq:ocean-mom} and \ref{eq:ocean-cont}), or for the atmosphere
111    (\ref{eq:atmos-mom} and \ref{eq:atmos-cont}), can be summarized by:
112    \begin{eqnarray}
113    \partial_t u + g \partial_x \eta & = & G_u \\
114    \partial_t v + g \partial_y \eta & = & G_v \\
115    \partial_x u + \partial_y v + \partial_z w & = & 0
116  \end{eqnarray}  \end{eqnarray}
117  where  where we are adopting the oceanic notation for brevity. All terms in
118  \begin{eqnarray*}  the momentum equations, except for surface pressure gradient, are
119  G_\theta & = &  encapsulated in the $G$ vector. The continuity equation, when
120  - \vec{\bf v} \cdot {\bf \nabla} \theta + {\cal Q}_\theta  integrated over the fluid depth, $H$, and with the rigid-lid/no normal
121  \\  flow boundary conditions applied, becomes:
122  G_S & = &  \begin{equation}
123  - \vec{\bf v} \cdot {\bf \nabla} S + {\cal Q}_S  \partial_x H \widehat{u} + \partial_y H \widehat{v} = 0
124  \\  \label{eq:rigid-lid-continuity}
125  \vec{\bf G}_{\vec{\bf v}}  \end{equation}
126  & = &  Here, $H\widehat{u} = \int_H u dz$ is the depth integral of $u$,
127  - \vec{\bf v} \cdot {\bf \nabla} \vec{\bf v}  similarly for $H\widehat{v}$. The rigid-lid approximation sets $w=0$
128  - f \hat{\bf k} \wedge \vec{\bf v}  at the lid so that it does not move but allows a pressure to be
129  + \vec{\cal F}_{\vec{\bf v}}  exerted on the fluid by the lid. The horizontal momentum equations and
130  \\  vertically integrated continuity equation are be discretized in time
131  G_{\dot{r}}  and space as follows:
132  & = &  \begin{eqnarray}
133  - \vec{\bf v} \cdot {\bf \nabla} \dot{r}  u^{n+1} + \Delta t g \partial_x \eta^{n+1}
134  + {\cal F}_{\dot{r}}  & = & u^{n} + \Delta t G_u^{(n+1/2)}
135  \end{eqnarray*}  \label{eq:discrete-time-u}
136  The exact form of all the ``{\it G}''s terms is described in the next  \\
137  section \ref{sect:discrete}. Here its sufficient to mention that they contains  v^{n+1} + \Delta t g \partial_y \eta^{n+1}
138  all the RHS terms except the pressure/geo-potential terms.  & = & v^{n} + \Delta t G_v^{(n+1/2)}
139    \label{eq:discrete-time-v}
140  The switch $\epsilon_{nh}$ allows one to activate the non-hydrostatic  \\
141  mode ($\epsilon_{nh}=1$) for the ocean model. Otherwise, in the    \partial_x H \widehat{u^{n+1}}
142  hydrostatic limit $\epsilon_{nh} = 0$ and equation \ref{eq-tCsC-Vmom}  + \partial_y H \widehat{v^{n+1}} & = & 0
143  is not used.  \label{eq:discrete-time-cont-rigid-lid}
144    \end{eqnarray}
145  As discussed in section \ref{sect:1.3.6.2}, the equation for $\eta$ is  As written here, terms on the LHS all involve time level $n+1$ and are
146  obtained by integrating the continuity equation over the entire depth  referred to as implicit; the implicit backward time stepping scheme is
147  of the fluid, from $R_{fixed}(x,y)$ up to $R_o(x,y)$. The linear free  being used. All other terms in the RHS are explicit in time. The
148  surface evolves according to:  thermodynamic quantities are integrated forward in time in parallel
149  \begin{eqnarray}  with the flow and will be discussed later. For the purposes of
150  \epsilon_{fs} \partial_t \eta =  describing the pressure method it suffices to say that the hydrostatic
151  \left. \dot{r} \right|_{r=r_{surf}} + \epsilon_{fw} (P-E) =  pressure gradient is explicit and so can be included in the vector
152  - {\bf \nabla} \cdot \int_{R_{fixed}}^{R_o} \vec{\bf v} dr  $G$.
153  + \epsilon_{fw} (P-E)  
154  \label{eq-tCsC-eta}  Substituting the two momentum equations into the depth integrated
155  \end{eqnarray}  continuity equation eliminates $u^{n+1}$ and $v^{n+1}$ yielding an
156    elliptic equation for $\eta^{n+1}$. Equations
157  Here, $\epsilon_{fs}$ is a flag to switch between the free-surface,  \ref{eq:discrete-time-u}, \ref{eq:discrete-time-v} and
158  $\epsilon_{fs}=1$, and a rigid-lid, $\epsilon_{fs}=0$. The flag  \ref{eq:discrete-time-cont-rigid-lid} can then be re-arranged as follows:
159  $\epsilon_{fw}$ determines whether an exchange of fresh water is  \begin{eqnarray}
160  included at the ocean surface (natural BC) ($\epsilon_{fw} = 1$) or  u^{*} & = & u^{n} + \Delta t G_u^{(n+1/2)} \label{eq:ustar-rigid-lid} \\
161  not ($\epsilon_{fw} = 0$).  v^{*} & = & v^{n} + \Delta t G_v^{(n+1/2)} \label{eq:vstar-rigid-lid} \\
162      \partial_x \Delta t g H \partial_x \eta^{n+1}
163  The hydrostatic potential is found by integrating (equation  + \partial_y \Delta t g H \partial_y \eta^{n+1}
 \ref{eq-tCsC-hyd}) with the boundary condition that  
 $\phi'_{hyd}(r=R_o) = 0$:  
 \begin{eqnarray*}  
 & &  
 \int_{r'}^{R_o} \partial_r \phi'_{hyd} dr =  
 \left[ \phi'_{hyd} \right]_{r'}^{R_o} =  
 \int_{r'}^{R_o} - b' dr  
 \\  
 \Rightarrow & &  
 \phi'_{hyd}(x,y,r') = \int_{r'}^{R_o} b' dr  
 \end{eqnarray*}  
   
 \subsection{General method}  
   
 An overview of the general method is now presented with explicit  
 references to the Fortran code. We often refer to the discretized  
 equations of the model that are detailed in the following sections.  
   
 The general algorithm consist of a ``predictor step'' that computes  
 the forward tendencies ("G" terms") comprising of explicit-in-time  
 terms and the ``first guess'' values (star notation): $\theta^*, S^*,  
 \vec{\bf v}^*$ (and $\dot{r}^*$ in non-hydrostatic mode). This is done  
 in the two routines {\it THERMODYNAMICS} and {\it DYNAMICS}.  
   
 Terms that are integrated implicitly in time are handled at the end of  
 the {\it THERMODYNAMICS} and {\it DYNAMICS} routines. Then the  
 surface pressure and non hydrostatic pressure are solved for in ({\it  
 SOLVE\_FOR\_PRESSURE}).  
   
 Finally, in the ``corrector step'', (routine {\it  
 THE\_CORRECTION\_STEP}) the new values of $u,v,w,\theta,S$ are  
 determined (see details in \ref{sect:II.1.3}).  
   
 At this point, the regular time stepping process is complete. However,  
 after the correction step there are optional adjustments such as  
 convective adjustment or filters (zonal FFT filter, shapiro filter)  
 that can be applied on both momentum and tracer fields, just prior to  
 incrementing the time level to $n+1$.  
   
 Since the pressure solver precision is of the order of the ``target  
 residual'' and can be lower than the the computer truncation error,  
 and also because some filters might alter the divergence part of the  
 flow field, a final evaluation of the surface r anomaly $\eta^{n+1}$  
 is performed in {\it CALC\_EXACT\_ETA}. This ensures exact volume  
 conservation. Note that there is no need for an equivalent  
 non-hydrostatic ``exact conservation'' step, since by default $w$ is  
 already computed after the filters are applied.  
   
 Optional forcing terms (usually part of a physics ``package''), that  
 account for a specific source or sink process (e.g. condensation as a  
 sink of water vapor Q) are generally incorporated in the main  
 algorithm as follows: at the the beginning of the time step, the  
 additional tendencies are computed as a function of the present state  
 (time step $n$) and external forcing; then within the main part of  
 model, only those new tendencies are added to the model variables.  
   
 [more details needed]\\  
   
 The atmospheric physics follows this general scheme.  
   
