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Industrial Engineering Simulation Modeling - IESM-350

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Industrial Engineering Simulation Modeling - IESM-350

Institution
Industrial Engineering
Course
Industrial engineering










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Institution
Industrial engineering
Course
Industrial engineering

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Uploaded on
March 13, 2025
Number of pages
22
Written in
2024/2025
Type
Exam (elaborations)
Contains
Questions & answers

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1. In simulation modeling, the "system clock" is responsible for:
A. Measuring time intervals in the simulation model
B. Generating random numbers for event occurrences
C. Updating the state variables
D. Initializing the system’s state before simulation starts
Answer: A) Measuring time intervals in the simulation model
Rationale:
The system clock is used to track the simulation’s progress over time.
It advances as events occur in the simulation, marking the passage of
time in the model.

2. A "bottleneck" in a production system refers to:
A. The process step with the highest capacity
B. A stage in the process that reduces overall system performance due
to limited capacity
C. The stage that has the shortest processing time
D. The point where resources are most effectively utilized
Answer: B) A stage in the process that reduces overall system
performance due to limited capacity
Rationale:
A. bottleneck is the part of a production process that has the lowest
capacity and limits the overall throughput of the system. It often causes
delays and reduced efficiency in production systems.

3. The primary purpose of "input modeling" in simulation is to:
A. Predict the output results of the simulation
B. Define the random variables and their probability distributions
C. Optimize system performance
D. Analyze the steady-state behavior of the system
Answer: B) Define the random variables and their probability
distributions
Rationale:
Input modeling involves defining the random variables in the system
and assigning appropriate probability distributions to model

,uncertainties. This is a critical step in simulating realistic system
behavior.

4. Which of the following is a key benefit of using agent-based
modeling in simulation?
A. It allows the simulation of complex, dynamic systems with many
interacting components
B. It is easy to implement for large-scale systems
C. It requires no assumptions about the system behavior
D. It guarantees an optimal solution for all decisions
Answer: A) It allows the simulation of complex, dynamic systems with
many interacting components
Rationale:
Agent-based modeling is especially useful for simulating systems with
complex interactions between individual components (agents), which
makes it ideal for studying phenomena like traffic flow, market
dynamics, and organizational behavior.

5. In a simulation model, what is the role of "parameters"?
A. To represent the system’s performance measures
B. To describe random variables in the system
C. To define the key input values that influence the system's behavior
D. To track the time progression of the system
Answer: C) To define the key input values that influence the system's
behavior
Rationale:
Parameters are the input values or assumptions that define the system’s
behavior in a simulation model. These may include arrival rates, service
rates, processing times, and other key system characteristics.

6. What is the role of "replication" in simulation experiments?
A. To duplicate the simulation model for testing different scenarios
B. To repeat the entire simulation process multiple times to ensure
reliability and accuracy of results
C. To run a single simulation until it reaches a conclusion
D. To simulate the effects of random variables without any interference

, Answer: B) To repeat the entire simulation process multiple times to
ensure reliability and accuracy of results
Rationale:
Replication involves running the simulation multiple times to account
for the inherent variability in the system and ensure that the results are
statistically reliable. By repeating the process, it helps minimize the
effect of random fluctuations on the conclusions.

7. A "queueing model" typically analyzes:
A. The total cost of a manufacturing system
B. The efficiency of workers on an assembly line
C. The behavior of entities waiting for service and the performance of
the system
D. The amount of raw materials required for production
Answer: C) The behavior of entities waiting for service and the
performance of the system
Rationale:
Queueing models are used to analyze systems where entities (e.g.,
customers or items) wait for service, focusing on performance metrics
like wait times, queue lengths, and system utilization.

8. What does "model validation" in simulation refer to?
A. The process of ensuring that the simulation model is accurate and
representative of the real system
B. The process of refining the simulation parameters for better
accuracy
C. The process of defining the system’s parameters before running the
simulation
D. The process of selecting appropriate software tools for simulation
Answer: A) The process of ensuring that the simulation model is
accurate and representative of the real system
Rationale:
Model validation is a critical step in simulation modeling, ensuring that
the model accurately reflects the real-world system it represents. This
is done through comparison with actual data and expert review to
verify the model's assumptions and outputs.
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