diff --git a/bib.bib b/bib.bib
index 34e27542c0b74eb98da9309505b172019b08a462_YmliLmJpYg==..874dcbfdd9d023e8affcc703c5b085b2e3b4b2f3_YmliLmJpYg== 100644
--- a/bib.bib
+++ b/bib.bib
@@ -23,8 +23,8 @@
 @article{fluidsim,
   author = "Ashwin Vishnu Mohanan and Cyrille Bonamy and Pierre Augier",
   year = "2018",
-  title = "FluidSim: modular, object-oriented Python package for CFD
-                  simulations",
+  title = "FluidSim: modular, object-oriented Python package for
+	  high-performance CFD simulations",
   journal = "J. Open Research Software",
   volume = "?",
   pages = "?"
diff --git a/fluidsim/Pyfig/fig_simul_obj b/fluidsim/Pyfig/fig_simul_obj
new file mode 100644
index 0000000000000000000000000000000000000000..874dcbfdd9d023e8affcc703c5b085b2e3b4b2f3_Zmx1aWRzaW0vUHlmaWcvZmlnX3NpbXVsX29iag==
--- /dev/null
+++ b/fluidsim/Pyfig/fig_simul_obj
@@ -0,0 +1,99 @@
+digraph {
+	graph [bgcolor=white fontcolor=black fontsize=14 label="" layout=circo overlap=prism overlap_scaling=3.5 pack=True rankdir=BT]
+	node [color=black fillcolor=steelblue fontcolor=white fontname=monospace shape=hexagon style=filled]
+	edge [arrowhead=open color=black fontcolor=white fontname=Courier fontsize=12 style=solid]
+	sim
+	{
+		graph [bgcolor=white fontcolor=black fontsize=14 label="" overlap=prism pack=True rankdir=BT]
+		node [color=black fillcolor=black fontcolor=white fontname="DejaVu Sans" shape=rect style="rounded, filled"]
+		edge [arrowhead=open color=black fontcolor=white fontname=Courier fontsize=12 style=solid]
+		info_solver
+		params
+		info
+		oper
+		output
+		state
+		time_stepping
+		init_fields
+		preprocess
+		sim -> info_solver
+		sim -> params
+		sim -> info
+		sim -> oper
+		sim -> output
+		sim -> state
+		sim -> time_stepping
+		sim -> init_fields
+		sim -> preprocess
+	}
+	{
+		graph [bgcolor=white fontcolor=black fontsize=14 label="" overlap=prism pack=True rankdir=BT]
+		node [color=black fillcolor=black fontcolor=white fontname="DejaVu Sans" shape=rect style="rounded, filled"]
+		edge [arrowhead=open color=black fontcolor=white fontname=Courier fontsize=12 style=solid]
+		sim
+		params
+		oper
+		print_stdout
+		phys_fields
+		spectra
+		increments
+		spatial_means
+		spect_energy_budg
+		output -> sim
+		output -> params
+		output -> oper
+		output -> print_stdout
+		output -> phys_fields
+		output -> spectra
+		output -> increments
+		output -> spatial_means
+		output -> spect_energy_budg
+	}
+	{
+		graph [bgcolor=white fontcolor=black fontsize=14 label="" overlap=prism pack=True rankdir=BT]
+		node [color=black fillcolor=beige fontcolor=black fontname="DejaVu Sans" shape=rect style="rounded,filled"]
+		edge [arrowhead=open color=black fontcolor=white fontname=Courier fontsize=12 style=dashed]
+		operdealiasing [label=dealiasing]
+		operfft_as_arg [label=fft_as_arg]
+		operifft_as_arg [label=ifft_as_arg]
+		operrandom_arrayK [label=random_arrayK]
+		operrotfft_from_vecfft [label=rotfft_from_vecfft]
+		oper -> operdealiasing
+		oper -> operfft_as_arg
+		oper -> operifft_as_arg
+		oper -> operrandom_arrayK
+		oper -> operrotfft_from_vecfft
+		statecompute [label=compute]
+		statestatefft_from_statephys [label=statefft_from_statephys]
+		statestatephys_from_statefft [label=statephys_from_statefft]
+		state -> statecompute
+		state -> statestatefft_from_statephys
+		state -> statestatephys_from_statefft
+		time_steppingstart [label=start]
+		time_stepping -> time_steppingstart
+		tendencies_nonlinsim [label=tendencies_nonlin]
+		sim -> tendencies_nonlinsim
+		animatephys_fields [label=animate]
+		plotphys_fields [label=plot]
+		phys_fields -> animatephys_fields
+		phys_fields -> plotphys_fields
+		animatespectra [label=animate]
+		computespectra [label=compute]
+		plot1dspectra [label=plot1d]
+		plot2dspectra [label=plot2d]
+		spectra -> animatespectra
+		spectra -> computespectra
+		spectra -> plot1dspectra
+		spectra -> plot2dspectra
+		computeincrements [label=compute]
+		plotincrements [label=plot]
+		increments -> computeincrements
+		increments -> plotincrements
+		plotspatial_means [label=plot]
+		spatial_means -> plotspatial_means
+		computespect_energy_budg [label=compute]
+		plotspect_energy_budg [label=plot]
+		spect_energy_budg -> computespect_energy_budg
+		spect_energy_budg -> plotspect_energy_budg
+	}
+}
diff --git a/fluidsim/Pyfig/fig_simul_obj.png b/fluidsim/Pyfig/fig_simul_obj.png
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diff --git a/fluidsim/Python/easygraph.py b/fluidsim/Python/easygraph.py
new file mode 100644
index 0000000000000000000000000000000000000000..874dcbfdd9d023e8affcc703c5b085b2e3b4b2f3_Zmx1aWRzaW0vUHl0aG9uL2Vhc3lncmFwaC5weQ==
--- /dev/null
+++ b/fluidsim/Python/easygraph.py
@@ -0,0 +1,105 @@
+import functools
+import os
+import graphviz as gv
+from imageio import imread
+import matplotlib.pyplot as plt
+
+
+class Digraph(object):
+    GraphClass = gv.Digraph
+
+    def __init__(self, path_file=None, label=''):
+        self.path_file = path_file
+        if path_file is None:
+            self.graph = self.GraphClass()
+            self.render = self.graph.render
+        else:
+            filename, ext = os.path.splitext(path_file)
+            ext = ext.split('.')[-1]
+            self.graph = self.GraphClass(format=ext)
+            self.render = functools.partial(self.graph.render, filename=filename)
+
+        # Function aliases
+        self.add_node = self.graph.node
+        self.add_edge = self.graph.edge
+
+        self.styles = {
+            'graph': {
+                'label': label,
+                'fontsize': '14',
+                'fontcolor': 'black',
+                'bgcolor': 'white',
+                'rankdir': 'BT',
+                'overlap': 'prism',
+                'pack': 'True',
+            },
+            'nodes': {
+                'fontname': 'DejaVu Sans',
+                'shape': 'rect',
+                'fontcolor': 'white',
+                'color': 'black',
+                'style': 'rounded, filled',
+                'fillcolor': 'white',
+            },
+            'edges': {
+                'style': 'solid',
+                'color': 'black',
+                'arrowhead': 'open',
+                'fontname': 'Courier',
+                'fontsize': '12',
+                'fontcolor': 'white',
+            }
+        }
+
+    def __repr__(self):
+        return self.graph.source
+
+    def add_nodes(self, nodes):
+        graph = self.graph
+        for n in nodes:
+            if isinstance(n, tuple):
+                graph.node(n[0], **n[1])
+            else:
+                graph.node(n)
+
+    def add_edges(self, edges):
+        graph = self.graph
+        for e in edges:
+            if isinstance(e[0], tuple):
+                graph.edge(*e[0], **e[1])
+            else:
+                graph.edge(*e)
+
+    def add_graph(self, other):
+        if isinstance(other, self.__class__):
+            self.graph.subgraph(other.graph)
+        elif isinstance(other, gv.Digraph):
+            self.graph.subgraph(other)
+
+    def apply_styles(self, styles=None):
+        if styles is None:
+            styles = self.styles
+
+        graph = self.graph
+        graph.graph_attr.update(
+            ('graph' in styles and styles['graph']) or {}
+        )
+        graph.node_attr.update(
+            ('nodes' in styles and styles['nodes']) or {}
+        )
+        graph.edge_attr.update(
+            ('edges' in styles and styles['edges']) or {}
+        )
+        return graph
+
+    def show(self):
+        try:
+            img = imread(self.path_file)
+        except:
+            img = plt.imread(self.path_file)
+        plt.imshow(img)
+        plt.show()
+
+
+class Graph(Digraph):
+    GraphClass = gv.Graph
diff --git a/fluidsim/Python/make_fig_simul_obj.py b/fluidsim/Python/make_fig_simul_obj.py
new file mode 100755
index 0000000000000000000000000000000000000000..874dcbfdd9d023e8affcc703c5b085b2e3b4b2f3_Zmx1aWRzaW0vUHl0aG9uL21ha2VfZmlnX3NpbXVsX29iai5weQ==
--- /dev/null
+++ b/fluidsim/Python/make_fig_simul_obj.py
@@ -0,0 +1,120 @@
+#!/usr/bin/env python
+import types
+import shutil
+from fluidsim.solvers.ns2d.solver import Simul
+from easygraph import Digraph
+from base import curdir
+
+
+g = Digraph(curdir + '/../Pyfig/fig_simul_obj.png')
+g_sim = Digraph()  # all objects attached to sim.
+g_out = Digraph()  # sim.output.
+g_doc = Digraph()  # first line of __doc__
+g_met = Digraph()  # methods
+
+
+def filter_object_dict(obj):
+    return dict(
+        [(key, attr) for key, attr in obj.__dict__.items()
+         if not isinstance(attr, (types.MethodType, str, bool))])
+
+
+def match(method_name):
+    exact_match = [
+        'fft_as_arg', 'ifft_as_arg', 'tendencies_nonlin', 'compute', 'plot',
+        'dealiasing', 'random_arrayK', 'rotfft_from_vecfft', 'animate',
+        'statephys_from_statefft', 'statefft_from_statephys', 'plot1d',
+        'plot2d', 'start'
+    ]
+    partially_match = [
+    ]
+
+    if method_name in exact_match:
+        return method_name
+    elif any((name in method_name for name in partially_match)):
+        return method_name
+    else:
+        return None
+
+
+def filter_method_dict(obj):
+    return dict(
+        [(key, getattr(obj, key)) for key in dir(obj)
+         if isinstance(getattr(obj, key), (types.FunctionType, types.MethodType, types.BuiltinMethodType)) and
+         match(key) is not None])
+
+
+params = Simul.create_default_params()
+with Simul(params) as sim:
+    sim_dict = filter_object_dict(sim)
+    output_dict = filter_object_dict(sim.output)
+    sim_methods = {}
+    output_methods = {}
+    for key, attr in sim_dict.items():
+        sim_methods[key] = filter_method_dict(attr)
+
+    for key, attr in output_dict.items():
+        output_methods[key] = filter_method_dict(attr)
+    
+    # Avoid duplicates
+    del output_methods['oper']
+    # print(sim.info)
+
+shutil.rmtree(sim.output.path_run)
+
+g.add_node('sim')
+
+g.styles['graph']['layout'] = 'circo'
+g.styles['graph']['overlap'] = 'prism'
+g.styles['graph']['overlap_scaling'] = '3.5'
+
+g.styles['nodes']['fontname'] = 'monospace'
+g.styles['nodes']['fillcolor'] = 'steelblue'
+g.styles['nodes']['shape'] = 'hexagon'
+g.styles['nodes']['style'] = 'filled'
+g.apply_styles()
+
+g_sim.add_nodes(sim_dict.keys())
+g_sim.styles['nodes']['fillcolor'] = 'black'
+g_sim.apply_styles()
+g_sim.add_edges([('sim', key) for key in sim_dict])
+
+g_out.add_nodes(output_dict.keys())
+g_out.styles['nodes']['fillcolor'] = 'black'
+g_out.apply_styles()
+g_out.add_edges([('output', key) for key in output_dict])
+
+g_doc.add_nodes(
+    [('doc' + key, {'label': str(attr.__doc__).splitlines()[0]})
+     for key, attr in sim_dict.items()])
+g_doc.styles['nodes']['fillcolor'] = 'gray'
+g_doc.styles['nodes']['fontcolor'] = 'black'
+g_doc.styles['edges']['style'] = 'dashed'
+g_doc.apply_styles()
+g_doc.add_edges([(key, 'doc' + key) for key in sim_dict])
+
+for node, node_methods in sim_methods.items():
+    g_met.add_nodes([(node + key, {'label': key}) for key in node_methods])
+    g_met.add_edges([(node, node + key) for key in node_methods])
+
+for node, node_methods in output_methods.items():
+    g_met.add_nodes([(key + node, {'label': key}) for key in node_methods])
+    g_met.add_edges([(node, key + node) for key in node_methods])
+
+g_met.styles['nodes']['fontcolor'] = 'black'
+g_met.styles['nodes']['shape'] = 'rect'
+g_met.styles['nodes']['style'] = 'bold'
+g_met.styles['nodes']['fillcolor'] = 'beige'
+g_met.styles['nodes']['style'] = 'rounded,filled'
+# g_met.styles['nodes']['style'] = 'radial'
+g_met.styles['edges']['style'] = 'dashed'
+g_met.apply_styles()
+
+g.add_graph(g_sim)
+g.add_graph(g_out)
+g.add_graph(g_met)
+# g.add_graph(g_doc)
+
+print(g)
+g.render()
+g.show()
diff --git a/fluidsim/fluidsim_paper.tex b/fluidsim/fluidsim_paper.tex
index 34e27542c0b74eb98da9309505b172019b08a462_Zmx1aWRzaW0vZmx1aWRzaW1fcGFwZXIudGV4..874dcbfdd9d023e8affcc703c5b085b2e3b4b2f3_Zmx1aWRzaW0vZmx1aWRzaW1fcGFwZXIudGV4 100644
--- a/fluidsim/fluidsim_paper.tex
+++ b/fluidsim/fluidsim_paper.tex
@@ -16,7 +16,7 @@
 