 [more about C\_grid, A\_grid conversion \& drag term]\\  
   
   
   
 \subsection{Standard synchronous time stepping}  
   
 In the standard formulation, the surface pressure is evaluated at time  
 step n+1 (an implicit method).  Equations \ref{eq-tCsC-theta} to  
 \ref{eq-tCsC-cont} are then discretized in time as follows:  
 \begin{eqnarray}  
 \left[ 1 - \partial_r \kappa_v^\theta \partial_r \right]  
 \theta^{n+1} & = & \theta^*  
 \label{eq-tDsC-theta}  
 \\  
 \left[ 1 - \partial_r \kappa_v^S \partial_r \right]  
 S^{n+1} & = & S^*  
 \label{eq-tDsC-salt}  
 \\  
 %{b'}^{n} & = & b'(\theta^{n},S^{n},r)  
 %\partial_r {\phi'_{hyd}}^{n} & = & {-b'}^{n}  
 %\\  
 {\phi'_{hyd}}^{n} & = & \int_{r'}^{R_o} b'(\theta^{n},S^{n},r) dr  
 \label{eq-tDsC-hyd}  
 \\  
 \vec{\bf v} ^{n+1}  
 + \Delta t {\bf \nabla}_h b_s {\eta}^{n+1}  
 + \epsilon_{nh} \Delta t {\bf \nabla} {\phi'_{nh}}^{n+1}  
 - \partial_r A_v \partial_r \vec{\bf v}^{n+1}  
164  & = &  & = &
165  \vec{\bf v}^*    \partial_x H \widehat{u^{*}}
166  \label{eq-tDsC-Hmom}  + \partial_y H \widehat{v^{*}} \label{eq:elliptic}
167  \\  \\
168  \epsilon_{fs} {\eta}^{n+1} + \Delta t  u^{n+1} & = & u^{*} - \Delta t g \partial_x \eta^{n+1} \label{eq:un+1-rigid-lid}\\
169  {\bf \nabla}_h \cdot \int_{R_{fixed}}^{R_o} \vec{\bf v}^{n+1} dr  v^{n+1} & = & v^{*} - \Delta t g \partial_y \eta^{n+1} \label{eq:vn+1-rigid-lid}
 & = &  
     \epsilon_{fs} {\eta}^{n} + \epsilon_{fw} \Delta_t (P-E)^{n}  
 \nonumber  
 \\  
 % = \epsilon_{fs} {\eta}^{n} & + & \epsilon_{fw} \Delta_t (P-E)^{n}  
 \label{eq-tDsC-eta}  
 \\  
 \epsilon_{nh} \left( \dot{r} ^{n+1}  
 + \Delta t \partial_r {\phi'_{nh}} ^{n+1}  
 \right)  
 & = & \epsilon_{nh} \dot{r}^*  
 \label{eq-tDsC-Vmom}  
 \\  
 {\bf \nabla}_h \cdot \vec{\bf v}^{n+1} + \partial_r \dot{r}^{n+1}  
 & = & 0  
 \label{eq-tDsC-cont}  
170  \end{eqnarray}  \end{eqnarray}
171  where  Equations \ref{eq:ustar-rigid-lid} to \ref{eq:vn+1-rigid-lid}, solved
172    sequentially, represent the pressure method algorithm used in the
173    model. The essence of the pressure method lies in the fact that any
174    explicit prediction for the flow would lead to a divergence flow field
175    so a pressure field must be found that keeps the flow non-divergent
176    over each step of the integration. The particular location in time of
177    the pressure field is somewhat ambiguous; in
178    Fig.~\ref{fig:pressure-method-rigid-lid} we depicted as co-located
179    with the future flow field (time level $n+1$) but it could equally
180    have been drawn as staggered in time with the flow.
181    
182    The correspondence to the code is as follows:
183    \begin{itemize}
184    \item
185    the prognostic phase, equations \ref{eq:ustar-rigid-lid} and \ref{eq:vstar-rigid-lid},
186    stepping forward $u^n$ and $v^n$ to $u^{*}$ and $v^{*}$ is coded in
187    \filelink{TIMESTEP()}{model-src-timestep.F}
188    \item
189    the vertical integration, $H \widehat{u^*}$ and $H
190    \widehat{v^*}$, divergence and inversion of the elliptic operator in
191    equation \ref{eq:elliptic} is coded in
192    \filelink{SOLVE\_FOR\_PRESSURE()}{model-src-solve_for_pressure.F}
193    \item
194    finally, the new flow field at time level $n+1$ given by equations
195    \ref{eq:un+1-rigid-lid} and \ref{eq:vn+1-rigid-lid} is calculated in
196    \filelink{CORRECTION\_STEP()}{model-src-correction_step.F}.
197    \end{itemize}
198    The calling tree for these routines is given in
199    Fig.~\ref{fig:call-tree-pressure-method}.
200    
201    
202    %\paragraph{Need to discuss implicit viscosity somewhere:}
203    In general, the horizontal momentum time-stepping can contain some terms
204    that are treated implicitly in time,
205    such as the vertical viscosity when using the backward time-stepping scheme
206    (\varlink{implicitViscosity}{implicitViscosity} {\it =.TRUE.}).
207    The method used to solve those implicit terms is provided in
208    section \ref{sec:implicit-backward-stepping}, and modifies
209    equations \ref{eq:discrete-time-u} and \ref{eq:discrete-time-v} to
210    give:
211  \begin{eqnarray}  \begin{eqnarray}
212  \theta^* & = &  u^{n+1} - \Delta t \partial_z A_v \partial_z u^{n+1}
213  \theta ^{n} + \Delta t G_{\theta} ^{(n+1/2)}  + \Delta t g \partial_x \eta^{n+1} & = & u^{n} + \Delta t G_u^{(n+1/2)}
214  \\  \\
215  S^* & = &  v^{n+1} - \Delta t \partial_z A_v \partial_z v^{n+1}
216  S ^{n} + \Delta t G_{S} ^{(n+1/2)}  + \Delta t g \partial_y \eta^{n+1} & = & v^{n} + \Delta t G_v^{(n+1/2)}
 \\  
 \vec{\bf v}^* & = &  
 \vec{\bf v}^{n} + \Delta t \vec{\bf G}_{\vec{\bf v}} ^{(n+1/2)}  
 + \Delta t  {\bf \nabla}_h {\phi'_{hyd}}^{(n+1/2)}  
 \\  
 \dot{r}^* & = &  
 \dot{r} ^{n} + \Delta t G_{\dot{r}} ^{(n+1/2)}  
217  \end{eqnarray}  \end{eqnarray}
218    
 Note that implicit vertical viscosity and diffusivity terms are not  
 considered as part of the ``{\it G}'' terms, but are written  
 separately here.  
219    
220  The default time-stepping method is the Adams-Bashforth quasi-second  \section{Pressure method with implicit linear free-surface}
221  order scheme in which the ``G'' terms are extrapolated forward in time  \label{sec:pressure-method-linear-backward}
222  from time-levels $n-1$ and $n$ to time-level $n+1/2$ and provides a  \begin{rawhtml}
223  simple but stable algorithm:  <!-- CMIREDIR:pressure_method_linear_backward: -->
224    \end{rawhtml}
225    
226    The rigid-lid approximation filters out external gravity waves
227    subsequently modifying the dispersion relation of barotropic Rossby
228    waves. The discrete form of the elliptic equation has some zero
229    eigen-values which makes it a potentially tricky or inefficient
230    problem to solve.
231    
232    The rigid-lid approximation can be easily replaced by a linearization
233    of the free-surface equation which can be written:
234  \begin{equation}  \begin{equation}
235  G^{(n+1/2)} = G^n + (1/2+\epsilon_{AB}) (G^n - G^{n-1})  \partial_t \eta + \partial_x H \widehat{u} + \partial_y H \widehat{v} = P-E+R
236    \label{eq:linear-free-surface=P-E}
237  \end{equation}  \end{equation}
238  where $\epsilon_{AB}$ is a small number used to stabilize the time  which differs from the depth integrated continuity equation with
239  stepping.  rigid-lid (\ref{eq:rigid-lid-continuity}) by the time-dependent term
240    and fresh-water source term.
241  In the standard non-staggered formulation, the Adams-Bashforth time  
242  stepping is also applied to the hydrostatic pressure/geo-potential  Equation \ref{eq:discrete-time-cont-rigid-lid} in the rigid-lid
243  gradient, $\nabla_h \Phi'_{hyd}$.  Note that presently, this term is in  pressure method is then replaced by the time discretization of
244  fact incorporated to the $\vec{\bf G}_{\vec{\bf v}}$ arrays ({\bf  \ref{eq:linear-free-surface=P-E} which is:
