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 <title>highly complex systems</title>
 <name>HighlyComplexSystems</name>
 <created>2009-05-02 14:44:19</created>
 <modified>2026-09-07 03:10:25</modified>
 <type>Definition</type>
 <creator id="441" name="bci1"/>
 <modifier id="1" name="bloftin"/>
 <comment>section edits</comment>
 <author id="441" name="bci1"/>
 <classification>
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 <defines>
	<concept>ultra-complex systems</concept>
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 <content>\section{Highly-complex systems}

\subsubsection{Introduction}

Modeling the emergence of the ultra-complex system of the human mind,
based on the super-complex human organism, one needs to consider an
associated progression towards higher-dimensional algebras from the
lower dimensions of human neural-network dynamics and the simple
algebra of physical dynamics, as shown in the following essentially
\emph{non-commutative} categorical diagram.

One can represent by square categorical diagrams the emergence of
ultra-complex dynamics from the super-complex dynamics of human
organisms coupled \emph{via} social interactions in characteristic
patterns represented by
\PMlinkname{Rosetta biogroupoids}{RosettaGroupoids}, together with
complex, albeit inanimate, systems with ``chaos,'' as discussed next.

\subsection{Diagrams of simple and highly-complex systems}

\begin{definition}
An \emph{ultra-complex system}, $U_{CS}$, is defined as an object
representation in the following non-commutative diagram of systems and
dynamic-system morphisms, or ``dynamic transformations'':

\[
\xymatrix@C=5pc@R=3pc{
\text{SUPER-COMPLEX}
  \ar[r]^{\text{Higher Dim.}}
  \ar[d]_{\Lambda}
&amp;
U_{CS}=\text{ULTRA-COMPLEX}
  \ar[d]^{\text{onto}}
\\
\text{COMPLEX}
&amp;
\text{SIMPLE}
  \ar[l]^{\text{Generic Map}}
}
\]
\end{definition}

\subsection{Remarks}

Note that the above diagram is indeed not ``natural'' (that is, it is
not commutative) for reasons related to the emergence of the higher
dimensions of the super-complex biological or organismic level and the
ultra-complex psychological or neural-network-dynamic level, in
comparison with the low dimensions of either simple physical or
classical systems or complex chaotic dynamic systems.

An \emph{ultra-complex system} represents the human mind and
consciousness from the standpoint of a categorical ontology theory of
levels as the highest level of complexity that emerged through
biological and social coevolution over the last $2.2$ million years on
Earth.</content>
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