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Chapter 14

Simulation and Other Applications

2

Chapter Goals

• Define simulation

• Give examples of complex systems

• Distinguish between continuous and discrete event simulation

• Explain how object-oriented design principles can be used in building models

3

Chapter Goals

• Name and discuss the four parts of a queuing system

• Explain the complexity of weather and seismic models

• Explain the concept of embedded systems and give examples from your own home

• Describe the important issues in graphics image generation

4

Chapter Goals

• Explain the additional concerns for animation versus single images

• Define and explain the role of e-commerce in society today

• List three types of authentication credentials

• Define the following terms related to computer security: malicious code,virus, worm, Trojan horse, logic bomb, spoofing, phishing, back door, buffer overflow, denial of service, and man-in-the-middle

5

What Is Simulation?

Simulation

A model of a complex system and the experimental manipulation of the model to observe the results

Systems that are best suited to being simulated are dynamic, interactive, and complicated

Model

An abstraction of a real systemIt is a representation of the objects within the system and the rules that govern the interactions of the objects

6

Constructing Models

Continuous simulation

– Treats time as continuous

– Expresses changes in terms of a set of differential equations that reflect the relationships among the set of characteristics

– Meteorological models falls into this category

7

Constructing Models

Discrete event simulation

Made up of entities, attributes, and events

– Entity The representation of some object in the real system that must be explicitly defined

– Attribute Some characteristic of a particular entity

– Event An interaction between entities

8

Queuing Systems

Queuing system

A discrete-event model that uses random numbers to represent the arrival and duration of events

The system is made up of – servers – queues of objects to be served

Please wait!

9

Queuing Systems

Can you name at least three queuing systems that you interact with every day?

Please wait!

10

Queuing Systems

To construct a queuing model, we must know – The number of events and how they affect the system

in order to determine the rules of entity interaction

– The number of servers

– The distribution of arrival times in order to determine if an entity enters the system

– The expected service time in order to determine the duration of an event

11

Queuing Systems

Given a hypothetical service station, what are

the events?

the number of servers?

How can you determine

distribution of arrival time?

expected service time?

12

Meteorological Models

Meteorological models

Models based on the time-dependent partial differential equations of fluid mechanics and thermodynamics

Initial values for the variables are entered from observation, and the equations are solved to define the values of the variables at some later time

13

Meteorological Models

How muchmath

does ittake tobe a

meteorologist?

14

Meteorological Models

Computer models are designed to aid the weathercaster, not replace him or her

– The outputs from the computer models are predictions of the values of variables in the future

– It is up to the weathercaster to determine what the values mean

15

Meteorological Models

Relocatable models

Models applied to a moving target

Can you think of an example?

What is special about weather models?

16

Hurricane Tracking

Figure 14.2 Improvements in hurricane models

(GFDL) Geophysical and Fluid DynamicsLaboratory

17

Graphics

Graphics

Originally the language of communications for engineers, designers, and architects

Computer-aided design (CAD)

A system that uses computers with advanced graphics hardware and software to create precision drawings or technical illustrations

What does the term encompass today?

18

Graphics

Figure 14.3 Geometric modeling techniques

19

Graphics

How does light work?

Figure 14.4 The normal (N), light (L), and Reflection (R) vectors

20

Graphics

Shape and surface influence an object’sappearance

Equations used to describe planes, spheres,and cylinders

Real world surfaces are rough, which scatter light differently, requiring texture mappingtechniques

21

Graphics

Illumination modelSimulation of light interaction at one pointon an object

Shading model (shading)Process of using an illumination model to determine the appearance of an entire object

RenderingThe process of creating an entire image

What is

theproblem

withthis

model?

22

Modeling Complex Objects

Whatgraphics

challengesare

inherentin

naturallandscapes

?

Figure 14.5 A natural computer generated landscape

23

Modeling Complex Objects

Figure 14.6 Midpoint subdivisionfor creating fractal terrains

24

Modeling Complex Objects

Figure 14.7 Water pouring into a glass

25

Modeling Complex Objects

Figure 14.8 Cellular automata-based clouds

Whatmathe-matical

techniqueis

usedin

modelingcloud

formation?

26

Modeling Complex Objects

Figure 14.9 A campfire

What do smoke andfire have in

Common, graphically?

27

Modeling Complex Objects

Figure 14.11 A simulation of cloth showing ending and draping

28

Modeling Complex Objects

What is the most difficult object to model?

What is the next step up in complexity?

29

Embedded Systems

Embedded systems

Computers that are dedicated to perform a narrow range of functions as part of a larger system

Empty your pockets or backpacks.

How many embedded systems do you have?

30

E-Commerce

Electronic commerce

The process of buying and selling products

and services using the WEB

Can you name at least 4 e-commerce sites

that you have visited lately?

What made e-commerce feasible and easy?

What problems does e-commerce face?

31

Computer Security

Authentication credentials

Information users provide to identify themselves for computer access

•User knowledge name, password, PIN

•Smart card card with embedded memory chip used for identification

•Biometrics human characteristics such as fingerprints, retina or voice patterns

32

Computer Security

Malicious Code

A computer program that attempts to bypass appropriate authorization and/or perform unauthorized functions

Worm stand alone, targets network resources

Trojan horse disguised as benevolent resource

Virus self-replicating

Logic bomb set up to execute at system event

33

Computer Security

Security Attacks

An attack on the computer system itself

Password guessing obvious

Phishing trick users into revealing security information

Spoofing malicious user masquerades as authorized user

Back door unauthorized access to anyone who knows it exists

34

Computer Security

Buffer overflow defect that could cause a system to crash and leave the user with heightened privileges

Denial-of-service attach that prevents authorized user from accessing the system

Man-in-the-middle network communication is intercepted in an attempt to obtain key data

Have you ever experienced one of these?

35

Ethical Issues

Breaking into a University’s Computer System to Inquire About One’s Admission Status into a Graduate Program

Is breaking into a computer system ever justified?

Is breaking into a house to view something different from breaking in to steal something?

Would you have viewed your own admissions data if given the chance?

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