245  gU,gV}).  \begin{equation}
246  \marginpar{JMC: Clarify this term?}  \eta^{n+1}
247    + \Delta t \partial_x H \widehat{u^{n+1}}
248    + \Delta t \partial_y H \widehat{v^{n+1}}
249    =
250    \eta^{n}
251    + \Delta t ( P - E )
252    \label{eq:discrete-time-backward-free-surface}
253    \end{equation}
254    where the use of flow at time level $n+1$ makes the method implicit
255    and backward in time. This is the preferred scheme since it still
256    filters the fast unresolved wave motions by damping them. A centered
257    scheme, such as Crank-Nicholson (see section \ref{sec:freesurf-CrankNick}),
258    would alias the energy of the fast modes onto slower modes of motion.
259    
260    As for the rigid-lid pressure method, equations
261    \ref{eq:discrete-time-u}, \ref{eq:discrete-time-v} and
262    \ref{eq:discrete-time-backward-free-surface} can be re-arranged as follows:
263    \begin{eqnarray}
264    u^{*} & = & u^{n} + \Delta t G_u^{(n+1/2)} \label{eq:ustar-backward-free-surface} \\
265    v^{*} & = & v^{n} + \Delta t G_v^{(n+1/2)} \label{eq:vstar-backward-free-surface} \\
266    \eta^* & = & \epsilon_{fs} \left( \eta^{n} + \Delta t (P-E) \right)
267             - \Delta t \left( \partial_x H \widehat{u^{*}}
268                             + \partial_y H \widehat{v^{*}} \right)
269    \\
270      \partial_x g H \partial_x \eta^{n+1}
271    & + & \partial_y g H \partial_y \eta^{n+1}
272     - \frac{\epsilon_{fs} \eta^{n+1}}{\Delta t^2}
273     =
274    - \frac{\eta^*}{\Delta t^2}
275    \label{eq:elliptic-backward-free-surface}
276    \\
277    u^{n+1} & = & u^{*} - \Delta t g \partial_x \eta^{n+1} \label{eq:un+1-backward-free-surface}\\
278    v^{n+1} & = & v^{*} - \Delta t g \partial_y \eta^{n+1} \label{eq:vn+1-backward-free-surface}
279    \end{eqnarray}
280    Equations~\ref{eq:ustar-backward-free-surface}
281    to~\ref{eq:vn+1-backward-free-surface}, solved sequentially, represent
282    the pressure method algorithm with a backward implicit, linearized
283    free surface. The method is still formerly a pressure method because
284    in the limit of large $\Delta t$ the rigid-lid method is
285    recovered. However, the implicit treatment of the free-surface allows
286    the flow to be divergent and for the surface pressure/elevation to
287    respond on a finite time-scale (as opposed to instantly). To recover
288    the rigid-lid formulation, we introduced a switch-like parameter,
289    $\epsilon_{fs}$ (\varlink{freesurfFac}{freesurfFac}),
290    which selects between the free-surface and rigid-lid;
291    $\epsilon_{fs}=1$ allows the free-surface to evolve; $\epsilon_{fs}=0$
292    imposes the rigid-lid. The evolution in time and location of variables
293    is exactly as it was for the rigid-lid model so that
294    Fig.~\ref{fig:pressure-method-rigid-lid} is still
295    applicable. Similarly, the calling sequence, given in
296    Fig.~\ref{fig:call-tree-pressure-method}, is as for the
297    pressure-method.
298    
299    
300    \section{Explicit time-stepping: Adams-Bashforth}
301    \label{sec:adams-bashforth}
302    \begin{rawhtml}
303    <!-- CMIREDIR:adams_bashforth: -->
304    \end{rawhtml}
305    
306    In describing the the pressure method above we deferred describing the
307    time discretization of the explicit terms. We have historically used
308    the quasi-second order Adams-Bashforth method for all explicit terms
309    in both the momentum and tracer equations. This is still the default
310    mode of operation but it is now possible to use alternate schemes for
311    tracers (see section \ref{sec:tracer-advection}).
312    
313    \begin{figure}
314    \begin{center} \fbox{ \begin{minipage}{4.5in} \begin{tabbing}
315    aaa \= aaa \= aaa \= aaa \= aaa \= aaa \kill
316    FORWARD\_STEP \\
317    \> THERMODYNAMICS \\
318    \>\> CALC\_GT \\
319    \>\>\> GAD\_CALC\_RHS \` $G_\theta^n = G_\theta( u, \theta^n )$ \\
320    \>either\>\> EXTERNAL\_FORCING \` $G_\theta^n = G_\theta^n + {\cal Q}$ \\
321    \>\>\> ADAMS\_BASHFORTH2 \` $G_\theta^{(n+1/2)}$ (\ref{eq:adams-bashforth2}) \\
322    \>or\>\> EXTERNAL\_FORCING \` $G_\theta^{(n+1/2)} = G_\theta^{(n+1/2)} + {\cal Q}$ \\
323    \>\> TIMESTEP\_TRACER \` $\tau^*$ (\ref{eq:taustar}) \\
324    \>\> IMPLDIFF \` $\tau^{(n+1)}$ (\ref{eq:tau-n+1-implicit})
325    \end{tabbing} \end{minipage} } \end{center}
326    \caption{
327    Calling tree for the Adams-Bashforth time-stepping of temperature with
328    implicit diffusion.
329      (\filelink{THERMODYNAMICS}{model-src-thermodynamics.F},
330       \filelink{ADAMS\_BASHFORTH2}{model-src-adams_bashforth2.F})}
331    \label{fig:call-tree-adams-bashforth}
332    \end{figure}
333    
334    In the previous sections, we summarized an explicit scheme as:
335    \begin{equation}
336    \tau^{*} = \tau^{n} + \Delta t G_\tau^{(n+1/2)}
337    \label{eq:taustar}
338    \end{equation}
339    where $\tau$ could be any prognostic variable ($u$, $v$, $\theta$ or
340    $S$) and $\tau^*$ is an explicit estimate of $\tau^{n+1}$ and would be
341    exact if not for implicit-in-time terms. The parenthesis about $n+1/2$
342    indicates that the term is explicit and extrapolated forward in time
343    and for this we use the quasi-second order Adams-Bashforth method:
344    \begin{equation}
345    G_\tau^{(n+1/2)} = ( 3/2 + \epsilon_{AB}) G_\tau^n
346    - ( 1/2 + \epsilon_{AB}) G_\tau^{n-1}
347    \label{eq:adams-bashforth2}
348    \end{equation}
349    This is a linear extrapolation, forward in time, to
350    $t=(n+1/2+{\epsilon_{AB}})\Delta t$. An extrapolation to the mid-point
351    in time, $t=(n+1/2)\Delta t$, corresponding to $\epsilon_{AB}=0$,
352    would be second order accurate but is weakly unstable for oscillatory
353    terms. A small but finite value for $\epsilon_{AB}$ stabilizes the
354    method. Strictly speaking, damping terms such as diffusion and
355    dissipation, and fixed terms (forcing), do not need to be inside the
356    Adams-Bashforth extrapolation. However, in the current code, it is
357    simpler to include these terms and this can be justified if the flow
358    and forcing evolves smoothly. Problems can, and do, arise when forcing
359    or motions are high frequency and this corresponds to a reduced
360    stability compared to a simple forward time-stepping of such terms.
361    The model offers the possibility to leave the tracer and momentum
362    forcing terms and the dissipation terms outside the
363    Adams-Bashforth extrapolation, by turning off the logical flags
364    \varlink{forcing\_In\_AB}{forcing_In_AB}
365    (parameter file {\em data}, namelist {\em PARM01}, default value = True).
366    (\varlink{tracForcingOutAB}{tracForcingOutAB}, default=0,
367    \varlink{momForcingOutAB}{momForcingOutAB}, default=0)
368    and \varlink{momDissip\_In\_AB}{momDissip_In_AB}