 \section*{Title}
 
-FluidSim: modular, object-oriented Python package for CFD simulations
+FluidSim: modular, object-oriented Python package for high-performance CFD simulations
 
 \section*{Paper Authors}
 
@@ -20,9 +20,9 @@
 
 \section*{Paper Authors}
 
-1. Mohanan, Ashwin Vishnu$^a$ \\
-2. Bonamy, Cyrille$^b$ \\
-3. Augier, Pierre$^b$
+1. MOHANAN, Ashwin Vishnu$^a$ \\
+2. BONAMY, Cyrille$^b$ \\
+3. AUGIER, Pierre$^b$
 
 \smallskip
 
@@ -42,5 +42,16 @@
 %described: what problem the software addresses, how it was implemented and
 %architected, where it is stored, and its reuse potential.}
 
+The Python package \fluidpack{sim} is introduced in this article as an extensible framework for computational fluid mechanics (CFD) solvers.
+It is developed as a part of \href{https://fluiddyn.readthedocs.io}{FluidDyn} project, an effort to promote open-source and open-science collaboration within fluid mechanics community and intended for both educational as well as research purposes.
+Solvers in \fluidpack{sim} are scalable, high-performance computing (HPC) codes which are powered under the hood by the rich, scientific Python ecosystem and the application programming interfaces (API) provided by \fluidpack{dyn} and \fluidpack{fft} packages.
+The present article describes the design aspects of \fluidpack{sim}, viz.\ use of Python as the main language; focus on the ease of use, reuse and maintenance of the code without compromising performance.
+The implementation details including optimization methods, modular organization of features and object-oriented approach of using classes to implement solvers are also briefly explained.
+Currently, \fluidpack{sim} includes solvers for a variety of physical problems using different numerical methods (including finite-difference methods).
+However, this metapaper shall dwell only on the implementation and performance of its pseudo-spectral solvers, in particular the two- and three-dimensional Navier-Stokes solvers.
+A quantitative comparison is made by investigating the performance and scalability of \fluidpack{sim} in a couple of state of the art HPC clusters.
+The results are also compared with two similar python packages which implements pseudo-spectral CFD solvers.
+The source code is hosted at Bitbucket as a Mercurial repository \href{https://bitbucket.org/fluiddyn/fluidsim}{bitbucket.org/fluiddyn/fluidsim} and the documentation generated using Sphinx can be read online at \href{https://fluidsim.readthedocs.io}{fluidsim.readthedocs.io}.
+
 \section*{Keywords}
 
@@ -45,6 +56,6 @@
 \section*{Keywords}
 
-Python; CFD; MPI; modular; object-oriented; tested; documented; open-source
+Python;\ CFD;\ HPC;\ MPI;\ modular;\ object-oriented;\ tested;\ documented;\ open-source
 
 \section*{Introduction}
 
@@ -53,5 +64,5 @@
 %articles. A short comparison with software which implements similar
 %functionality should be included in this section. }
 
-\emph{TODO: brief review of development of pseudospectral solvers and similar projects.}
+% TODO: brief review of development of pseudospectral solvers and similar projects.
 
@@ -57,3 +68,3 @@
 
-FluidSim is a specialized package of the FluidDyn project for computational fluid mechanics (CFD).
+FluidSim is a specialized package of the \href{https://fluiddyn.readthedocs.io}{FluidDyn} project for computational fluid mechanics (CFD).
 It is a comprehensive solution to address the needs of a fluid mechanics student
@@ -59,7 +70,7 @@
 It is a comprehensive solution to address the needs of a fluid mechanics student
-and researcher alike - by providing scalable high performance solvers, on-the-fly postprocessing, and plotting functionalities under one umbrella.
+and researcher alike --- by providing scalable high performance solvers, on-the-fly postprocessing, and plotting functionalities under one umbrella.
 In the open-science paradigm, scientists will be both users and developers of the tools at the same time.
 An advantage of FluidSim is that, most of the users just have to read and write Python code.
 FluidSim ensures that all critical modules, classes and functions are well documented both as inline comments and as standalone documentation, complete with examples and tutorials.
 For these reasons FluidSim can become a true collaborative code and with the potential to replace some in-house pseudo-spectral codes written in more conventional languages.
 
@@ -61,8 +72,9 @@
 In the open-science paradigm, scientists will be both users and developers of the tools at the same time.
 An advantage of FluidSim is that, most of the users just have to read and write Python code.
 FluidSim ensures that all critical modules, classes and functions are well documented both as inline comments and as standalone documentation, complete with examples and tutorials.
 For these reasons FluidSim can become a true collaborative code and with the potential to replace some in-house pseudo-spectral codes written in more conventional languages.
 
+This article is written from a user's perspective, and advanced details of \fluidpack{sim}'s internals can be found in the tutorials and documentation. 
 
 \subsubsection*{Balance between runtime efficiency and cost of development}
  In today's world where clusters are moving from petascale to exascale performance, computing power is aplenty. In such a scenario, it becomes apparent that \emph{man-hours are more expensive than computing time}. In other words, the cost of development outweighs the cost of computing time. Therefore, developers should be willing to make small sacrifices in efficiency, to improve development time, code maintainability and clarity in general.
@@ -73,7 +85,7 @@
  Computationally intensive tasks such as time-stepping and linear algebra operators which are used in every single iteration must be offloaded to compiled extensions
  Here, Cython and Pythran packages comes in handy. There are some key differences between Cython and Pythran.
  
- Cython is very generic and mature library, and based on Pyrex language - which is Python with some additional syntax.
+ Cython is very generic and mature library, and based on Pyrex language --- which is Python with some additional syntax.
  It has the capability to interface between other C or C++ code by generating shared libraries which can be imported by Python.
  Cython can also generate such libraries from scratch and even has object-oriented syntax if required. Some of the drawbacks of Cython include use of Pyrex which can feel verbose and esoteric to a Python developer.
  Cython also requires the developer to explicitly write loops using indices, which can seem strange to a NumPy developer.
@@ -83,7 +95,7 @@
  When Pythran is not being used these functions can work like plain Python functions.
  Pythran can also recognize NumPy functions and optimizes code while building extensions internally.
  However, Pythran does not support classes and custom data types as function parameters.
- Until very recently Pythran did not support interfacing with foreign C or C++ extensions - a feature which will be available in future Pythran releases.
+ Until very recently Pythran did not support interfacing with foreign C or C++ extensions --- a feature which will be available in future Pythran releases.
  
 The result of using such an approach can be shown by measuring the performance of FluidSim using profiles and benchmarks.
 
@@ -111,8 +123,8 @@
 New features were added over the years to the package whenever demanded by research interests, thus making the code very user-centric and function-oriented.
 This style of code development is often termed as the YAGNI software development philosophy, which emphasizes not to spent a lot of time developing a functionality, because most likely \emph{you aren't gonna need it}.
 Almost all functionalities in FluidSim are implemented as classes and its methods are designed to be modular and generic.
-This means that the user is free to use inheritance to modify certain parts to suit one's needs, and avoiding the risk of breaking a functioning code.
+This means that the user is free to use inheritance to modify certain parts to suit one's needs, and avoiding the risk of breaking a functioning cod.
 
 
 \subsubsection*{Package organization}
 
@@ -115,9 +127,9 @@
 
 
 \subsubsection*{Package organization}
 
-FluidSim is meant to serve as a framework for numerical solvers using different methods. For the present version of FluidSim there is support for finite difference and pseudo-spectral methods. An example of a finite difference solver is \texttt{fluidsim.solvers.ad1d} which solves the 1D advection equation. There are also solvers which does not rely on most of the base classes, such as \texttt{fluidsim.base.basilisk} which implements a 2D adaptive meshing solver within the sub-package. The collection of solvers using pseudo-spectral methods are more feature-rich in comparison.
+FluidSim is meant to serve as a framework for numerical solvers using different methods. For the present version of FluidSim there is support for finite difference and pseudo-spectral methods. An example of a finite difference solver is \codeinline{fluidsim.solvers.ad1d} which solves the 1D advection equation. There are also solvers which does not rely on most of the base classes, such as \codeinline{fluidsim.base.basilisk} which implements a 2D adaptive meshing solver as a sub-package. The collection of solvers using pseudo-spectral methods are more feature-rich in comparison.
 
 The code is organized into the following sub-packages:
 
 \begin{itemize}
@@ -120,10 +132,10 @@
 
 The code is organized into the following sub-packages:
 
 \begin{itemize}
- \item \texttt{fluidsim.base}: contains all base classes and a solver for the trivial equation $\partial_t \mathbf{\hat{u}} = 0 $
- \item \texttt{fluidsim.operators}: specialized linear algebra and numerical method operators (for eg., divergence, curl, variable transformations, dealiasing)
- \item \texttt{fluidsim.solvers}: solvers and postprocessing modules for problems such as 1D advection, 2D and 3D Navier-Stokes, 2D Boussinesq, one-layer shallow water and F\"oppl-von K\'arm\'an equations.
- \item \texttt{fluidsim.util}: utilities to load and modify an existing simulation, to test, and to benchmark a solver.
+ \item \codeinline{fluidsim.base}: contains all base classes and a solver for the trivial equation $\partial_t \mathbf{\hat{u}} = 0 $
+ \item \codeinline{fluidsim.operators}: specialized linear algebra and numerical method operators (for eg., divergence, curl, variable transformations, dealiasing)
+ \item \codeinline{fluidsim.solvers}: solvers and postprocessing modules for problems such as 1D advection, 2D and 3D Navier-Stokes, 2D Boussinesq, one-layer shallow water and F\"oppl-von K\'arm\'an equations.
+ \item \codeinline{fluidsim.util}: utilities to load and modify an existing simulation, to test, and to benchmark a solver.
 \end{itemize}
 
@@ -128,6 +140,6 @@
 \end{itemize}
 
-Subpackages \texttt{base} and \texttt{operators} form the backbone of this package, and are not meant to be used by the user explicitly.
+Subpackages \codeinline{base} and \codeinline{operators} form the backbone of this package, and are not meant to be used by the user explicitly.
 
