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Behaviors of a given [[DEVS]] model is a set of sequences of timed events including null events, called [[event segment]]s which make the model move one state to another within a set of legal states. To define this way, the concept of a set of illegal state as well a set of legal states are needed to be introduced.


In addition, since the behaviors of a given DEVS model needs to define how the state transition change both when time is passed by and when an event occurs, it has been described by a much general formalism, called general system [[Behavior_of_DEVS#References|[ZPK00]]]. In this article, we use a sub-class of General System formalism, called [[timed event system]] instead.


Depending on how to define the total state and its external state transition function of [[DEVS]], two ways to define the behavior of a [[DEVS]] model using [[Timed Event System]].  
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Since [[Behavior of Coupled DEVS|behavior of a coupled DEVS]] model is defined as an [[DEVS#Atomic_DEVS|atomic DEVS]] model, behavior of coupled DEVS class is defined by timed event system.
 
== View 1: total states = states * elapsed times ==
Suppose that a [[DEVS]] model,
<math>\mathcal{M}=<X,Y,S,s_0,ta,\delta_{ext},\delta_{int},\lambda></math> has
 
# the external state transition <math> \delta_{ext}:Q \times X \rightarrow S</math>.
# the total state set <math>Q=\{(s,t_e)| s \in S, t_e \in (\mathbb{T} \cap [0, ta(s)])\}</math> where <math> t_e </math> denotes elapsed time since last event and <math> \mathbb{T}=[0,\infty)</math> denotes the set of non-negative real numbers, and
 
 
Then the [[DEVS]] model,
<math>\mathcal{M} </math> is a [[Timed Event System]] <math>\mathcal{G}=<Z,Q,Q_0,Q_A,\Delta> </math> where
<blockquote>
*The event set <math>Z=X \cup Y^\phi</math>.
*The state set <math>Q=Q_A \cup Q_N</math> where <math> Q_N=\{\bar{s} \not \in S \}</math>.
*The set of initial states <math> \,Q_0 = \{(s_0,0)\}</math>.
*The set of accepting states <math> Q_A = \mathcal{M}.Q.</math>
*The set of state trajectories <math> \Delta \subseteq Q \times \Omega_{Z,[t_l,t_u]}
\times Q</math> is defined for two different cases: <math> q \in Q_N </math> and <math> q \in Q_A </math>. For an non-accepting state <math> q \in Q_N </math>, there is no change together with any even segment <math>\omega \in \Omega_{Z,[t_l,t_u]}</math> so <math>(q,\omega,q) \in \Delta.</math>
 
For a total state <math> q=(s,t_e) \in Q_A</math> at time <math> t \in \mathbb{T} </math> and an [[event segment]] <math> \omega \in \Omega_{Z,[t_l,t_u]}</math> as follows. <br>  
 
If [[Event Segment#Unit event segment|unit event segment]] <math> \omega</math> is  the [[Event Segment#Null event segment|null event segment]], i.e.  <math> \omega=\epsilon_{[t, t+dt]}</math> 
<center> <math>\, (q, \omega, (s, t_e+dt)) \in \Delta.\,</math> </center>
 
If [[Event Segment#Unit event segment|unit event segment]] <math> \omega</math> is a [[Event Segment#Timed event|timed event]] <math> \omega=(x, t)</math> where the event is an input event <math> x \in X</math>,
<center> <math>
(q, \omega, (\delta_{ext}(q,x), 0)) \in \Delta.
</math> </center>
 
If [[Event Segment#Unit event segment|unit event segment]] <math> \omega</math> is a [[Event Segment#Timed event|timed event]]  <math> \omega=(y, t)</math> where the event is an output event or the unobservable event <math> y \in Y^\phi</math>,
<center> <math>
\begin{cases}
(q, \omega,(\delta_{int}(s), 0)) \in \Delta& \textrm{if } ~ t_e = ta(s), y = \lambda(s)\\
(q, \omega, \bar{s})                      & \textrm{otherwise}.
\end{cases}
</math> </center>
 
</blockquote>
 
Computer algorithms to simulate this view of behavior are available at [[Simulation Algorithms for Atomic DEVS]].
 