369    (parameter file {\em data}, namelist {\em PARM01}, default value = True).
370    respectively.
371    
372    A stability analysis for an oscillation equation should be given at this point.
373    \marginpar{AJA needs to find his notes on this...}
374    
375    A stability analysis for a relaxation equation should be given at this point.
376    \marginpar{...and for this too.}
377    
378    \begin{figure}
379    \begin{center}
380    \resizebox{5.5in}{!}{\includegraphics{s_algorithm/figs/oscil+damp_AB2.eps}}
381    \end{center}
382    \caption{
383    Oscillatory and damping response of
384    quasi-second order Adams-Bashforth scheme for different values
385    of the $\epsilon_{AB}$ parameter (0., 0.1, 0.25, from top to bottom)
386    The analytical solution (in black), the physical mode (in blue)
387    and the numerical mode (in red) are represented with a CFL
388    step of 0.1.
389    The left column represents the oscillatory response
390    on the complex plane for CFL ranging from 0.1 up to 0.9.
391    The right column represents the damping response amplitude
392    (y-axis) function of the CFL (x-axis).
393    }
394    \label{fig:adams-bashforth-respons}
395    \end{figure}
396    
 \subsection{Stagger baroclinic time stepping}  
397    
 An alternative to synchronous time-stepping is to stagger the momentum  
 and tracer fields in time. This allows the evaluation and gradient of  
 $\phi'_{hyd}$ to be centered in time with out needing to use the  
 Adams-Bashforth extrapoltion. This option is known as staggered  
 baroclinic time stepping because tracer and momentum are stepped  
 forward-in-time one after the other.  It can be activated by turning  
 on a run-time parameter {\bf staggerTimeStep} in namelist ``{\it  
 PARM01}''.  
398    
399  The main advantage of staggered time-stepping compared to synchronous,  \section{Implicit time-stepping: backward method}
400  is improved stability to internal gravity wave motions and a very  \label{sec:implicit-backward-stepping}
401  natural implementation of a 2nd order in time hydrostatic  \begin{rawhtml}
402  pressure/geo-potential gradient term. However, synchronous  <!-- CMIREDIR:implicit_time-stepping_backward: -->
403  time-stepping might be better for convection problems, time dependent  \end{rawhtml}
404  forcing and diagnosing the model are also easier and it allows a more  
405  efficient parallel decomposition.  Vertical diffusion and viscosity can be treated implicitly in time
406    using the backward method which is an intrinsic scheme.
407    Recently, the option to treat the vertical advection
408    implicitly has been added, but not yet tested; therefore,
409    the description hereafter is limited to diffusion and viscosity.
410    For tracers,
411    the time discretized equation is:
412    \begin{equation}
413    \tau^{n+1} - \Delta t \partial_r \kappa_v \partial_r \tau^{n+1} =
414    \tau^{n} + \Delta t G_\tau^{(n+1/2)}
415    \label{eq:implicit-diffusion}
416    \end{equation}
417    where $G_\tau^{(n+1/2)}$ is the remaining explicit terms extrapolated
418    using the Adams-Bashforth method as described above.  Equation
419    \ref{eq:implicit-diffusion} can be split split into:
420    \begin{eqnarray}
421    \tau^* & = & \tau^{n} + \Delta t G_\tau^{(n+1/2)}
422    \label{eq:taustar-implicit} \\
423    \tau^{n+1} & = & {\cal L}_\tau^{-1} ( \tau^* )
424    \label{eq:tau-n+1-implicit}
425    \end{eqnarray}
426    where ${\cal L}_\tau^{-1}$ is the inverse of the operator
427    \begin{equation}
428    {\cal L}_\tau = \left[ 1 + \Delta t \partial_r \kappa_v \partial_r \right]
429    \end{equation}
430    Equation \ref{eq:taustar-implicit} looks exactly as \ref{eq:taustar}
431    while \ref{eq:tau-n+1-implicit} involves an operator or matrix
432    inversion. By re-arranging \ref{eq:implicit-diffusion} in this way we
433    have cast the method as an explicit prediction step and an implicit
434    step allowing the latter to be inserted into the over all algorithm
435    with minimal interference.
436    
437    Fig.~\ref{fig:call-tree-adams-bashforth} shows the calling sequence for
438    stepping forward a tracer variable such as temperature.
439    
440    In order to fit within the pressure method, the implicit viscosity
441    must not alter the barotropic flow. In other words, it can only
442    redistribute momentum in the vertical. The upshot of this is that
443    although vertical viscosity may be backward implicit and
444    unconditionally stable, no-slip boundary conditions may not be made
445    implicit and are thus cast as a an explicit drag term.
446    
447    \section{Synchronous time-stepping: variables co-located in time}
448    \label{sec:adams-bashforth-sync}
449    \begin{rawhtml}
450    <!-- CMIREDIR:adams_bashforth_sync: -->
451    \end{rawhtml}
452    
453    \begin{figure}
454    \begin{center}
455    \resizebox{5.0in}{!}{\includegraphics{s_algorithm/figs/adams-bashforth-sync.eps}}
456    \end{center}
457    \caption{
458    A schematic of the explicit Adams-Bashforth and implicit time-stepping
459    phases of the algorithm. All prognostic variables are co-located in
460    time. Explicit tendencies are evaluated at time level $n$ as a
461    function of the state at that time level (dotted arrow). The explicit
462    tendency from the previous time level, $n-1$, is used to extrapolate
463    tendencies to $n+1/2$ (dashed arrow). This extrapolated tendency
464    allows variables to be stably integrated forward-in-time to render an
465    estimate ($*$-variables) at the $n+1$ time level (solid
466    arc-arrow). The operator ${\cal L}$ formed from implicit-in-time terms
467    is solved to yield the state variables at time level $n+1$. }
468    \label{fig:adams-bashforth-sync}
469    \end{figure}
470    
471    \begin{figure}
472    \begin{center} \fbox{ \begin{minipage}{4.7in} \begin{tabbing}
473    aaa \= aaa \= aaa \= aaa \= aaa \= aaa \kill
474    FORWARD\_STEP \\
475    \>\> EXTERNAL\_FIELDS\_LOAD\\
476    \>\> DO\_ATMOSPHERIC\_PHYS \\
477    \>\> DO\_OCEANIC\_PHYS \\
478    \> THERMODYNAMICS \\
479    \>\> CALC\_GT \\
480    \>\>\> GAD\_CALC\_RHS \` $G_\theta^n = G_\theta( u, \theta^n )$ (\ref{eq:Gt-n-sync})\\
481    \>\>\> EXTERNAL\_FORCING \` $G_\theta^n = G_\theta^n + {\cal Q}$ \\
482    \>\>\> ADAMS\_BASHFORTH2 \` $G_\theta^{(n+1/2)}$ (\ref{eq:Gt-n+5-sync}) \\
483    \>\> TIMESTEP\_TRACER \` $\theta^*$ (\ref{eq:tstar-sync}) \\
484    \>\> IMPLDIFF \` $\theta^{(n+1)}$ (\ref{eq:t-n+1-sync}) \\
485    \> DYNAMICS \\
486    \>\> CALC\_PHI\_HYD \` $\phi_{hyd}^n$ (\ref{eq:phi-hyd-sync}) \\
487    \>\> MOM\_FLUXFORM or MOM\_VECINV \` $G_{\vec{\bf v}}^n$ (\ref{eq:Gv-n-sync})\\
488    \>\> TIMESTEP \` $\vec{\bf v}^*$ (\ref{eq:Gv-n+5-sync}, \ref{eq:vstar-sync}) \\
489    \>\> IMPLDIFF \` $\vec{\bf v}^{**}$ (\ref{eq:vstarstar-sync}) \\
490    \> UPDATE\_R\_STAR or UPDATE\_SURF\_DR \` (NonLin-FS only)\\