 In practice, the user can make an entirely new solver for a new problem using this framework by simply adding a new directory with two files, under:
 \begin{itemize}
@@ -131,8 +143,8 @@
 
 In practice, the user can make an entirely new solver for a new problem using this framework by simply adding a new directory with two files, under:
 \begin{itemize}
- \item \texttt{solver.py} containing a class inherited from any of the child classes of describing the numerical equivalent of the equation to be solved
- \item \texttt{state.py} defining all physical variables and its spectral counterparts being solved (for example: $u_x$ and $u_y$)  and methods to compute one variable from another.
+ \item \codeinline{solver.py} containing a class inherited from any of the child classes of describing the numerical equivalent of the equation to be solved
+ \item \codeinline{state.py} defining all physical variables and its spectral counterparts being solved (for example: $u_x$ and $u_y$)  and methods to compute one variable from another.
 \end{itemize}
 
 We now turn our attention to the simulation object which illustrates how to access the code from the user's perspective.
@@ -142,10 +154,10 @@
 The simulation object is instantiated with necessary parameters just before starting the time stepping.
 Running a simple 2D Navier-Stokes solver can be launched using a single Python script as follows:
 
-\begin{lstlisting}[frame=single]
+\begin{minted}[fontsize=\footnotesize]{python}
  from fluidsim.solvers.ns2d.solver import Simul
  
  params = Simul.create_default_params()
  # All modifications to parameters go here
  sim = Simul(params)
  sim.time_stepping.start()
@@ -146,8 +158,8 @@
  from fluidsim.solvers.ns2d.solver import Simul
  
  params = Simul.create_default_params()
  # All modifications to parameters go here
  sim = Simul(params)
  sim.time_stepping.start()
-\end{lstlisting}
+\end{minted}
 
@@ -153,5 +165,5 @@
 
-All parameters are stored in an object of the class \texttt{Parameters}, which is derived from the \texttt{ParamsContainer} API of FluidDyn package.
-Parameters for all possible modifications to initialization, preprocessing, forcing, time-stepping, and output of the solvers is incorporated into the object \texttt{params} in a hierarchial manner.
+All parameters are stored in an object of the class \codeinline{Parameters}, which is derived from the \codeinline{ParamsContainer} API of FluidDyn package.
+Parameters for all possible modifications to initialization, preprocessing, forcing, time-stepping, and output of the solvers is incorporated into the object \codeinline{params} in a hierarchial manner.
 Once initialized, it is nearly impossible to add new parameters to this object and only modifications are permitted.
 This approach is different from conventional solvers which tend to rely on text-based input files to specify parameters, which is less robust and can cause the simulation to crash due to human errors during runtime.
@@ -156,7 +168,23 @@
 Once initialized, it is nearly impossible to add new parameters to this object and only modifications are permitted.
 This approach is different from conventional solvers which tend to rely on text-based input files to specify parameters, which is less robust and can cause the simulation to crash due to human errors during runtime.
-A similar, but less readable approach to \texttt{ParamsContainer} is adopted by OpenFOAM which relies on \texttt{dictionaries} to customize parameters.
-The \texttt{params} object can be printed on the Python or IPython console and explored using tab-completion, and can be loaded from and saved into XML and HDF5 files, thus being very versatile.
+A similar, but less readable approach to \codeinline{ParamsContainer} is adopted by OpenFOAM which relies on \codeinline{dictionaries} to customize parameters.
+The \codeinline{params} object can be printed on the Python or IPython console and explored using tab-completion, and can be loaded from and saved into XML and HDF5 files, thus being very versatile.
+
+%TODO: simple code example with modifying parameters
+
+% \begin{figure}[htp]
+%  \centering
+%  \includegraphics[width=\linewidth]{Pyfig/fig_callgraph_inkscape_simple}
+%  \caption{Simplified callgraph tracing the initialization of a simulation object}\label{fig:callgraph}
+% \end{figure}
+%
+% Fig.~\ref{fig:callgraph} provides some insight into how the base simulation class of all pseudo-spectral solvers are intialized, i.e. \codeinline{fluidsim.base.solvers.SimulBasePseudoSpectral}.
+% The script first invokes the \codeinline{create\_default\_params} function which returns a \codeinline{Parameters} object, typically named \codeinline{params} containing all default parameters.
+% Any modifications to \codeinline{params} is made after this step, to meet the user's needs.
+% The simulation object is then instantiated by passing \codeinline{params} as the only argument, typically named \codeinline{sim}.
+% All necessary sub-classes are then initialized by the \codeinline{\_\_init\_\_} function of the simulation class and customized as specified by the parameters.
+% The objects of all sub-classes are attached to the simulation object, as indicated with blue labels in Fig.~\ref{fig:callgraph}.
+% The sub-classes are responsible for a unique set of functionalities for the solver to work.
 
 \begin{figure}[htp]
  \centering
@@ -160,8 +188,12 @@
 
 \begin{figure}[htp]
  \centering
- \includegraphics[width=\linewidth]{Pyfig/fig_callgraph_inkscape_simple}
- \caption{Simplified callgraph tracing the initialization of a simulation object}
- \label{fig:callgraph}
+ \includegraphics[width=\linewidth]{Pyfig/fig_simul_obj}
+ \caption{Anatomy of the simulation object (\codeinline{sim}).
+	The solid arrows represent how different attributes attached to an object.
+	The black boxes indicate attributes which are objects of other classes --- a modular organization of functionalities.
+	% The purpose of these objects are listed in the gray boxes.
+	The light boxes show some of the useful methods (or functions) of these objects.
+	}\label{fig:simul}
 \end{figure}
 
@@ -166,11 +198,60 @@
 \end{figure}
 
-Fig.~\ref{fig:callgraph} provides some insight into how the base simulation class of all pseudo-spectral solvers are intialized, i.e. \texttt{fluidsim.base.solvers.SimulBasePseudoSpectral}.
-The script first invokes the \texttt{create\_default\_params} function which returns a \texttt{Parameters} object, typically named \texttt{params} containing all default parameters.
-Any modifications to \texttt{params} is made after this step, to meet the user's needs.
-The simulation object is then instantiated by passing \texttt{params} as the only argument, typically named \texttt{sim}.
-All necessary sub-classes are then initialized by the \texttt{\_\_init\_\_} function of the simulation class and customized as specified by the parameters.
-The objects of all sub-classes are attached to the simulation object, as indicated with blue labels in Fig.~\ref{fig:callgraph}.
-The sub-classes are responsible for a unique set of functionalities for the solver to work.
-We list them in the order these are initialized:
+Fig.~\ref{fig:simul} demonstrates how an user can access different objects and its associated methods through the simulation object.
+The purpose of the objects are listed below, with the order in which these are initialized:
+
+\begin{outline}
+ \1 \codeinline{sim.params}: A copy of the \codeinline{params} object supplied by the user, which holds all information critical to run the simulation and generating the output.
+ \1 \codeinline{sim.info\_solver}: Contains all the subclass information, including the module the class belongs to.
+ \1 \codeinline{sim.info}: A union of the \codeinline{sim.info\_solver} and the \codeinline{sim.params} objects.
+ \1 \codeinline{sim.oper}: Responsible for generating the grid, and for pseudo-spectral numerical methods such as FFT, IFFT, dealiasing, divergence, curl, random arrays etc.
+ \1 \codeinline{sim.output}: Takes care of all on-the-fly post-processing outputs and functions to load and plot saved output files.
+	Different objects are assigned with loading, plotting and sometimes computing:
+	\2 \codeinline{sim.output.print\_stdout}: the mean energies, time elapsed and time-step of the simulation printed as console output.
+	\2 \codeinline{sim.output.phys\_fields}: the state variables in the physical plane.
+		It relies on \codeinline{sim.state} to load or compute the variables into arrays
+	\2 \codeinline{sim.output.spectra}: energy spectra as line plots summed over wavenumber shells
+	\2 \codeinline{sim.output.spatial\_means}: mean quantities such as energy, enstrophy, forcing power, dissipation
+	\2 \codeinline{sim.output.spect\_energy\_budg}: spectral energy budget by calculating the transfer term.
+	\2 \codeinline{sim.output.increments}: structure functions from physical velocity fields.
+ \1 \codeinline{sim.state}: Defines the names of the physical variables being solved for and their spectral equivalents, along with all required variable transformations.
+	Also includes high-level objects, aptly named \codeinline{sim.state.state\_phys} and \codeinline{sim.state.state\_fft} to hold the arrays.
+ \1 \codeinline{sim.time\_stepping}: Generic numeric time-integration object which dynamically determines the time-step using the CFL criterion for specific solver and advances the state variables using Runge-Kutta method of order 2 or 4
+ \1 \codeinline{sim.init\_fields}: Used only once to initialize all state variables with simple kinds flow structures, for example a dipole vortex, base flow with constant value for all gridpoints, grid of vortices, narrow-band noise etc.
+ \1 \codeinline{sim.forcing}: Initialized only when \codeinline{params.FORCING} is set as \codeinline{True} and it computes the forcing variables, which is added on to right-hand-side of the equations being solved
+ \1 \codeinline{sim.preprocess}: Adjusts solver parameters such as the magnitude of initialized fields, viscosity value and forcing rates after all other sub-classes are initialized, and just before the time-integration starts
+\end{outline}
+
+Such a modular organization of the solver's features has several advantages.
+The most obvious one, will be the ease of maintaining the code base and dealing with merging modifications from other developers.
+As opposed to a monolithic solver, modular codes are well separated and leads to less conflicts during merges.
+Secondly, with this implementation, it is possible to extend or replace a particular set of features by specifying a new class.
+For instance, to calculate
+
+To decipher the connection between the objects and the source code, it is useful to simply print the \codeinline{sim.info\_solver} object in the Python console.
+A truncated example of the output is shown below.
+
+\begin{minted}[fontsize=\footnotesize]{python}
+>>> sim.info_solver
+<fluidsim.solvers.ns2d.solver.InfoSolverNS2D object at 0x7f30de82eba8>
+
+<solver class_name="Simul" module_name="fluidsim.solvers.ns2d.solver"
+        short_name="NS2D">
+  <classes>
+    <Operators class_name="OperatorsPseudoSpectral2D"
+               module_name="fluidsim.operators.operators2d"/>  
+
+    <State class_name="StateNS2D" keys_computable="[]"
+           keys_linear_eigenmodes="['rot_fft']" keys_phys_needed="['rot']"
+           keys_state_fft="['rot_fft']" keys_state_phys="['ux', 'uy', 'rot']"
+           module_name="fluidsim.solvers.ns2d.state"/>
+
+    <TimeStepping class_name="TimeSteppingPseudoSpectral"
+                  module_name="fluidsim.base.time_stepping.pseudo_spect_cy"/>  
+
+    <InitFields class_name="InitFieldsNS2D"
+                module_name="fluidsim.solvers.ns2d.init_fields">
+      <classes>
+        <noise class_name="InitFieldsNoise"
+               module_name="fluidsim.solvers.ns2d.init_fields"/>  
 