==View 2: total states = states * lifespans * elapsed times==
Suppose that a [[DEVS]] model,
<math>\mathcal{M}=<X,Y,S,s_0,ta,\delta_{ext},\delta_{int},\lambda></math> has
 
# the total state set <math>Q=\{(s,t_s, t_e)| s \in S, t_s\in \mathbb{T}^\infty, t_e \in (\mathbb{T} \cap [0, t_s])\}</math> where  <math> t_s </math> denotes lifespan of state <math> s </math>, <math> t_e </math> denotes elapsed time since last <math>t_s </math>update, and <math> \mathbb{T}^\infty=[0,\infty) \cup \{ \infty \}</math> denotes the set of non-negative real numbers plus infinity,
# the external state transition is <math> \delta_{ext}:Q \times X \rightarrow S \times \{0,1\} </math>.  
 
Then the [[DEVS]] <math>Q=\mathcal{D}</math> is a timed event system <math>\mathcal{G}=<Z,Q,Q_0,Q_A,\Delta> </math> where
<blockquote>
*The event set <math>Z=X \cup Y^\phi</math>.
*The state set <math>Q=Q_A \cup Q_N </math> where <math> Q_N=\{ \bar{s} \not \in S \}</math>.
*The set of initial states<math> \,Q_0 = \{(s_0,ta(s_0),0)\}</math>.
*The set of acceptance states <math> Q_A = \mathcal{M}.Q</math>.
*The set of state trajectories <math> \Delta \subseteq Q \times \Omega_{Z,[t_l,t_u]}
\times Q</math> is depending on two cases: <math>q \in Q_N </math> and <math>q \in Q_A </math>. For a non-accepting state <math> q \in Q_N </math>, there is no changes together with any segment <math>\omega \in \Omega_{Z,[t_l,t_u]}</math> so <math>(q,\omega,q) \in \Delta.</math>
 
For a total state <math> q=(s,t_s, t_e) \in Q_A</math> at time <math> t \in \mathbb{T} </math> and an [[event segment]] <math> \omega \in \Omega_{Z,[t_l,t_u]}</math> as follows. <br>
 
If [[Event Segment#Unit event segment|unit event segment]] <math> \omega</math> is  the [[Event Segment#Null event segment|null event segment]], i.e.  <math> \omega=\epsilon_{[t, t+dt]}</math> 
<center> <math>  (q, \omega, (s, t_s, t_e+dt)) \in \Delta.</math> </center>
 
If [[Event Segment#Unit event segment|unit event segment]] <math> \omega</math> is a [[Event Segment#Timed event|timed event]] <math> \omega=(x, t)</math> where the event is an input event <math> x \in X</math>,
<center> <math> 
\begin{cases}
(q, \omega, (s', ta(s'), 0))\in \Delta& \textrm{if } ~\delta_{ext}(s,t_s,t_e,x)=(s',1),\\
(q, \omega, (s', t_s, t_e))\in \Delta& \textrm{otherwise, i.e. }  ~\delta_{ext}(s,t_s,t_e,x)=(s',0).
\end{cases}
</math> </center>
 
If  [[Event Segment#Unit event segment|unit event segment]] <math> \omega</math> is a [[Event Segment#Timed event|timed event]]  <math> \omega=(y, t)</math> where the event is an output event or the unobservable event <math> y \in Y^\phi</math>,
<center> <math> 
\begin{cases}
(q, \omega, (s', ta(s'),0)) \in \Delta& \textrm{if } ~t_e = t_s, y = \lambda(s), \delta_{int}(s)=s',\\
(q, \omega, \bar{s} )\in \Delta& \textrm{otherwise}.
\end{cases}
</math> </center>
 
</blockquote>
Computer algorithms to simulate this view of behavior are available at [[Simulation Algorithms for Atomic DEVS]].
 
== Comparison of View1 and View2 ==
=== Features of View1 ===
View1 has been introduced by Zeigler [[Behavior_of_DEVS#References|[Zeigler84]]] in which given a total state <math> q=(s,t_e) \in Q </math> and <center><math>\, ta(s)=\sigma </math> </center>
where <math> \sigma </math> is the remaining time [[Behavior_of_DEVS#References|[Zeigler84]]] [[Behavior_of_DEVS#References|[ZPK00]]]. In other words, the set of partial states is indeed <math>S=\{(d,\sigma)| d \in S', \sigma \in \mathbb{T}^\infty \} </math> where <math> S'</math> is a state set.
 
When a DEVS model receives an input event <math> x \in X</math>, View1 resets the elapsed time <math> t_e </math> by zero, if the DEVS model needs to ignore <math> x </math> in terms of the lifespan control, modellers have to update the remaining time
<center> <math>\, \sigma = \sigma - t_e</math> </center>
in the external state transition function <math> \delta_{ext} </math> that is the responsibility of the modellers.
 
Since the number of possible values of <math> \sigma </math> is the same as the number of possible input events coming to the DEVS model, that is unlimited. As a result, the number of states <math> s=(d, \sigma) \in S </math> is also unlimited that is the reason why View2 has been proposed.
 
If we don't care the finite-vertex reachability graph of a DEVS model, View1 has an advantage of simplicity for treating the elapsed time <math> t_e=0</math> every time any input event arrives into the DEVS model. But disadvantage might be modelers of DEVS should know how to manage <math>\sigma</math> as above, which is not explicitly explained in <math>\delta_{ext} </math> itself but in <math>\Delta</math>.
 
=== Features of View2 ===
View2 has been introduced by Hwang and Zeigler[[Behavior_of_DEVS#References|[HZ06]]][[Behavior_of_DEVS#References|[HZ07]]] in which given a total state <math> q=(s, t_s, t_e) \in Q </math>, the remaining time, <math> \sigma</math> is computed as
 
<center> <math>\, \sigma = t_s - t_e.  
</math> </center>
 
When a DEVS model receives an input event <math> x \in X</math>, View2 resets the elapsed time <math> t_e </math> by zero only if <math> \delta_{ext}(q,x)=(s',1)</math>. If the DEVS model needs to ignore <math> x </math> in terms of the lifespan control, modellers can use <math> \delta_{ext}(q,x)=(s',0) </math>.
 
Unlike View1, since the remaining time <math> \sigma </math> is not component of <math> S </math> in nature, if the number of states, i.e. <math> |S| </math> is finite, we can draw a finite-vertex (as well as edge) state-transition diagram [[Behavior_of_DEVS#References|[HZ06]]][[Behavior_of_DEVS#References|[HZ07]]]. As a result, we can abstract behavior of such a DEVS-class network, for example [[SP-DEVS]] and [[FD-DEVS]], as a finite-vertex graph, called reachability graph [[Behavior_of_DEVS#References|[HZ06]]][[Behavior_of_DEVS#References|[HZ07]]].
 
==See also==
*[[DEVS]]
 
*[[Behavior of Coupled DEVS]]
 
*[[Simulation Algorithms for Atomic DEVS]]
 
*[[Simulation Algorithms for Coupled DEVS]]
 
== References ==
* [Zeigler76] {{cite book|author = [[Bernard P. Zeigler|Bernard Zeigler]] | year = 1976| title = Theory of Modeling and Simulation| publisher = Wiley Interscience, New York  | id = |edition=first}}
* [Zeigler84] {{cite book|author = [[Bernard P. Zeigler|Bernard Zeigler]] | year = 1984| title = Multifacetted Modeling and Discrete Event Simulation | publisher = Academic Press, London; Orlando | id = ISBN 978-0-12-778450-2  }}
* [ZKP00] {{cite book|author = [[Bernard P. Zeigler|Bernard Zeigler]], Tag Gon Kim, Herbert Praehofer| year = 2000| title = Theory of Modeling and Simulation| publisher = Academic Press, New York  | id= ISBN 978-0-12-778455-7 |edition=second}}
* [HZ06] M. H. Hwang and [[Bernard P. Zeigler|Bernard Zeigler]], ``A Reachable Graph  of Finite and Deterministic  DEVS Networks``, ''Proceedings of 2006 DEVS Symposium'', pp48-56, Huntsville, Alabama, USA, (Available at http://www.acims.arizona.edu and http://moonho.hwang.googlepages.com/publications)
* [HZ07] M.H. Hwang and [[Bernard P. Zeigler|Bernard Zeigler]], ``Reachability Graph of Finite & Deterministic DEVS``, IEEE Transactions on Automation Science and Engineering, Volume 6, Issue 3, 2009, pp.454–467, http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?isnumber=5153598&arnumber=5071137&count=19&index=7
 
[[Category:Automata theory]]
[[Category:Formal specification languages]]

Revision as of 19:24, 20 February 2014


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