491    \> SOLVE\_FOR\_PRESSURE \\
492    \>\> CALC\_DIV\_GHAT \` $\eta^*$ (\ref{eq:nstar-sync}) \\
493    \>\> CG2D \` $\eta^{n+1}$ (\ref{eq:elliptic-sync}) \\
494    \> MOMENTUM\_CORRECTION\_STEP  \\
495    \>\> CALC\_GRAD\_PHI\_SURF \` $\nabla \eta^{n+1}$ \\
496    \>\> CORRECTION\_STEP \` $u^{n+1}$,$v^{n+1}$ (\ref{eq:v-n+1-sync})\\
497    \> TRACERS\_CORRECTION\_STEP  \\
498    \>\> CYCLE\_TRACER \` $\theta^{n+1}$ \\
499    \>\> FILTER \` Shapiro Filter, Zonal Filter (FFT) \\
500    \>\> CONVECTIVE\_ADJUSTMENT \` \\
501    \end{tabbing} \end{minipage} } \end{center}
502    \caption{
503    Calling tree for the overall synchronous algorithm using
504    Adams-Bashforth time-stepping.
505    The place where the model geometry
506    ({\bf hFac} factors) is updated is added here but is only relevant
507    for the non-linear free-surface algorithm.
508    For completeness, the external forcing,
509    ocean and atmospheric physics have been added, although they are mainly
510    optional}
511    \label{fig:call-tree-adams-bashforth-sync}
512    \end{figure}
513    
514    The Adams-Bashforth extrapolation of explicit tendencies fits neatly
515    into the pressure method algorithm when all state variables are
516    co-located in time. Fig.~\ref{fig:adams-bashforth-sync} illustrates
517    the location of variables in time and the evolution of the algorithm
518    with time. The algorithm can be represented by the sequential solution
519    of the follow equations:
520    \begin{eqnarray}
521    G_{\theta,S}^{n} & = & G_{\theta,S} ( u^n, \theta^n, S^n )
522    \label{eq:Gt-n-sync} \\
523    G_{\theta,S}^{(n+1/2)} & = & (3/2+\epsilon_{AB}) G_{\theta,S}^{n}-(1/2+\epsilon_{AB}) G_{\theta,S}^{n-1}
524    \label{eq:Gt-n+5-sync} \\
525    (\theta^*,S^*) & = & (\theta^{n},S^{n}) + \Delta t G_{\theta,S}^{(n+1/2)}
526    \label{eq:tstar-sync} \\
527    (\theta^{n+1},S^{n+1}) & = & {\cal L}^{-1}_{\theta,S} (\theta^*,S^*)
528    \label{eq:t-n+1-sync} \\
529    \phi^n_{hyd} & = & \int b(\theta^n,S^n) dr
530    \label{eq:phi-hyd-sync} \\
531    \vec{\bf G}_{\vec{\bf v}}^{n} & = & \vec{\bf G}_{\vec{\bf v}} ( \vec{\bf v}^n, \phi^n_{hyd} )
532    \label{eq:Gv-n-sync} \\
533    \vec{\bf G}_{\vec{\bf v}}^{(n+1/2)} & = & (3/2 + \epsilon_{AB} ) \vec{\bf G}_{\vec{\bf v}}^{n} - (1/2 + \epsilon_{AB} ) \vec{\bf G}_{\vec{\bf v}}^{n-1}
534    \label{eq:Gv-n+5-sync} \\
535    \vec{\bf v}^{*} & = & \vec{\bf v}^{n} + \Delta t \vec{\bf G}_{\vec{\bf v}}^{(n+1/2)}
536    \label{eq:vstar-sync} \\
537    \vec{\bf v}^{**} & = & {\cal L}_{\vec{\bf v}}^{-1} ( \vec{\bf v}^* )
538    \label{eq:vstarstar-sync} \\
539    \eta^* & = & \epsilon_{fs} \left( \eta^{n} + \Delta t (P-E) \right)- \Delta t
540      \nabla \cdot H \widehat{ \vec{\bf v}^{**} }
541    \label{eq:nstar-sync} \\
542    \nabla \cdot g H \nabla \eta^{n+1} & - & \frac{\epsilon_{fs} \eta^{n+1}}{\Delta t^2}
543    ~ = ~ - \frac{\eta^*}{\Delta t^2}
544    \label{eq:elliptic-sync} \\
545    \vec{\bf v}^{n+1} & = & \vec{\bf v}^{*} - \Delta t g \nabla \eta^{n+1}
546    \label{eq:v-n+1-sync}
547    \end{eqnarray}
548    Fig.~\ref{fig:adams-bashforth-sync} illustrates the location of
549    variables in time and evolution of the algorithm with time. The
550    Adams-Bashforth extrapolation of the tracer tendencies is illustrated
551    by the dashed arrow, the prediction at $n+1$ is indicated by the
552    solid arc. Inversion of the implicit terms, ${\cal
553    L}^{-1}_{\theta,S}$, then yields the new tracer fields at $n+1$. All
554    these operations are carried out in subroutine {\em THERMODYNAMICS} an
555    subsidiaries, which correspond to equations \ref{eq:Gt-n-sync} to
556    \ref{eq:t-n+1-sync}.
557    Similarly illustrated is the Adams-Bashforth extrapolation of
558    accelerations, stepping forward and solving of implicit viscosity and
559    surface pressure gradient terms, corresponding to equations
560    \ref{eq:Gv-n-sync} to \ref{eq:v-n+1-sync}.
561    These operations are carried out in subroutines {\em DYNAMCIS}, {\em
562    SOLVE\_FOR\_PRESSURE} and {\em MOMENTUM\_CORRECTION\_STEP}. This, then,
563    represents an entire algorithm for stepping forward the model one
564    time-step. The corresponding calling tree is given in
565    \ref{fig:call-tree-adams-bashforth-sync}.
566    
567    \section{Staggered baroclinic time-stepping}
568    \label{sec:adams-bashforth-staggered}
569    \begin{rawhtml}
570    <!-- CMIREDIR:adams_bashforth_staggered: -->
571    \end{rawhtml}
572    
573    \begin{figure}
574    \begin{center}
575    \resizebox{5.5in}{!}{\includegraphics{s_algorithm/figs/adams-bashforth-staggered.eps}}
576    \end{center}
577    \caption{
578    A schematic of the explicit Adams-Bashforth and implicit time-stepping
579    phases of the algorithm but with staggering in time of thermodynamic
580    variables with the flow.
581    Explicit momentum tendencies are evaluated at time level $n-1/2$ as a
582    function of the flow field at that time level $n-1/2$.
583    The explicit tendency from the previous time level, $n-3/2$, is used to
584    extrapolate tendencies to $n$ (dashed arrow).
585    The hydrostatic pressure/geo-potential $\phi_{hyd}$ is evaluated directly
586    at time level $n$ (vertical arrows) and used with the extrapolated tendencies
587    to step forward the flow variables from $n-1/2$ to $n+1/2$ (solid arc-arrow).
588    The implicit-in-time operator ${\cal L}_{\bf u,v}$ (vertical arrows) is
589    then applied to the previous estimation of the the flow field ($*$-variables)
590    and yields to the two velocity components $u,v$ at time level $n+1/2$.
591    These are then used to calculate the advection term (dashed arc-arrow)
592    of the thermo-dynamics tendencies at time step $n$.
593    The extrapolated thermodynamics tendency, from time level $n-1$ and $n$
594    to $n+1/2$, allows thermodynamic variables to be stably integrated
595    forward-in-time (solid arc-arrow) up to time level $n+1$.
596    }
597    \label{fig:adams-bashforth-staggered}
598    \end{figure}
599    
600    For well stratified problems, internal gravity waves may be the
601    limiting process for determining a stable time-step. In the
602    circumstance, it is more efficient to stagger in time the
603    thermodynamic variables with the flow
604    variables. Fig.~\ref{fig:adams-bashforth-staggered} illustrates the
605    staggering and algorithm. The key difference between this and
606    Fig.~\ref{fig:adams-bashforth-sync} is that the thermodynamic variables
607    are solved after the dynamics, using the recently updated flow field.
608    This essentially allows the gravity wave terms to leap-frog in
609    time giving second order accuracy and more stability.
610    
611    The essential change in the staggered algorithm is that the
612    thermodynamics solver is delayed from half a time step,