@@ -176,12 +257,28 @@
 
-\begin{itemize}
- \item \texttt{sim.info}: Contains all modules and class information regarding path to other subclasses
- \item \texttt{sim.oper}: Responsible for generating the grid, and for pseudo-spectral numerical methods such as FFT, IFFT, dealiasing, divergence, curl, pseudo-random array
- \item \texttt{sim.output}: Takes care of all on-the-fly postprocessing outputs and functions to load and plot saved output files. 
- \item \texttt{sim.state}: Defines the names of the physical variables being solved for and their spectral equivalents, along with all required variable transformations
- \item \texttt{sim.time\_stepping}: Generic numeric time-integration object which dynamically determines the time-step using the CFL criterion for specific solver and advances the state variables using Runge-Kutta method of order 2 or 4
- \item \texttt{sim.init\_fields}: Used only once to initialize all state variables with simple kinds flow structures, for example a dipole vortex, base flow with constant value for all gridpoints, grid of vortices, narrow-band noise etc.
- \item \texttt{sim.forcing}: Initialized only when \texttt{params.FORCING} is set as \texttt{True} and it computes the forcing variables, which is added on to right-hand-side of the equations being solved
- \item \texttt{sim.preprocess}: Adjusts solver parameters such as the magnitude of initialized fields, viscosity value and forcing rates after all other sub-classes are initialized, and just before the time-integration starts
-\end{itemize}
+        <jet class_name="InitFieldsJet"
+             module_name="fluidsim.solvers.ns2d.init_fields"/>  
+
+	<!--truncated output-->
+
+  </classes>
+</solver>
+\end{minted}
+
+Note that while the \codeinline{ns2d} solver relies on some generic classes, shared with other solvers, such as \codeinline{OperatorsPseudoSpectral2D} and \codeinline{TimeSteppingPseudoSpectral}; for other purposes there are solver specific classes.
+The latter is often inherited from the base classes in \codeinline{fluidsim.base} or classes available in other solvers --- this is made possible by the use of an object-oriented approach.
+It is particularly advantageous while extending existing features to use \href{https://docs.python.org/3/tutorial/classes.html#inheritance}{class inheritance}.
+
+A more comprehensive look at how to use \fluidpack{sim} can be found in the \href{https://fluidsim.readthedocs.io/en/latest/tutorials.html}{tutorials}\footnote{See \href{https://fluidsim.readthedocs.io/en/latest/tutorials.html}{https://fluidsim.readthedocs.io/en/latest/tutorials.html}}, both from a user's and a developer's perspective.
+
+\subsection*{Performance}
+
+Through profiling, we shed light on what part of the code consumes the lion's share of the computational time and see the impact as number of processes and MPI communications increase.
+
+\subsubsection*{Micro-benchmarks and Profiling}
+
+%TODO: Microbenchmarks, compare profiling of spectraldns, dedalus
+
+Profiling is a dynamic program analysis method which traces various function calls and records the cumulative time consumed and the number of calls for each function.
+It is straightforward to perform this analysis with the help of the \codeinline{cProfile} module, available in the Python standard library.
+Here, we have analysed both 2D and 3D Navier-Stokes solvers in Beskow, and plotted them in Fig.~\ref{fig:profile2d} and Fig.~\ref{fig:profile3d} respectively. Functions which cumulatively consume less than $2\%$ of the total time are displayed in the \emph{other} category.
 
@@ -187,5 +284,34 @@
 
-\subsection*{Scalability}
+\begin{figure}[htp]
+ \centering
+ \includegraphics[width=\linewidth]{Pyfig/fig_profile2d}
+ \caption{Profiling analysis of the 2D Navier-Stokes (\codeinline{fluidsim.solvers.ns2d}) solver using a grid sized $1024\times1024$
+ (a) in sequential with \codeinline{fft2d.with\_fftw1d} operator and
+ (b) with 16 processes with \codeinline{fft2d.with\_fftwmpi2d} operator}\label{fig:profile2d}
+\end{figure}
+
+In Fig.~\ref{fig:profile2d} both sequential and parallel profiles of the 2D Navier-Stokes solver shows that most of the time is spent in inverse and forward FFT calls (\codeinline{ifft\_as\_arg} and \codeinline{fft\_as\_arg}). For the sequential solver, over $97\%$ of the time is spent in compiled C++ extensions, built using Cython and Pythran and all pure Python functions limited in the  \emph{other} category.
+Cython extensions are responsible for interfacing with FFT operators and also for the time-step algorithm.
+Pythran extensions are used to translate most of the linear algebra operations into optimized, statically compiled extensions.
+With 16 processes deployed in parallel time spent in compiled extensions falls to around $93\%$, with increased contribution from \codeinline{tendencies\_nonlin}, a Python function which is responsible for computing non-linear tendencies, or in other words the advection term of the 2D Navier-Stokes equation.
+
+\begin{figure}[htp]
+ \centering
+ \includegraphics[width=\linewidth]{Pyfig/fig_profile3d}
+ \caption{Profiling analysis of the 3D Navier-Stokes (\codeinline{fluidsim.solvers.ns3d}) solver using a grid sized $128\times128\times128$ solved
+ (a) sequentially using \codeinline{fft3d.with\_fftw3d} operator and
+ (b) with 2 processes using \codeinline{fft3d.with\_fftwmpi3d} operator in the top row.
+ In the bottom row are similar results for the same solver using \codeinline{fft3d.with\_fftwmpi3d} operator
+ (c) with 128 processes on a grid sized $512\times512\times512$, and
+ (d) with 1024 processes on a grid sized $1024\times1024\times1024$.}\label{fig:profile3d}
+\end{figure}
+
+From Fig.~\ref{fig:profile3d} it can be shown that, for the 3D Navier-Stokes solver for all cases majority of time is attributed to FFT calls (\codeinline{ifft} and \codeinline{fft}). The overall time spent in compiled extensions range from around $70\%$ in sequential mode with $128^3$ grid points to $90\%$ in parallel mode with $1024^3$ grid points. There is also substantial contribution from the Python function \codeinline{vgradv\_from\_v}  which is responsible for computing the non-linear term in the solver.
+
+In future releases of FluidSim, the performance of solvers can potentially improve with the possibility of replacing some of the Python functions mentioned above with equivalent Pythran extensions which can interface with other Cython based functions.
+
+
+\subsubsection*{Scalability}
 
