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ECE 449549

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Title: ECE 449549


1
ECE 449/549
  • Class Notes 1
  • Introduction to System Modeling Concepts and DEVS
  • Sept. 2008

2
Systems Specification Formalisms
  • System theory distinguishes between system
    structure (the inner constitution of a system)
    and behavior (its outer manifestation).

Fig. 1 Basic System Concepts
3
Hierarchical System Decomposition
  • Decomposition, composition, hierarchical
    construction, Closure under composition
  • Modular systems have recognized input and output
    ports through which all interaction with the
    environment occurs. They can be coupled together
    by coupling output ports to input ports and can
    have hierarchical structure in which component
    systems are coupled together to form larger ones.

4
Relation to Object Orientation
  • Both objects and system models share a concept of
    internal state. However, mathematical systems
    are formal structures that operate on a time base
    while programming objects typically do not have
    an associated temporal semantics.
  • While coupling establishes output-to-input
    pathways, the systems modeler is completely free
    to specify how data flows along such channels.
  • Although systems models have formal temporal and
    coupling features not shared by conventional
    objects, object-orientation does provide a
    supporting computational mechanism for system
    modeling.

5
Evolution of Systems Formalisms
Basic Systems Specification Formalisms
6
Introducing the DEVDESS Formalism
7
Combining Continuous And Discrete Formalisms
Introducing Quantized System
8
Extensions of DEVS
9
DEVS as a Computational Basis for Simulation,
Design and Control
10
Levels of System Knowledge
George Klirs Klir 1985 systems framework.
11
Hierarchy of Systems Specifications
12
Input / output system
13
The Specification Levels Informally Presented
1. Observation Frame (Level 0)
A forest specified as a system in the Observation
Frame (Level 0)
14
I/O Behavior and I/O Function
Some Input-Output Pairs for the Forest System
Frame (Level 1 2)
15
State Transition System Specification(Level 3)
16
Coupled Component System Specification
Component Structure System Specification for the
Forrest System (Level 4)
17
System Specification Morphisms Basic Concepts
A morphism is a relation that places elements of
system descriptions into correspondence. morphic,
if we can place their defining elements -
inputs, outputs, and time bases into
correspondence
Morphism Concepts for System Specification
Hierarchy
18
Morphism relations between systems in System
Specification Hierarchy and Klirs levels.
19
Homomorphism
  Homomorphism Concept. This figure illustrates
the preservation of state transitions that a
homomorphism requires. Homomorphism a mapping
preserving step-by-step state transition and
output
20
Basic Entities and Relations in Modeling and
Simulation
Experimental Frame
Source
Simulator
System
behavior database
Modeling Relation
Simulation Relation
Model
21
DEVS Formalism
  • DEVS Discrete Event Systems Specification
  • Atomic Models
  • Coupled Models
  • Hierarchical Models

22
Discrete Event Time Segments
X
t1
t0
t2
S
e
y0
Y
23
DEVS Atomic Model
Elements of an atomic model
  • input events
  • output events
  • state variables
  • state transition functions
  • output function
  • time advance function

24
Atomic Model Operation
  • Ports are represented explicitly there can be
    any number of input and output ports on which
    values can be received and sent
  • The time advance function determines the maximum
    lifetime in a state
  • A bag can contain many elements with possibly
    multiple occurrences of its elements.
  • Atomic DEVS models can handle bags of inputs and
    outputs.
  • The external transition function handles inputs
    of bags by causing an immediate state change,
    which also may modify the time advance.
  • The output function can generate a bag of outputs
    when the time advance has expired.
  • The internal transition function is activated
    immediately after the output function causing an
    immediate state change, which also may modify the
    time advance.
  • The confluent transition function decides the
    next state in cases of collision between external
    and internal events.