613    allowing the use of the most recent velocities to compute
614    the advection terms. Once the thermodynamics fields are
615    updated, the hydrostatic pressure is computed
616    to step forward the dynamics.
617    Note that the pressure gradient must also be taken out of the
618    Adams-Bashforth extrapolation. Also, retaining the integer time-levels,
619    $n$ and $n+1$, does not give a user the sense of where variables are
620    located in time.  Instead, we re-write the entire algorithm,
621    \ref{eq:Gt-n-sync} to \ref{eq:v-n+1-sync}, annotating the
622    position in time of variables appropriately:
623    \begin{eqnarray}
624    \phi^{n}_{hyd} & = & \int b(\theta^{n},S^{n}) dr
625    \label{eq:phi-hyd-staggered} \\
626    \vec{\bf G}_{\vec{\bf v}}^{n-1/2} & = & \vec{\bf G}_{\vec{\bf v}} ( \vec{\bf v}^{n-1/2} )
627    \label{eq:Gv-n-staggered} \\
628    \vec{\bf G}_{\vec{\bf v}}^{(n)} & = & (3/2 + \epsilon_{AB} ) \vec{\bf G}_{\vec{\bf v}}^{n-1/2} - (1/2 + \epsilon_{AB} ) \vec{\bf G}_{\vec{\bf v}}^{n-3/2}
629    \label{eq:Gv-n+5-staggered} \\
630    \vec{\bf v}^{*} & = & \vec{\bf v}^{n-1/2} + \Delta t \left( \vec{\bf G}_{\vec{\bf v}}^{(n)} - \nabla \phi_{hyd}^{n} \right)
631    \label{eq:vstar-staggered} \\
632    \vec{\bf v}^{**} & = & {\cal L}_{\vec{\bf v}}^{-1} ( \vec{\bf v}^* )
633    \label{eq:vstarstar-staggered} \\
634    \eta^* & = & \epsilon_{fs} \left( \eta^{n-1/2} + \Delta t (P-E)^n \right)- \Delta t
635      \nabla \cdot H \widehat{ \vec{\bf v}^{**} }
636    \label{eq:nstar-staggered} \\
637    \nabla \cdot g H \nabla \eta^{n+1/2} & - & \frac{\epsilon_{fs} \eta^{n+1/2}}{\Delta t^2}
638    ~ = ~ - \frac{\eta^*}{\Delta t^2}
639    \label{eq:elliptic-staggered} \\
640    \vec{\bf v}^{n+1/2} & = & \vec{\bf v}^{*} - \Delta t g \nabla \eta^{n+1/2}
641    \label{eq:v-n+1-staggered} \\
642    G_{\theta,S}^{n} & = & G_{\theta,S} ( u^{n+1/2}, \theta^{n}, S^{n} )
643    \label{eq:Gt-n-staggered} \\
644    G_{\theta,S}^{(n+1/2)} & = & (3/2+\epsilon_{AB}) G_{\theta,S}^{n}-(1/2+\epsilon_{AB}) G_{\theta,S}^{n-1}
645    \label{eq:Gt-n+5-staggered} \\
646    (\theta^*,S^*) & = & (\theta^{n},S^{n}) + \Delta t G_{\theta,S}^{(n+1/2)}
647    \label{eq:tstar-staggered} \\
648    (\theta^{n+1},S^{n+1}) & = & {\cal L}^{-1}_{\theta,S} (\theta^*,S^*)
649    \label{eq:t-n+1-staggered}
650    \end{eqnarray}
651    The corresponding calling tree is given in
652    \ref{fig:call-tree-adams-bashforth-staggered}.
653    The staggered algorithm is activated with the run-time flag
654    {\bf staggerTimeStep}{\em=.TRUE.} in parameter file {\em data},
655    namelist {\em PARM01}.
656    
657    \begin{figure}
658    \begin{center} \fbox{ \begin{minipage}{4.7in} \begin{tabbing}
659    aaa \= aaa \= aaa \= aaa \= aaa \= aaa \kill
660    FORWARD\_STEP \\
661    \>\> EXTERNAL\_FIELDS\_LOAD\\
662    \>\> DO\_ATMOSPHERIC\_PHYS \\
663    \>\> DO\_OCEANIC\_PHYS \\
664    \> DYNAMICS \\
665    \>\> CALC\_PHI\_HYD \` $\phi_{hyd}^n$ (\ref{eq:phi-hyd-staggered}) \\
666    \>\> MOM\_FLUXFORM or MOM\_VECINV \` $G_{\vec{\bf v}}^{n-1/2}$
667        (\ref{eq:Gv-n-staggered})\\
668    \>\> TIMESTEP \` $\vec{\bf v}^*$ (\ref{eq:Gv-n+5-staggered},
669                                      \ref{eq:vstar-staggered}) \\
670    \>\> IMPLDIFF \` $\vec{\bf v}^{**}$ (\ref{eq:vstarstar-staggered}) \\
671    \> UPDATE\_R\_STAR or UPDATE\_SURF\_DR \` (NonLin-FS only)\\
672    \> SOLVE\_FOR\_PRESSURE \\
673    \>\> CALC\_DIV\_GHAT \` $\eta^*$ (\ref{eq:nstar-staggered}) \\
674    \>\> CG2D \` $\eta^{n+1/2}$ (\ref{eq:elliptic-staggered}) \\
675    \> MOMENTUM\_CORRECTION\_STEP  \\
676    \>\> CALC\_GRAD\_PHI\_SURF \` $\nabla \eta^{n+1/2}$ \\
677    \>\> CORRECTION\_STEP \` $u^{n+1/2}$,$v^{n+1/2}$ (\ref{eq:v-n+1-staggered})\\
678    \> THERMODYNAMICS \\
679    \>\> CALC\_GT \\
680    \>\>\> GAD\_CALC\_RHS \` $G_\theta^n = G_\theta( u, \theta^n )$
681         (\ref{eq:Gt-n-staggered})\\
682    \>\>\> EXTERNAL\_FORCING \` $G_\theta^n = G_\theta^n + {\cal Q}$ \\
683    \>\>\> ADAMS\_BASHFORTH2 \` $G_\theta^{(n+1/2)}$ (\ref{eq:Gt-n+5-staggered}) \\
684    \>\> TIMESTEP\_TRACER \` $\theta^*$ (\ref{eq:tstar-staggered}) \\
685    \>\> IMPLDIFF \` $\theta^{(n+1)}$ (\ref{eq:t-n+1-staggered}) \\
686    \> TRACERS\_CORRECTION\_STEP  \\
687    \>\> CYCLE\_TRACER \` $\theta^{n+1}$ \\
688    \>\> FILTER \` Shapiro Filter, Zonal Filter (FFT) \\
689    \>\> CONVECTIVE\_ADJUSTMENT \` \\
690    \end{tabbing} \end{minipage} } \end{center}
691    \caption{
692    Calling tree for the overall staggered algorithm using
693    Adams-Bashforth time-stepping.
694    The place where the model geometry
695    ({\bf hFac} factors) is updated is added here but is only relevant
696    for the non-linear free-surface algorithm.
697    }
698    \label{fig:call-tree-adams-bashforth-staggered}
699    \end{figure}
700    
701    The only difficulty with this approach is apparent in equation
702    \ref{eq:Gt-n-staggered} and illustrated by the dotted arrow
703    connecting $u,v^{n+1/2}$ with $G_\theta^{n}$. The flow used to advect
704    tracers around is not naturally located in time. This could be avoided
705    by applying the Adams-Bashforth extrapolation to the tracer field
706    itself and advecting that around but this approach is not yet
707    available. We're not aware of any detrimental effect of this
708    feature. The difficulty lies mainly in interpretation of what
709    time-level variables and terms correspond to.
710    
711    
712    \section{Non-hydrostatic formulation}
713    \label{sec:non-hydrostatic}
714    \begin{rawhtml}
715    <!-- CMIREDIR:non-hydrostatic_formulation: -->
716    \end{rawhtml}
717    
718    The non-hydrostatic formulation re-introduces the full vertical
719    momentum equation and requires the solution of a 3-D elliptic
720    equations for non-hydrostatic pressure perturbation. We still
721    integrate vertically for the hydrostatic pressure and solve a 2-D
722    elliptic equation for the surface pressure/elevation for this reduces
723    the amount of work needed to solve for the non-hydrostatic pressure.
724    
725  The staggered baroclinic time-stepping scheme is equations  The momentum equations are discretized in time as follows:
726  \ref{eq-tDsC-theta} to \ref{eq-tDsC-cont} except that \ref{eq-tDsC-hyd} is replaced with:  \begin{eqnarray}
727    \frac{1}{\Delta t} u^{n+1} + g \partial_x \eta^{n+1} + \partial_x \phi_{nh}^{n+1}
728    & = & \frac{1}{\Delta t} u^{n} + G_u^{(n+1/2)} \label{eq:discrete-time-u-nh} \\
729    \frac{1}{\Delta t} v^{n+1} + g \partial_y \eta^{n+1} + \partial_y \phi_{nh}^{n+1}
730    & = & \frac{1}{\Delta t} v^{n} + G_v^{(n+1/2)} \label{eq:discrete-time-v-nh} \\
731    \frac{1}{\Delta t} w^{n+1} + \partial_r \phi_{nh}^{n+1}
732    & = & \frac{1}{\Delta t} w^{n} + G_w^{(n+1/2)} \label{eq:discrete-time-w-nh}
733    \end{eqnarray}
