BF/OA: Online adaptive closed-loop control

doc/rtd/content/01_welcome/sub/deps.txt

@@ -1,7 +1,7 @@
-dill,0.3.6
+dill,0.3.9
+multiprocess,0.70.17
 numpy,1.24.2
-torch,2.0.0
-matplotlib,3.7.1
+PySide6,6.8.1
+matplotlib,3.10.0
 scipy,1.10.1
-multiprocess,0.70.14
 pandas,2.1.3

doc/rtd/content/02_basic_functions/mlpro_bf/sub/layer0_elementary/04_data.rst

@@ -2,7 +2,7 @@ Data Management
 ===============
 
 Data management in a framework is extremely important, which mostly refers to the organization, storage, and retrieval of data within the framework.
-In MLPro, our team also provides such functionalities as saving data, loading data, storing data, creating a buffer, and plotting data.
+MLPro also provides such functionalities as saving data, loading data, storing data, creating a buffer, and plotting data.
 This involves defining a data model that describes the structure and relationships between data elements, implementing mechanisms for storing and retrieving data, and managing data consistency and integrity.
 A well-designed data management system is essential for the efficient and effective processing of data within the framework.
 
@@ -14,7 +14,7 @@ The related data management classes can be accessed as follows:
 
     from mlpro.bf.data import * 
 
-In general, there are two main functionalities of data management in MLPro:
+In general, there are three main functionalities of data management in MLPro:
 
     1) **Data Storing**
         The second possibility is to store a bunch of data in MLPro's **DataStoring** class with three different layers, as follows:
@@ -53,6 +53,11 @@ In general, there are two main functionalities of data management in MLPro:
                 - Clearing the buffer. 
 
         For better understanding : :ref:`Howto BF-004: Buffers <Howto BF 004>`
+
+
+    3) **Configuration data**
+        A further class named **ConfigFile** enables persistent storage of program configuration data in a local JSON file.
+
 
 **Cross Reference**
     + :ref:`Howto BF-003: Store and plot data <Howto BF 003>`

doc/rtd/content/02_basic_functions/mlpro_bf/sub/layer3_application_support/04_control.rst

@@ -0,0 +1,22 @@
+.. _target_bf_control:
+Closed-loop Control
+===================
+
+Further descriptions coming soon...
+
+
+**Learn more**
+
+.. toctree::
+   :maxdepth: 2
+   :glob:
+
+   control/*
+
+
+**Cross Reference**
+
+- :ref:`Howtos BF-Control <target_howto_bf_control>`
+- :ref:`API Reference BF-Control <target_api_bf_control>`
+- :ref:`API Reference BF-Control Pool Objects <target_pool_bf_control>`
+- :ref:`BF-Systems - Basics of State-based Systems <target_bf_systems>`

doc/rtd/content/02_basic_functions/mlpro_bf/sub/layer3_application_support/control/10_control_scenarios.rst

@@ -0,0 +1,19 @@
+.. _target_bf_control_scenarios:
+Control scenarios
+=================
+
+Further descriptions coming soon...
+
+
+**Learn more**
+
+.. toctree::
+   :maxdepth: 2
+   :glob:
+
+   control_scenarios/*
+
+
+**Cross Reference**
+
+...

doc/rtd/content/02_basic_functions/mlpro_bf/sub/layer3_application_support/control/20_pool_objects.rst

@@ -0,0 +1,19 @@
+.. _target_bf_control_pool_objects:
+Pool objects
+============
+
+Further descriptions coming soon...
+
+
+**Learn more**
+
+.. toctree::
+   :maxdepth: 2
+   :glob:
+
+   pool_objects/*
+
+
+**Cross Reference**
+
+...

doc/rtd/content/02_basic_functions/mlpro_bf/sub/layer3_application_support/control/control_scenarios/01_basic.rst

