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ECMM424 COMPUTER SCIENCE
创建日期：2024-04-10 15:59:54
标签： ECMM424
COMPUTER SCIENCE

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ECMM424

(with Answers)
COLLEGE OF ENGINEERING, MATHEMATICS
AND PHYSICAL SCIENCES
COMPUTER SCIENCE
Computer Modelling and Simulation
Duration: TWO HOURS
Answer Question 1 (40%) and any TWO of the other three questions (30%
for each).
Candidates may use calculators provided they are non-programmable.
This is a CLOSED BOOK examination.
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Question 1
(a) Both computer simulation and analytical modelling can be used to evaluate
the performance of systems.
(i) Describe the methods of computer simulation and analytical modelling,
respectively.
(4 marks)
(ii) Explain the situations where it is better to use analytical modelling for
performance evaluation than computer simulation.
(3 marks)
(iii) Explain the situations where computer simulation is more suitable than
analytical modelling for performance evaluation.
(3 marks)
Solutions:
Computer simulation is a computer program that mimics the behaviour
or operations of a real-world system or process over time, including its
inputs and outputs. Simulation experiments imitate the operations of a
real-world process or system over time using a computer program.
(2 marks)
Analytical modelling uses mathematical concepts, tools, and equations
to describe the behaviour or operations of a system and generates closed-
form solutions to the equations.
(2 marks)
Analytical modelling is used if the model is simple enough and
mathematical approach is feasible.
If the model structure is simple, then we could use mathematical
methods to implement the model and get the exact information for
questions of interest, this is called analytical modelling. Different
mathematical techniques (e.g., calculus, algebra, probability theory) can
be applied in this method to implement the model.
(3 marks)
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However, many real world systems are so complex that models of these
systems are virtually impossible to solve mathematically. In these cases
computer simulation can be used to imitate the behavior of the system
over time for performance evaluation.
(3 marks)
(b) The figure below shows the logical relationship of components in discrete-
event simulation. Describe the flow control of discrete-event simulation
and the functions of the Main program, Initialization routine, Time routine,
Event routine, and Report generator, respectively.
(10 marks)
Solutions:
The simulation begins at time zero with the main program invoking the
initialization routine, where the simulation clock is set to zero. Also in
the initialization routine the systems state and statistical counters and the
event list are initialized.
(2 marks)
After these settings the control goes back to the main program. In the
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next step the main program invokes the timing routine to determine
which type of event is the most imminent.
Based on the type of the next occurring event the simulation clock is
advanced to the time that event type will occur. The time of occurrence
of events is dependent on their type and their distribution in time.
(2 marks)
Then the control goes back to the main program again.
Based on the type of event, the main program invokes the appropriate
routine. If the next event is arrival then the arrival routine is invoked else
the departure routine is invoked.
(2 marks)
In general inside the event routines three main activities occur:
The system state is updated to account for the fact that an event of a
specific type has occurred.
Information about the system performance is gathered by updating
the statistical counters. The times of occurrence of future events are
generated, and this information is added to the event list.
In order to generate future events some random variates are used which
we will talk about more in detail in future sessions.
(2 marks)
After all processing has occurred in the event routine and the main
program, a check is typically made to determine (relative to some
stopping condition) if the simulation should now be terminated.
If it is time to terminated the simulation, the report generator will be
invoked from the main program to compute estimates of the desired
performance measures using the statistical counters.
If it is not to terminate the simulation then the control is passed back
to the main program. Then the main program routine invokes the
timing routine, then again the control of the program goes back to
the main program routine, then to the event routine, and so on. . . .
The termination check cycle is repeated until the stopping condition is
eventually satisfied. Time can be compressed or expanded allowing for
speedup or slowdown of the phenomena under consideration.

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关键词一 关键词二 关键词三 关键词四 关键词五 和法规和的发更好的风格和 ECON 615 FINC 612 CSC148 COMP 639 ACCT 203 ACCT 211 PSYC 101 MTH2009 COMP52315 PSYCO 432 statistics MATH4063 11 xxx 1 MA1MSP MAST30028 MATH3888 CS341 EEE30002 ES2F5 MCD4160 CC0933 ECON 1101 MCHM3001 CHEM3118 COMMGMT 2511 COMP41280 STAT 631 24T1 IRE379 SENG365 ECON433 FIT3139 MATH4602 LING5621M FINS5516 ECON3208 MN2177 L2 SM EEET1415 Finance DS4023 COMP3004 7CCSMRTS K1S5B6 Stat230 CSCI4211 CSI2132 ECON30130 MAS6100 ENVS222 COM2107 INFO1112 STAT 4004 FIT2100 comp2022 COMP4691 Physics 307 Econ 659 probability CSCI316 fir29 CSCI203 COMP3160 COMP6714 INFO1113 Physics 7B Physics Photonics S203031 STAT2005 COMP90015 CSCI 2110 CSCC46 Information CSC477 COMP4650 Statistical COMP 346 COMP1017 ELEC340 MATH1007 Programming function STAT 244 CS 134 Java cse13s Math 108A FW20 ECON3389 CSE 130 Science 331 COMP9020 engineering COSC 445 CSE 5523 GAME2012 visualization MATH 235 Math 370 CSC343 COGS 108 EE524 COMP10200 STAT 416 3FK4 MSCI 311 ECON6113 ACC40700 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