734    which must satisfy the discrete-in-time depth integrated continuity,
735    equation~\ref{eq:discrete-time-backward-free-surface} and the local continuity equation
736  \begin{equation}  \begin{equation}
737  {\phi'_{hyd}}^{n+1/2} = \int_{r'}^{R_o} b'(\theta^{n+1/2},S^{n+1/2},r)  \partial_x u^{n+1} + \partial_y v^{n+1} + \partial_r w^{n+1} = 0
738  dr  \label{eq:non-divergence-nh}
739  \end{equation}  \end{equation}
740  and the time-level for tracers has been shifted back by half:  As before, the explicit predictions for momentum are consolidated as:
741  \begin{eqnarray*}  \begin{eqnarray*}
742  \theta^* & = &  u^* & = & u^n + \Delta t G_u^{(n+1/2)} \\
743  \theta ^{(n-1/2)} + \Delta t G_{\theta} ^{(n)}  v^* & = & v^n + \Delta t G_v^{(n+1/2)} \\
744  \\  w^* & = & w^n + \Delta t G_w^{(n+1/2)}
 S^* & = &  
 S ^{(n-1/2)} + \Delta t G_{S} ^{(n)}  
 \\  
 \left[ 1 - \partial_r \kappa_v^\theta \partial_r \right]  
 \theta^{n+1/2} & = & \theta^*  
 \\  
 \left[ 1 - \partial_r \kappa_v^S \partial_r \right]  
 S^{n+1/2} & = & S^*  
745  \end{eqnarray*}  \end{eqnarray*}
746    but this time we introduce an intermediate step by splitting the
747    tendancy of the flow as follows:
748    \begin{eqnarray}
749    u^{n+1} = u^{**} - \Delta t \partial_x \phi_{nh}^{n+1}
750    & &
751    u^{**} = u^{*} - \Delta t g \partial_x \eta^{n+1} \\
752    v^{n+1} = v^{**} - \Delta t \partial_y \phi_{nh}^{n+1}
753    & &
754    v^{**} = v^{*} - \Delta t g \partial_y \eta^{n+1}
755    \end{eqnarray}
756    Substituting into the depth integrated continuity
757    (equation~\ref{eq:discrete-time-backward-free-surface}) gives
758    \begin{equation}
759    \partial_x H \partial_x \left( g \eta^{n+1} + \widehat{\phi}_{nh}^{n+1} \right)
760    +
761    \partial_y H \partial_y \left( g \eta^{n+1} + \widehat{\phi}_{nh}^{n+1} \right)
762     - \frac{\epsilon_{fs}\eta^*}{\Delta t^2}
763    = - \frac{\eta^*}{\Delta t^2}
764    \end{equation}
765    which is approximated by equation
766    \ref{eq:elliptic-backward-free-surface} on the basis that i)
767    $\phi_{nh}^{n+1}$ is not yet known and ii) $\nabla \widehat{\phi}_{nh}
768    << g \nabla \eta$. If \ref{eq:elliptic-backward-free-surface} is
769    solved accurately then the implication is that $\widehat{\phi}_{nh}
770    \approx 0$ so that thet non-hydrostatic pressure field does not drive
771    barotropic motion.
772    
773    The flow must satisfy non-divergence
774    (equation~\ref{eq:non-divergence-nh}) locally, as well as depth
775    integrated, and this constraint is used to form a 3-D elliptic
776    equations for $\phi_{nh}^{n+1}$:
777    \begin{equation}
778    \partial_{xx} \phi_{nh}^{n+1} + \partial_{yy} \phi_{nh}^{n+1} +
779    \partial_{rr} \phi_{nh}^{n+1} =
780    \partial_x u^{**} + \partial_y v^{**} + \partial_r w^{*}
781    \end{equation}
782    
783    The entire algorithm can be summarized as the sequential solution of
784    the following equations:
785    \begin{eqnarray}
786    u^{*} & = & u^{n} + \Delta t G_u^{(n+1/2)} \label{eq:ustar-nh} \\
787    v^{*} & = & v^{n} + \Delta t G_v^{(n+1/2)} \label{eq:vstar-nh} \\
788    w^{*} & = & w^{n} + \Delta t G_w^{(n+1/2)} \label{eq:wstar-nh} \\
789    \eta^* ~ = ~ \epsilon_{fs} \left( \eta^{n} + \Delta t (P-E) \right)
790    & - & \Delta t
791      \partial_x H \widehat{u^{*}}
792    + \partial_y H \widehat{v^{*}}
793    \\
794      \partial_x g H \partial_x \eta^{n+1}
795    + \partial_y g H \partial_y \eta^{n+1}
796    & - & \frac{\epsilon_{fs} \eta^{n+1}}{\Delta t^2}
797    ~ = ~
798    - \frac{\eta^*}{\Delta t^2}
799    \label{eq:elliptic-nh}
800    \\
801    u^{**} & = & u^{*} - \Delta t g \partial_x \eta^{n+1} \label{eq:unx-nh}\\
802    v^{**} & = & v^{*} - \Delta t g \partial_y \eta^{n+1} \label{eq:vnx-nh}\\
803    \partial_{xx} \phi_{nh}^{n+1} + \partial_{yy} \phi_{nh}^{n+1} +
804    \partial_{rr} \phi_{nh}^{n+1} & = &
805    \partial_x u^{**} + \partial_y v^{**} + \partial_r w^{*}  \label{eq:phi-nh}\\
806    u^{n+1} & = & u^{**} - \Delta t \partial_x \phi_{nh}^{n+1} \label{eq:un+1-nh}\\
807    v^{n+1} & = & v^{**} - \Delta t \partial_y \phi_{nh}^{n+1} \label{eq:vn+1-nh}\\
808    \partial_r w^{n+1} & = & - \partial_x u^{n+1} - \partial_y v^{n+1}
809    \end{eqnarray}
810    where the last equation is solved by vertically integrating for
811    $w^{n+1}$.
812    
813    
814    
815  \subsection{Surface pressure}  \section{Variants on the Free Surface}
816    \label{sec:free-surface}
817    
818  Substituting \ref{eq-tDsC-Hmom} into \ref{eq-tDsC-cont}, assuming  We now describe the various formulations of the free-surface that
819  $\epsilon_{nh} = 0$ yields a Helmholtz equation for ${\eta}^{n+1}$:  include non-linear forms, implicit in time using Crank-Nicholson,
820    explicit and [one day] split-explicit. First, we'll reiterate the
821    underlying algorithm but this time using the notation consistent with
822    the more general vertical coordinate $r$. The elliptic equation for
823    free-surface coordinate (units of $r$), corresponding to
824    \ref{eq:discrete-time-backward-free-surface}, and
825    assuming no non-hydrostatic effects ($\epsilon_{nh} = 0$) is:
826  \begin{eqnarray}  \begin{eqnarray}
827  \epsilon_{fs} {\eta}^{n+1} -  \epsilon_{fs} {\eta}^{n+1} -
828  {\bf \nabla}_h \cdot \Delta t^2 (R_o-R_{fixed})  {\bf \nabla}_h \cdot \Delta t^2 (R_o-R_{fixed}) {\bf \nabla}_h b_s
829  {\bf \nabla}_h b_s {\eta}^{n+1}  {\eta}^{n+1} = {\eta}^*
 = {\eta}^*  
830  \label{eq-solve2D}  \label{eq-solve2D}
831  \end{eqnarray}  \end{eqnarray}
832  where  where
833  \begin{eqnarray}  \begin{eqnarray}
834  {\eta}^* = \epsilon_{fs} \: {\eta}^{n} -  {\eta}^* = \epsilon_{fs} \: {\eta}^{n} -
835  \Delta t {\bf \nabla}_h \cdot \int_{R_{fixed}}^{R_o} \vec{\bf v}^* dr  \Delta t {\bf \nabla}_h \cdot \int_{R_{fixed}}^{R_o} \vec{\bf v}^* dr
836  \: + \: \epsilon_{fw} \Delta_t (P-E)^{n}  \: + \: \epsilon_{fw} \Delta t (P-E)^{n}
837  \label{eq-solve2D_rhs}  \label{eq-solve2D_rhs}
838  \end{eqnarray}  \end{eqnarray}
839    
840    \fbox{ \begin{minipage}{4.75in}
841    {\em S/R SOLVE\_FOR\_PRESSURE} ({\em solve\_for\_pressure.F})
842    
843    $u^*$: {\bf gU} ({\em DYNVARS.h})
844    
845    $v^*$: {\bf gV} ({\em DYNVARS.h})
846    
847    $\eta^*$: {\bf cg2d\_b} (\em SOLVE\_FOR\_PRESSURE.h)
848    
849    $\eta^{n+1}$: {\bf etaN} (\em DYNVARS.h)
850    
851    \end{minipage} }
852    
853    
854  Once ${\eta}^{n+1}$ has been found, substituting into  Once ${\eta}^{n+1}$ has been found, substituting into
855  \ref{eq-tDsC-Hmom} yields $\vec{\bf v}^{n+1}$ if the model is  \ref{eq:discrete-time-u}, \ref{eq:discrete-time-v} yields $\vec{\bf v}^{n+1}$
856  hydrostatic ($\epsilon_{nh}=0$):  if the model is hydrostatic ($\epsilon_{nh}=0$):
857  $$  $$
858  \vec{\bf v}^{n+1} = \vec{\bf v}^{*}  \vec{\bf v}^{n+1} = \vec{\bf v}^{*}
859  - \Delta t {\bf \nabla}_h b_s {\eta}^{n+1}  - \Delta t {\bf \nabla}_h b_s {\eta}^{n+1}
# Line 311  $$ Line 862  $$
862  This is known as the correction step. However, when the model is  This is known as the correction step. However, when the model is
863  non-hydrostatic ($\epsilon_{nh}=1$) we need an additional step and an  non-hydrostatic ($\epsilon_{nh}=1$) we need an additional step and an
864  additional equation for $\phi'_{nh}$. This is obtained by substituting  additional equation for $\phi'_{nh}$. This is obtained by substituting
865  \ref{eq-tDsC-Hmom} and \ref{eq-tDsC-Vmom} into  \ref{eq:discrete-time-u-nh}, \ref{eq:discrete-time-v-nh} and \ref{eq:discrete-time-w-nh}
866  \ref{eq-tDsC-cont}:  into continuity:
867  \begin{equation}  \begin{equation}
868  \left[ {\bf \nabla}_h^2 + \partial_{rr} \right] {\phi'_{nh}}^{n+1}  \left[ {\bf \nabla}_h^2 + \partial_{rr} \right] {\phi'_{nh}}^{n+1}
869  = \frac{1}{\Delta t} \left(  = \frac{1}{\Delta t} \left(
# Line 338  procedure, the vertical integration of t Line 889  procedure, the vertical integration of t
889  been moved to the beginning of the time step (instead of at the end),  been moved to the beginning of the time step (instead of at the end),
890  without any consequence on the solution.  without any consequence on the solution.
891    
892    \fbox{ \begin{minipage}{4.75in}
893    {\em S/R CORRECTION\_STEP} ({\em correction\_step.F})
894    
895    $\eta^{n+1}$: {\bf etaN} (\em DYNVARS.h)
896    
897    $\phi_{nh}^{n+1}$: {\bf phi\_nh} (\em NH\_VARS.h)
898    
899    $u^*$: {\bf gU} ({\em DYNVARS.h})
900    
901    $v^*$: {\bf gV} ({\em DYNVARS.h})
902    
903    $u^{n+1}$: {\bf uVel} ({\em DYNVARS.h})
904    
905    $v^{n+1}$: {\bf vVel} ({\em DYNVARS.h})
906    
907    \end{minipage} }
908    
909    
910    
911  Regarding the implementation of the surface pressure solver, all  Regarding the implementation of the surface pressure solver, all
912  computation are done within the routine {\it SOLVE\_FOR\_PRESSURE} and  computation are done within the routine {\it SOLVE\_FOR\_PRESSURE} and
913  its dependent calls.  The standard method to solve the 2D elliptic  its dependent calls.  The standard method to solve the 2D elliptic
# Line 354  INI\_CG3D}. The RHS terms of 2D and 3D p Line 924  INI\_CG3D}. The RHS terms of 2D and 3D p
924  at the same point in the code.  at the same point in the code.
925    
926    
927    
928  \subsection{Crank-Nickelson barotropic time stepping}  \subsection{Crank-Nickelson barotropic time stepping}
929    \label{sec:freesurf-CrankNick}
930    
931  The full implicit time stepping described previously is  The full implicit time stepping described previously is
932  unconditionally stable but damps the fast gravity waves, resulting in  unconditionally stable but damps the fast gravity waves, resulting in
# Line 369  stable, Crank-Nickelson scheme; $(\beta, Line 941  stable, Crank-Nickelson scheme; $(\beta,
941  corresponds to the forward - backward scheme that conserves energy but is  corresponds to the forward - backward scheme that conserves energy but is
942  only stable for small time steps.\\  only stable for small time steps.\\
943  In the code, $\beta,\gamma$ are defined as parameters, respectively  In the code, $\beta,\gamma$ are defined as parameters, respectively
944  {\it implicSurfPress}, {\it implicDiv2DFlow}. They are read from  {\bf implicSurfPress}, {\bf implicDiv2DFlow}. They are read from
945  the main data file "{\it data}" and are set by default to 1,1.  the main parameter file "{\em data}" and are set by default to 1,1.
946    
947  Equations \ref{eq-tDsC-Hmom} and \ref{eq-tDsC-eta} are modified as follows:  Equations \ref{eq:ustar-backward-free-surface} --
948  $$  \ref{eq:vn+1-backward-free-surface} are modified as follows:
949    \begin{eqnarray*}
950  \frac{ \vec{\bf v}^{n+1} }{ \Delta t }  \frac{ \vec{\bf v}^{n+1} }{ \Delta t }
951  + {\bf \nabla}_h b_s [ \beta {\eta}^{n+1} + (1-\beta) {\eta}^{n} ]  + {\bf \nabla}_h b_s [ \beta {\eta}^{n+1} + (1-\beta) {\eta}^{n} ]
952  + \epsilon_{nh} {\bf \nabla}_h {\phi'_{nh}}^{n+1}  + \epsilon_{nh} {\bf \nabla}_h {\phi'_{nh}}^{n+1}
953   = \frac{ \vec{\bf v}^* }{ \Delta t }   = \frac{ \vec{\bf v}^{n} }{ \Delta t }
954  $$   + \vec{\bf G}_{\vec{\bf v}} ^{(n+1/2)}
955  $$   + {\bf \nabla}_h {\phi'_{hyd}}^{(n+1/2)}
956    \end{eqnarray*}
957    \begin{eqnarray}
958  \epsilon_{fs} \frac{ {\eta}^{n+1} - {\eta}^{n} }{ \Delta t}  \epsilon_{fs} \frac{ {\eta}^{n+1} - {\eta}^{n} }{ \Delta t}
959  + {\bf \nabla}_h \cdot \int_{R_{fixed}}^{R_o}  + {\bf \nabla}_h \cdot \int_{R_{fixed}}^{R_o}
960  [ \gamma \vec{\bf v}^{n+1} + (1-\gamma) \vec{\bf v}^{n}] dr  [ \gamma \vec{\bf v}^{n+1} + (1-\gamma) \vec{\bf v}^{n}] dr
961  = \epsilon_{fw} (P-E)  = \epsilon_{fw} (P-E)
962  $$  \label{eq:eta-n+1-CrankNick}
963  where:  \end{eqnarray}
964    We set
965  \begin{eqnarray*}  \begin{eqnarray*}
966  \vec{\bf v}^* & = &  \vec{\bf v}^* & = &
967  \vec{\bf v} ^{n} + \Delta t \vec{\bf G}_{\vec{\bf v}} ^{(n+1/2)}  \vec{\bf v} ^{n} + \Delta t \vec{\bf G}_{\vec{\bf v}} ^{(n+1/2)}
# Line 406  $$ Line 982  $$
982  {\bf \nabla}_h {\eta}^{n+1}  {\bf \nabla}_h {\eta}^{n+1}
983  = {\eta}^*  = {\eta}^*
984  $$  $$
985  and then to compute (correction step):  and then to compute ({\em CORRECTION\_STEP}):
986  $$  $$
987  \vec{\bf v}^{n+1} = \vec{\bf v}^{*}  \vec{\bf v}^{n+1} = \vec{\bf v}^{*}
988  - \beta \Delta t {\bf \nabla}_h b_s {\eta}^{n+1}  - \beta \Delta t {\bf \nabla}_h b_s {\eta}^{n+1}
989  $$  $$
990    
991  The non-hydrostatic part is solved as described previously.  %The non-hydrostatic part is solved as described previously.
992    
993  Note that:  \noindent
994    Notes:
995  \begin{enumerate}  \begin{enumerate}
996    \item The RHS term of equation \ref{eq:eta-n+1-CrankNick}
997    corresponds the contribution of fresh water flux (P-E)
998    to the free-surface variations ($\epsilon_{fw}=1$,
999    {\bf useRealFreshWater}{\em=TRUE} in parameter file {\em data}).
1000    In order to remain consistent with the tracer equation, specially in
1001    the non-linear free-surface formulation, this term is also
1002    affected by the Crank-Nickelson time stepping. The RHS reads:
1003    $\epsilon_{fw} ( \gamma (P-E)^{n+1/2} + (1-\gamma) (P-E)^{n-1/2} )$
1004  \item The non-hydrostatic part of the code has not yet been  \item The non-hydrostatic part of the code has not yet been
1005  updated, so that this option cannot be used with $(\beta,\gamma) \neq (1,1)$.  updated, and therefore cannot be used with $(\beta,\gamma) \neq (1,1)$.
1006  \item The stability criteria with Crank-Nickelson time stepping  \item The stability criteria with Crank-Nickelson time stepping
1007  for the pure linear gravity wave problem in cartesian coordinates is:  for the pure linear gravity wave problem in cartesian coordinates is:
1008  \begin{itemize}  \begin{itemize}

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