 The performance and scalability of the parallelized code in large computing clusters is an important factor, which determines whether a code will be used or not.
 Scalability can measured by speedup $S$ which is a measure of the time taken to complete $N$ iterations for different number of processes, $n_p$.
@@ -194,8 +320,8 @@
 
 \begin{equation*}
 S(n_p) = \frac
-{\mathrm{Time\ elapsed\ for\ } N \mathrm{\ iterations\ with\ }n_{p,min}\mathrm{\ processes}\times S(n_{p,min})}
+{\mathrm{Time\ elapsed\ for\ } N \mathrm{\ iterations\ with\ }n_{p,\min}\mathrm{\ processes}\times S(n_{p,\min})}
 {\mathrm{Time\ elapsed\ for\ } N \mathrm{\ iterations\ with\ } n_p \mathrm{\
 processes}}
 \label{eq:speedup}
 \end{equation*}
@@ -198,8 +324,8 @@
 {\mathrm{Time\ elapsed\ for\ } N \mathrm{\ iterations\ with\ } n_p \mathrm{\
 processes}}
 \label{eq:speedup}
 \end{equation*}
-where $n_{p,min}$ is the minimum number of processes employed for a unique test case in a particular hardware and $S(n_{p,min}) = n_{p,min}$ for the fastest result among various FFT methods. For slower methods $S(n_{p,min})$ is set proporionally.
+where $n_{p,\min}$ is the minimum number of processes employed for a unique test case in a particular hardware and $S(n_{p,\min}) = n_{p,\min}$ for the fastest result among various FFT methods. For slower methods $S(n_{p,\min})$ is set proporionally.
 
 In addition to number of processes, there is another important parameter, which is the size of the problem; in other words, the number of grid points used to discretize the problem at hand.
 In \emph{strong scaling} analysis, we keep the global discretization fixed and increase the number of processes.
@@ -217,10 +343,10 @@
 \begin{table}[h]
 \centering
 \begin{tabular}{l p{7cm} p{2cm} p{2cm}}
-  \hline
-  Cluster &  CPU and Software & No. of threads per nodes & Maximum no. of nodes used \\
-  \hline
-  Beskow & Intel Xeon CPU E5-2698 v3, 2.3GHz; SUSE Linux Enterprise Server 11; Linux 3.0.101; CPython 3.6.3; ICC 18.0.0 & 32 & 8 \\
-  Triolith & Intel Xeon CPU E5-2660, 2.2GHz; CentOS 6.9; Linux 2.6.32; CPython 3.6.1; GCC 6.2.0 & 16 & 8 \\
-  \hline
+  \toprule
+  Cluster &  CPU and Software & No.\ of threads per nodes & Maximum no.\ of nodes used \\
+  \midrule
+  Beskow & Intel Xeon CPU E5--2698 v3, 2.3GHz; SUSE Linux Enterprise Server 11; Linux 3.0.101; CPython 3.6.3; ICC 18.0.0 & 32 & 8 \\
+  Triolith & Intel Xeon CPU E5--2660, 2.2GHz; CentOS 6.9; Linux 2.6.32; CPython 3.6.1; GCC 6.2.0 & 16 & 8 \\
+  \bottomrule
 \end{tabular}
@@ -226,8 +352,7 @@
 \end{tabular}
-  \caption{Specifications of the supercomputing clusters used for benchmarking.}
-  \label{tab:specs}
+  \caption{Specifications of the supercomputing clusters used for benchmarking.}\label{tab:specs}
 
 \end{table}
 
 
 Benchmarks were conducted in two supercomputing clusters of the Swedish National Infrastructure for Computing (SNIC) namely Beskow (PDC, Stockholm) and Triolith (NSC, Link\"oping).
@@ -229,7 +354,7 @@
 
 \end{table}
 
 
 Benchmarks were conducted in two supercomputing clusters of the Swedish National Infrastructure for Computing (SNIC) namely Beskow (PDC, Stockholm) and Triolith (NSC, Link\"oping).
-Relevant details regarding software and hardware which affect performance are summarised in Table ~\ref{tab:specs}. Do note that, no hyperthreading was used while carrying out the benchmarks.
+Relevant details regarding software and hardware which affect performance are summarised in Table~\ref{tab:specs}. Do note that, no hyperthreading was used while carrying out the benchmarks.
 
@@ -235,7 +360,7 @@
 
-\subsubsection*{2D benchmarks} \label{sec:bench2d}
-The Navier-Stokes 2D solver (\texttt{fluidsim.solvers.ns2d}) with a physical global grid with $1024\times1024$ gridpoints over a box size of $8\times8$ is chosen as the reference test case for strong scaling analysis.
+\subsubsection*{2D benchmarks}\label{sec:bench2d}
+The Navier-Stokes 2D solver (\codeinline{fluidsim.solvers.ns2d}) with a physical global grid with $1024\times1024$ gridpoints over a box size of $8\times8$ is chosen as the reference test case for strong scaling analysis.
 The test case includes a time-correlated random forcing term in the wavenumber interval $k=[4,5]$, and a constant time-step, $\Delta t = 1\times10^{-4}$.
 No file input output is enabled so as to measure the performance accurately.
 The test case is then executed for 1000 iterations for three or more passes.
 The median time elapsed recorded is used to analyze speedup and efficiency.
@@ -238,9 +363,9 @@
 The test case includes a time-correlated random forcing term in the wavenumber interval $k=[4,5]$, and a constant time-step, $\Delta t = 1\times10^{-4}$.
 No file input output is enabled so as to measure the performance accurately.
 The test case is then executed for 1000 iterations for three or more passes.
 The median time elapsed recorded is used to analyze speedup and efficiency.
-The time elapsed is measured just before and after the \texttt{sim.time\_stepping.start()} function call.
-This process is repeated for two different FFTW implementations provided by FluidFFT package, viz. \texttt{fft2d.mpi\_with\_fftw1d} and \texttt{fft2d.mpi\_with\_fftwmpi2d}.
+The time elapsed is measured just before and after the \codeinline{sim.time\_stepping.start()} function call.
+This process is repeated for two different FFTW implementations provided by FluidFFT package, viz. \codeinline{fft2d.mpi\_with\_fftw1d} and \codeinline{fft2d.mpi\_with\_fftwmpi2d}.
 
 In weak scaling analysis, similar parameters as above are used.
 There are two key differences.
@@ -251,8 +376,7 @@
 \begin{figure}[htp]
  \centering
  \includegraphics[width=\linewidth]{./Pyfig/fig_bench_strong}
- \caption{Strong scaling benchmarks of the 2D Navier-Stokes (\texttt{fluidsim.solvers.ns2d}) solver.}
- \label{fig:strong2d}
+ \caption{Strong scaling benchmarks of the 2D Navier-Stokes (\codeinline{fluidsim.solvers.ns2d}) solver.}\label{fig:strong2d}
 \end{figure}
 
 In Fig.~\ref{fig:strong2d} we analyze the strong scaling quantities, speedup $S_{strong}$ and efficiency $E_{strong}$.
@@ -270,7 +394,6 @@
 \begin{figure}[htp]
  \centering
  \includegraphics[width=\linewidth]{Pyfig/fig_bench_weak}
- \caption{Weak scaling benchmarks of the 2D Navier-Stokes (\texttt{fluidsim.solvers.ns2d}) solver.}
- \label{fig:weak2d}
+ \caption{Weak scaling benchmarks of the 2D Navier-Stokes (\codeinline{fluidsim.solvers.ns2d}) solver.}\label{fig:weak2d}
 \end{figure}
 
@@ -275,6 +398,6 @@
 \end{figure}
 
-In Fig.~\ref{fig:weak2d}, for weak scaling analysis, the ideal speedup is a constant line as the size of problem per process remains unique. It can be a argued that this form of analysis is more of a measure of scalability than performance, i.e. to show that a solver can handle a larger domain. For FluidSim, we observe that the speedup $S_{weak}$ drops, but remains within the same of order of magnitude.
+In Fig.~\ref{fig:weak2d}, for weak scaling analysis, the ideal speedup is a constant line as the size of problem per process remains unique. It can be a argued that this form of analysis is more of a measure of scalability than performance, i.e.\ to show that a solver can handle a larger domain. For FluidSim, we observe that the speedup $S_{weak}$ drops, but remains within the same of order of magnitude.
 In Trolith beyond three nodes (i.e. $n_p > 48$) $S_{weak}$ drops sharply.
 The weak scaling efficiency $E_{weak}$ is qualitatively similar to its strong scaling counterpart $E_{strong}$.
 