@@ -0,0 +1,16 @@
+.. _target_bf_control_scenario_basic:
+Basic control system
+--------------------
+
+Further descriptions coming soon...
+
+
+
+.. image::
+    images/01_control_system.drawio.png
+    :scale: 50%
+
+
+**Cross Reference**
+
+...

doc/rtd/content/02_basic_functions/mlpro_bf/sub/layer3_application_support/control/control_scenarios/02_basic_integrator.rst

@@ -0,0 +1,17 @@
+.. _target_bf_control_scenario_basic_int:
+Basic control system with additional integrator
+-----------------------------------------------
+
+Further descriptions coming soon...
+
+
+
+.. image::
+    images/02_control_system_with_integrator.drawio.png
+    :scale: 50%
+
+
+
+**Cross Reference**
+
+...

doc/rtd/content/02_basic_functions/mlpro_bf/sub/layer3_application_support/control/control_scenarios/03_cascade.rst

@@ -0,0 +1,17 @@
+.. _target_bf_control_scenario_cascade:
+Cascade control system
+----------------------
+
+Further descriptions coming soon...
+
+
+
+.. image::
+    images/03_cascade_control_system.drawio.png
+    :scale: 50%
+
+
+
+**Cross Reference**
+
+...

doc/rtd/content/02_basic_functions/mlpro_bf/sub/layer3_application_support/control/control_scenarios/images/01_control_system.drawio

@@ -0,0 +1 @@
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doc/rtd/content/02_basic_functions/mlpro_bf/sub/layer3_application_support/control/control_scenarios/images/02_control_system_with_integrator.drawio

@@ -0,0 +1 @@
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doc/rtd/content/02_basic_functions/mlpro_bf/sub/layer3_application_support/control/control_scenarios/images/03_cascade_control_system.drawio

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doc/rtd/content/02_basic_functions/mlpro_bf/sub/layer3_application_support/control/pool_objects/10_operators.rst

@@ -0,0 +1,19 @@
+.. _target_bf_control_pool_operators:
+Operators
+=========
+
+Further descriptions coming soon...
+
+
+**Learn more**
+
+.. toctree::
+   :maxdepth: 2
+   :glob:
+
+   operators/*
+
+
+**Cross Reference**
+
+...

doc/rtd/content/02_basic_functions/mlpro_bf/sub/layer3_application_support/control/pool_objects/20_controllers.rst

@@ -0,0 +1,19 @@
+.. _target_bf_control_pool_controllers:
+Controllers
+===========
+
+Further descriptions coming soon...
+
+
+**Learn more**
+
+.. toctree::
+   :maxdepth: 2
+   :glob:
+
+   controllers/*
+
+
+**Cross Reference**
+
+...

doc/rtd/content/02_basic_functions/mlpro_bf/sub/layer3_application_support/control/pool_objects/30_controlled_systems.rst

@@ -0,0 +1,19 @@
+.. _target_bf_control_pool_systems:
+Controlled systems
+==================
+
+Further descriptions coming soon...
+
+
+**Learn more**
+
+.. toctree::
+   :maxdepth: 2
+   :glob:
+
+   controlled_systems/*
+
+
+**Cross Reference**
+
+...

doc/rtd/content/03_machine_learning/mlpro_oa/sub/05_oa_control.rst

@@ -0,0 +1,22 @@
+.. _target_oa_control:
+Online Adaptive Closed-loop Control
+===================================
+
+Further descriptions coming soon...
+
+
+**Learn more**
+
+.. toctree::
+   :maxdepth: 2
+   :glob:
+
+   oa_control/*
+
+
+**Cross Reference**
+
+- :ref:`Howtos OA-Control <target_howto_oa_control>`
+- :ref:`API Reference OA-Control <target_api_oa_control>`
+- :ref:`API Reference OA-Control Pool Objects <target_api_pool_oa_control>`
+- :ref:`BF-Control - Basics of Closed-loop Control <target_bf_control>`

doc/rtd/content/03_machine_learning/mlpro_oa/sub/oa_control/10_pool_objects.rst

@@ -0,0 +1,19 @@
+.. _target_oa_control_pool_objects:
+Pool objects
+============
+
+Further descriptions coming soon...
+
+
+**Learn more**
+
+.. toctree::
+   :maxdepth: 2
+   :glob:
+
+   pool_objects/*
+
+
+**Cross Reference**
+
+...