25
Basic specification
DEVS ltX,S,Y, dint , d ext ,dcon, ta,l gt X a
set of input events. Y a set of output events.
S a set of states ta S -gt R0,inf time
advance function dint S -gt S internal
transition function. d ext Q x Xb -gt S
external transition function, d con Q x Xb -gt S
confluent transition function, where Xb is
a set of bags over elements in X. Q
(s,e)se S, 0lt e lt ta(s) l S -gt Y output
function
26
DEVS Atomic Model Implements Basic DEVS
Make a transition (internal)
Make a transition (external)
input
State
internal
external
time advance
Handle input
output
output
Hold for some time
Send an output
27
Internal Transition /Output Generation
using the output function
using the internal transition function
28
Response to External Input
using the external transition function
elapsed time
Time advance
29
Response to Simultaneous External Input and
Internal Event
elapsed time
using the confluent transition function
Time advance
30
Atomic Model Examples
pulse
Pulse Generator
time
interPulseTime gt0
Pulse Generator
Output
start
ta 8
Output
Fire-once Neuron
Input
Firing delay gt0
ta 8
ta 8
external event
Internal event
output event
31
Basic DEVS Example Scuba Model
dint (five) for phase ! five ,surface1,
surface2 dint (five,s ) otherwise //except
when already on five
32
DEVS Hierarchical Modular Composition
  • Atomic lowest level model, contains structural
    dynamics -- model level modularity

Coupled composed of one or more atomic and/or
coupled models
hierarchical construction
coupling
33
ENTITY
Object Oriented DEVS CLASSES
DEVS
ATOMIC
devs
COUPLED
MESSAGE
CONTAINER
content
entity
port, value -gt ENTITY
34
external transition function
output function
void procdeltext(timetype e,message x)
Continue() if (phase_is("passive"))
for (int i0 ilt x-gtget_length()i)
if (message_on_port(x,"in",i)) job
x-gtget_val_on_port("in",i)
hold_in("busy",processing_time)
message procout( ) if
(phase_is("busy")) message m new
message() entity val job
m-gtadd(make_content("out",val)) return m
internal transition function
void procdeltint( ) passivate()
in
out
s
y
x
job
phase
s
ATOMIC
35
Coupled model specification
DN lt X ,Y,D,Mi ,Ii ,Zi,j gt X a set of
input events. Y a set of output events. D an
index set for the components of the coupled
model. For each i e D , Mi is a component
DEVS model. For each i e D u self , Ii is the
set of influencees of i . For each j e D u
self , Zi,j is output
translation mapping
36

DIGRAPH
37
Closure Under Coupling
Every Devs Coupled model has a Devs Basic
equivalent
38
Hierarchical Construction
39
SYSTEM ENTITY STRUCTURE
EFA
EFA-DEC
ARCH
EF
ARCH-SPEC
EFA-DEC
MULT
PROC
GENR
TRANSD
MULT-DEC
COORD
40
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41
Simulation Cycle for DEVS Parallel /Confluent
  • Compute the global next event time, tN use
    reduce to get minimum of component times to next
    event (tN)
  • Tell all components the global tN and
  • if component is imminent (tN global tN ),
  • then generate output
    message(using l)
  • Sort and distribute (using coupling) output
    messages.
  • Tell all components
  • if component is imminent (tN global tN )
  • or has incoming mail
    (external events)
  • or both
  • then execute transition function
    (wrap_deltfunc).

42
Simulation Cycle Step 1
Compute the next event time (tN) uses reduction
to get minimum of the component times to
next event.
Collection of Minimum tN Values
i
compute tN
return MIN tN
Low Node
8
i
11
i
High Node
43
Simulation Cycle Step 2
Tell all components global tN if
component is imminent generate and sort output
messages
i
compute_IO
Low Node
2
i
6
i
5
i
3
4
i
i
8
i
9
i
11
10
i
i
High Node
44
Mail Exchange in Step3
tell all imminents, sort, and distribute output
messages (mail) using coupling
45
Simulation Cycle Step 4
Tell all components with to execute their
transition functions.
i
wrap_deltfunc
Low Node
2
i
6
i
5
i
3
4
i
i
8
i
9
i
11
10
i
i
High Node
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