@@ -278,9 +401,9 @@
 In Trolith beyond three nodes (i.e. $n_p > 48$) $S_{weak}$ drops sharply.
 The weak scaling efficiency $E_{weak}$ is qualitatively similar to its strong scaling counterpart $E_{strong}$.
 
-From all the above results, it may be inferred that superior performance is achieved through the use of \texttt{fft2d.mpi\_with\_fftwmpi2d} as the backend rather than \texttt{fft2d.mpi\_with\_fftw1d}.
-The \texttt{fft2d.mpi\_with\_fftw1d} method serves as a fallback option when FFTW cannot be or is not compiled using MPI bindings.
+From all the above results, it may be inferred that superior performance is achieved through the use of \codeinline{fft2d.mpi\_with\_fftwmpi2d} as the backend rather than \codeinline{fft2d.mpi\_with\_fftw1d}.
+The \codeinline{fft2d.mpi\_with\_fftw1d} method serves as a fallback option when FFTW cannot be or is not compiled using MPI bindings.
 
 \subsubsection*{3D benchmarks}
 For 3D benchmarks the analysis here is limited to strong scaling benchmarks.
 The reason for not investigating weak scaling benchmarks are described as follows.
@@ -283,11 +406,11 @@
 
 \subsubsection*{3D benchmarks}
 For 3D benchmarks the analysis here is limited to strong scaling benchmarks.
 The reason for not investigating weak scaling benchmarks are described as follows.
-Broadly speaking \texttt{fft3d.mpi\_with\_fftw1d} and \texttt{fft3d.mpi\_with\_fftwmpi3d} use
-a slab decomposition, i.e. the processes are distributed over one index of a 3D array.
-On the other hand, \texttt{fft3d.mpi\_with\_p3dfft} and \texttt{fft3d.mpi\_with\_pfft} use a pencil decomposition approach, wherein processes are spread over two indices of the 3D array.
+Broadly speaking \codeinline{fft3d.mpi\_with\_fftw1d} and \codeinline{fft3d.mpi\_with\_fftwmpi3d} use
+a slab decomposition, i.e.\ the processes are distributed over one index of a 3D array.
+On the other hand, \codeinline{fft3d.mpi\_with\_p3dfft} and \codeinline{fft3d.mpi\_with\_pfft} use a pencil decomposition approach, wherein processes are spread over two indices of the 3D array.
 There are subtle differences in how the domain is divided thus resulting in different shapes of local array allocated to each process.
 Moreover, it is impractical to solve large problems of the order of hundreds of millions of grid points using very few processes which always exceed memory limitations of a compute node.
 Due to these added complexities, instead of weak scaling benchmarks, a series of strong scaling benchmarks is performed with progressively larger global grid sizes as number of processes increase.
 
@@ -290,8 +413,8 @@
 There are subtle differences in how the domain is divided thus resulting in different shapes of local array allocated to each process.
 Moreover, it is impractical to solve large problems of the order of hundreds of millions of grid points using very few processes which always exceed memory limitations of a compute node.
 Due to these added complexities, instead of weak scaling benchmarks, a series of strong scaling benchmarks is performed with progressively larger global grid sizes as number of processes increase.
 
-Similar to the process described in the previous subsection~\ref{sec:bench2d}, the Navier-Stokes 3D solver (\texttt{fluidsim.solvers.ns3d}) is chosen to perform 3D benchmarks.
+Using a similar process as described in the previous Section~\ref{sec:bench2d}, here the Navier-Stokes 3D solver (\codeinline{fluidsim.solvers.ns3d}) is chosen to perform 3D benchmarks.
 A box size of $2\pi\times2\pi\times2\pi$ is chosen as the reference test case.
 As demonstrated in Fig.~\ref{fig:strong3d_beskow} and Fig.~\ref{fig:strong3d_triolith} a physical global grid with $128\times128\times128$ grid points is used when up to two compute nodes are allocated; a grid size of $512\times512\times512$ is used when between two and sixteen nodes are allocated; and a grid size of $1024\times1024\times1024$ is used when sixteen or more nodes are allocated.
 
@@ -299,9 +422,9 @@
 A constant time-step, $\Delta t = 1\times10^{-4}$ is used.
 The test case is then executed for 10 iterations for three or more passes.
 The median time elapsed recorded is used to analyze speedup and efficiency.
-The time elapsed is measured just before and after the \texttt{sim.time\_stepping.start()} function call.
-This process is repeated for four different FFT implementations provided by the FluidFFT package, viz. \texttt{fft3d.mpi\_with\_fftw1d}, \texttt{fft3d.mpi\_with\_fftwmpi3d}, \texttt{fft3d.mpi\_with\_p3dfft}, and \texttt{fft3d.mpi\_with\_pfft}.
+The time elapsed is measured just before and after the \codeinline{sim.time\_stepping.start()} function call.
+This process is repeated for four different FFT implementations provided by the FluidFFT package, viz. \codeinline{fft3d.mpi\_with\_fftw1d}, \codeinline{fft3d.mpi\_with\_fftwmpi3d}, \codeinline{fft3d.mpi\_with\_p3dfft}, and \codeinline{fft3d.mpi\_with\_pfft}.
 
 \begin{figure}[htp]
  \centering
  \includegraphics[width=\linewidth]{./Pyfig/fig_bench_strong3d_beskow}
@@ -304,8 +427,7 @@
 
 \begin{figure}[htp]
  \centering
  \includegraphics[width=\linewidth]{./Pyfig/fig_bench_strong3d_beskow}
- \caption{Strong scaling benchmarks of the 3D Navier-Stokes (\texttt{fluidsim.solvers.ns3d}) solver in Beskow}
- \label{fig:strong3d_beskow}
+ \caption{Strong scaling benchmarks of the 3D Navier-Stokes (\codeinline{fluidsim.solvers.ns3d}) solver in Beskow}\label{fig:strong3d_beskow}
 \end{figure}
 
@@ -310,7 +432,7 @@
 \end{figure}
 
-In Fig.~\ref{fig:strong3d_beskow} the strong scaling speedup and efficiency are plotted from 3D benchmarks in Beskow. We observe a consistent increase in the speedup as number of processes increase. The fastest FFT algorithm turns out to be \texttt{fft3d.mpi\_with\_fftwmpi3d} for this particular set of test cases with cubical discretization. Pencil decomposition based FFT implementations (P3DFFT and PFFT) demonstrate similar, but subpar speedup in comparison with FFTW methods.
+In Fig.~\ref{fig:strong3d_beskow} the strong scaling speedup and efficiency are plotted from 3D benchmarks in Beskow. We observe a consistent increase in the speedup as number of processes increase. The fastest FFT algorithm turns out to be \codeinline{fft3d.mpi\_with\_fftwmpi3d} for this particular set of test cases with cubical discretization. Pencil decomposition based FFT implementations (P3DFFT and PFFT) demonstrate similar, but subpar speedup in comparison with FFTW methods.
 
 \begin{figure}[htp]
  \centering
  \includegraphics[width=\linewidth]{./Pyfig/fig_bench_strong3d_triolith}
@@ -313,8 +435,7 @@
 
 \begin{figure}[htp]
  \centering
  \includegraphics[width=\linewidth]{./Pyfig/fig_bench_strong3d_triolith}
- \caption{Strong scaling benchmarks of the 3D Navier-Stokes (\texttt{fluidsim.solvers.ns3d}) solver in Triolith}
- \label{fig:strong3d_triolith}
+ \caption{Strong scaling benchmarks of the 3D Navier-Stokes (\codeinline{fluidsim.solvers.ns3d}) solver in Triolith}\label{fig:strong3d_triolith}
 \end{figure}
 
@@ -319,5 +440,5 @@
 \end{figure}
 
-In Fig.~\ref{fig:strong3d_triolith} the same analysis as in Fig.~\ref{fig:strong3d_beskow} is done for results from Triolith. Similar trends as before are displayed by all four implementations, in general. However for large problems with $n_p > 2^5$,  \texttt{fft3d.mpi\_with\_fftw1d} seem to outperform other methods.
+In Fig.~\ref{fig:strong3d_triolith} the same analysis as in Fig.~\ref{fig:strong3d_beskow} is done for results from Triolith. Similar trends as before are displayed by all four implementations, in general. However for large problems with $n_p > 2^5$,  \codeinline{fft3d.mpi\_with\_fftw1d} seem to outperform other methods.
 This maybe attributed to the differences in the compilers and hardware.
 
@@ -322,43 +443,5 @@
 This maybe attributed to the differences in the compilers and hardware.
 
-We turn our attention to profiling, through which we shed light on what part of the code consumes the lion's share of the computational time and see the impact as number of processes and MPI communications increase.
-
-\subsection*{Profiling}
-
-Profiling is a dynamic program analysis method which traces various function calls and records the cumulative time consumed and the number of calls for each function.
-It is straightforward to perform this analysis with the help of the \texttt{cProfile} module, available in the Python standard library.
-Here, we have analysed both 2D and 3D Navier-Stokes solvers in Beskow, and plotted them in Fig.~\ref{fig:profile2d} and Fig.~\ref{fig:profile3d} respectively. Functions which cumulatively consume less than $2\%$ of the total time are displayed in the \emph{other} category.
-
-\begin{figure}[htp]
- \centering
- \includegraphics[width=\linewidth]{Pyfig/fig_profile2d}
- \caption{Profiling analysis of the 2D Navier-Stokes (\texttt{fluidsim.solvers.ns2d}) solver using a grid sized $1024\times1024$
- (a) in sequential with \texttt{fft2d.with\_fftw1d} operator and
- (b) with 16 processes with \texttt{fft2d.with\_fftwmpi2d} operator}
- \label{fig:profile2d}
-\end{figure}
-
-In Fig.~\ref{fig:profile2d} both sequential and parallel profiles of the 2D Navier-Stokes solver shows that most of the time is spent in inverse and forward FFT calls (\texttt{ifft\_as\_arg} and \texttt{fft\_as\_arg}). For the sequential solver, over $97\%$ of the time is spent in compiled C++ extensions, built using Cython and Pythran and all pure Python functions limited in the  \emph{other} category.
-Cython extensions are responsible for interfacing with FFT operators and also for the time-step algorithm.
-Pythran extensions are used to translate most of the linear algebra operations into optimized, statically compiled extensions.
-With 16 processes deployed in parallel time spent in compiled extensions falls to around $93\%$, with increased contribution from \texttt{tendencies\_nonlin}, a Python function which is responsible for computing non-linear tendencies, or in other words the advection term of the 2D Navier-Stokes equation.
-
-\begin{figure}[htp]
- \centering
- \includegraphics[width=\linewidth]{Pyfig/fig_profile3d}
- \caption{Profiling analysis of the 3D Navier-Stokes (\texttt{fluidsim.solvers.ns3d}) solver using a grid sized $128\times128\times128$ solved
- (a) sequentially using \texttt{fft3d.with\_fftw3d} operator and
- (b) with 2 processes using \texttt{fft3d.with\_fftwmpi3d} operator in the top row.
- In the bottom row are similar results for the same solver using \texttt{fft3d.with\_fftwmpi3d} operator
- (c) with 128 processes on a grid sized $512\times512\times512$, and
- (d) with 1024 processes on a grid sized $1024\times1024\times1024$.}
- \label{fig:profile3d}
-\end{figure}
-
-From Fig.~\ref{fig:profile3d} it can be shown that, for the 3D Navier-Stokes solver for all cases majority of time is attributed to FFT calls (\texttt{ifft} and \texttt{fft}). The overall time spent in compiled extensions range from around $70\%$ in sequential mode with $128^3$ grid points to $90\%$ in parallel mode with $1024^3$ grid points. There is also substantial contribution from the Python function \texttt{vgradv\_from\_v}  which is responsible for computing the non-linear term in the solver.
-
-In future releases of FluidSim, the performance of solvers can potentially improve with the possibility of replacing some of the Python functions mentioned above with equivalent Pythran extensions which can interface with other Cython based functions.
-
 \section*{Quality control}
 
 %\textcolor{blue}{Detail the level of testing that has been carried out on the
@@ -373,7 +456,7 @@
 Code coverage is the ratio of the number of lines tested by unittests over the total number of lines in the whole package.
 For the present version of FluidSim the code coverage is valued at 55\%.
 
-We also try to follow a consistent code style as recomended by PEP (Python enhancement proposals) - 8 and 257. This is also inspected using lint checkers such as \texttt{flake8} and \texttt{pylint} among the developers.
+We also try to follow a consistent code style as recomended by PEP (Python enhancement proposals) --- 8 and 257. This is also inspected using lint checkers such as \codeinline{flake8} and \codeinline{pylint} among the developers.
 
 All the above quality control techniques are implemented within the continuous testing solutions, Travis CI and Bitbucket Pipelines. Instructions on how to run unittests, coverage and lint tests are included in the documentation.
 
@@ -400,5 +483,5 @@
 
 \begin{itemize}
 \item Ashwin Vishnu Mohanan (KTH): Development of the shallow water equations
-solver, \texttt{fluidsim.solvers.sw1l} testing, code coverage and documentation
+solver, \codeinline{fluidsim.solvers.sw1l} testing, code coverage and documentation
 \item Cyrille Bonamy (LEGI): Extending the sub-package
@@ -404,4 +487,4 @@
 \item Cyrille Bonamy (LEGI): Extending the sub-package
-\texttt{fluidsim.operators.fft} (currently pending deprecation) into a
+\codeinline{fluidsim.operators.fft} (currently pending deprecation) into a
 dedicated package, FluidFFT used by FluidSim solvers
 \item Miguel Calpe (LEGI): Development of the 2D Boussinesq equation solver,
@@ -406,6 +489,6 @@
 dedicated package, FluidFFT used by FluidSim solvers
 \item Miguel Calpe (LEGI): Development of the 2D Boussinesq equation solver,
-\texttt{fluidsim.solvers.ns2d.strat}
+\codeinline{fluidsim.solvers.ns2d.strat}
 \item Pierre Augier (LEGI): Creator of FluidSim and FluidDyn project, developer
 of majority of the modules and solvers, future-proofing with Python 3
 compatibility and documentation
@@ -478,7 +561,11 @@
 
 \section*{References}
 
-\textcolor{blue}{Please enter references in the Harvard style and include a DOI
-where available, citing them in the text with a number in square brackets,
-e.g.}
+% \textcolor{blue}{Please enter references in the Harvard style and include a DOI
+% where available, citing them in the text with a number in square brackets,
+% e.g.}
+%
+% \textcolor{blue}{[1] Piwowar, H A 2011 Who Shares? Who Doesn't? Factors
+% Associated with Openly Archiving Raw Research Data. PLoS ONE 6(7): e18657. DOI:
+% \\ http://dx.doi.org/10.1371/journal.pone.0018657.}
 
@@ -484,5 +571,4 @@
 
-\textcolor{blue}{[1] Piwowar, H A 2011 Who Shares? Who Doesn't? Factors
-Associated with Openly Archiving Raw Research Data. PLoS ONE 6(7): e18657. DOI:
-\\ http://dx.doi.org/10.1371/journal.pone.0018657.}
+\bibliographystyle{../agsm} 
+\bibliography{../bib}
 
@@ -488,5 +574,4 @@
 
-\vspace{2cm}
 
 \rule{\textwidth}{1pt}
 
@@ -490,7 +575,7 @@
 
 \rule{\textwidth}{1pt}
 
-{ \bf Copyright Notice} \\
+{\bf Copyright Notice} \\
 Authors who publish with this journal agree to the following terms: \\
 
 Authors retain copyright and grant the journal right of first publication with
diff --git a/jors.cls b/jors.cls
index 34e27542c0b74eb98da9309505b172019b08a462_am9ycy5jbHM=..874dcbfdd9d023e8affcc703c5b085b2e3b4b2f3_am9ycy5jbHM= 100644
--- a/jors.cls
+++ b/jors.cls
@@ -79,6 +79,8 @@
 \usepackage{fancyref}
 
 \usepackage{minted}
+\usepackage{booktabs}
+\usepackage{outlines}
 
 \usepackage{natbib} 
 \usepackage{har2nat}
@@ -109,4 +111,4 @@
 
 \newcommand{\pack}[1]{\codeinline{#1}}
 
-\endinput
\ No newline at end of file
+\endinput