doc/rtd/content/03_machine_learning/mlpro_oa/sub/oa_control/pool_objects/10_controllers.rst

@@ -0,0 +1,19 @@
+.. _target_oa_control_pool_controllers:
+Online-adaptive controllers
+===========================
+
+Further descriptions coming soon...
+
+
+**Learn more**
+
+.. toctree::
+   :maxdepth: 2
+   :glob:
+
+   controllers/*
+
+
+**Cross Reference**
+
+...

doc/rtd/content/03_machine_learning/mlpro_oa/sub/oa_control/pool_objects/controllers/10_rl_policies.rst

@@ -0,0 +1,19 @@
+.. _target_oa_control_pool_controllers_rl_policies:
+RL Policies
+===========
+
+Further descriptions coming soon...
+
+
+**Learn more**
+
+.. toctree::
+   :maxdepth: 2
+   :glob:
+
+   rl_policies/*
+
+
+**Cross Reference**
+
+...

doc/rtd/content/99_appendices/appendix1/sub/mlpro_bf/layer3_application_support/04_control.rst

@@ -0,0 +1,11 @@
+.. _target_howto_bf_control:
+Closed-loop Control
+===================
+
+.. toctree::
+   :maxdepth: 1
+   :glob:
+
+   control/*      
+
+

doc/rtd/content/99_appendices/appendix1/sub/mlpro_oa/03_control.rst

@@ -0,0 +1,9 @@
+.. _target_howto_oa_control:
+Online Adaptive Control
+=======================
+
+.. toctree::
+   :maxdepth: 1
+   :glob:
+
+   control/* 

doc/rtd/content/99_appendices/appendix2/sub/core/mlpro_bf/layer0_elementary/02_data_management.rst

@@ -5,7 +5,19 @@ BF-DATA - Data Management
 .. image:: images/MLPro-BF-Data_class_diagram.drawio.png
    :scale: 50%
 
-.. automodule:: mlpro.bf.data
+.. automodule:: mlpro.bf.data.buffers
+   :members:
+   :undoc-members:
+   :private-members:
+   :show-inheritance:
+
+.. automodule:: mlpro.bf.data.datastoring
+   :members:
+   :undoc-members:
+   :private-members:
+   :show-inheritance:
+
+.. automodule:: mlpro.bf.data.cfg_file
    :members:
    :undoc-members:
    :private-members:

doc/rtd/content/99_appendices/appendix2/sub/core/mlpro_bf/layer0_elementary/03_plot.rst

@@ -5,8 +5,32 @@ BF-PLOT - Plotting and Visualization
 .. image:: images/MLPro-BF-Plot_class_diagram.drawio.png
    :scale: 50%
 
-.. automodule:: mlpro.bf.plot
+.. automodule:: mlpro.bf.plot.basics
    :members:
    :undoc-members:
    :private-members:
-   :show-inheritance:
+   :show-inheritance:
+
+.. automodule:: mlpro.bf.plot.backends.basics
+   :members:
+   :undoc-members:
+   :private-members:
+   :show-inheritance:
+
+.. automodule:: mlpro.bf.plot.backends.qtagg
+   :members:
+   :undoc-members:
+   :private-members:
+   :show-inheritance:
+
+.. automodule:: mlpro.bf.plot.backends.tkagg
+   :members:
+   :undoc-members:
+   :private-members:
+   :show-inheritance:
+
+.. automodule:: mlpro.bf.plot.dataplotting
+   :members:
+   :undoc-members:
+   :private-members:
+   :show-inheritance: