DOC: Update on FIXE and FIXE_H params

* Explain FIXE and FIXE_H params
* Fix few typo
* Copyright until forever!

README.rst

@@ -20,8 +20,8 @@ deliver more in time.
 
 EMD variations:
     - Ensemble EMD (EEMD),
-    - Image decomposotion (EMD2D),
-    - "Complete Ensembl EMD" (CEEMDAN)
+    - Image decomposition (EMD2D),
+    - "Complete Ensemble EMD" (CEEMDAN)
     - different settings and configurations of vanilla EMD.
 
 *PyEMD* allows to use different splines for envelopes, stopping criteria
@@ -92,7 +92,7 @@ The Figure below was produced with input:
 EEMD
 ====
 
-Simplest case of using Esnembld EMD (EEMD) is by importing ``EEMD`` and passing
+Simplest case of using Ensemble EMD (EEMD) is by importing ``EEMD`` and passing
 your signal to the instance or ``eemd()`` method.
 
 .. code:: python
@@ -123,7 +123,7 @@ EMD2D
 
 Simplest case is to pass image as monochromatic numpy 2D array.
 As with other modules one can use default setting of instance or
-more expliclity use ``emd2d()`` method.
+more explicitly use ``emd2d()`` method.
 
 .. code:: python
 

doc/conf.py

@@ -16,6 +16,7 @@
 # add these directories to sys.path here. If the directory is relative to the
 # documentation root, use os.path.abspath to make it absolute, like shown here.
 #
+import datetime
 import os
 import sys
 
@@ -63,17 +64,17 @@
 
 # General information about the project.
 project = u'PyEMD'
-copyright = u'2017, Dawid Laszuk'
+copyright = u'2016-{year}, Dawid Laszuk'.format(year=datetime.datetime.now().year)
 author = u'Dawid Laszuk'
 
 # The version info for the project you're documenting, acts as replacement for
 # |version| and |release|, also used in various other places throughout the
 # built documents.
 #
 # The short X.Y version.
-version = u'0.2.02'
+version = u'0.2.03'
 # The full version, including alpha/beta/rc tags.
-release = u'0.2.02'
+release = u'0.2.03'
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.

doc/index.rst

@@ -9,6 +9,7 @@ Writing documentation is hard. If more clarifications are needed, or you think o
    :caption: Table of Content
 
    intro
+   usage
    examples
    emd
    eemd

doc/usage.rst

@@ -0,0 +1,55 @@
+Usage
+=============
+
+Typical Usage
+-------------
+
+Majority, if not all, methods follow the same usage pattern:
+
+* Import method
+* Initiate method
+* Apply method on data
+
+On vanilla EMD this is as
+
+.. code-block:: python
+
+    from PyEMD import EMD
+    emd = EMD()
+    imfs = emd(s)
+
+Parameters
+----------
+
+The decomposition can be changed by adjusting parameters related to either sifting or stopping conditions.
+
+Sifting
+```````
+The sifting depends on the used method so these parameters ought to be looked within the methods.
+However, the typical parameters relate to spline method or the number of mirroring points.
+
+
+Stopping conditions
+```````````````````
+All methods have the same two conditions, `FIXE` and `FIXE_H`, for stopping which relate to the number of sifting iterations.
+Setting parameter `FIXE` to any positive value will fix the number of iterations for each IMF to be exactly `FIXE`.
+
+Example:
+
+.. code-block:: python
+
+    emd = EMD()
+    emd.FIXE = 10
+    imfs = emd(s)
+
+Parameter `FIXE_H` relates to the number of iterations when the proto-IMF signal fulfils IMF conditions, i.e. number of extrema and zero-crossings differ at most by one and the mean is close to zero. This means that there will be at least `FIXE_H` iteration per IMF.
+
+Example:
+
+.. code-block:: python
+
+    emd = EMD()
+    emd.FIXE_H = 5
+    imfs = emd(s)
+
+When both `FIXE` and `FIXE_H` are 0 then other conditions are checked. These can be checking for convergence between consecutive iterations or whether the amplitude of output is below acceptable range.