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Automotive Maintenance and Repair Shop Expansion

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Define any submodels that may be needed to break up the complexity ... completed by end of day, customer given loaner car at a dealership cost of $35 per day ... – PowerPoint PPT presentation

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Title: Automotive Maintenance and Repair Shop Expansion


1
Automotive Maintenance and Repair Shop Expansion
  • Presentation by
  • Steve Roberson
  • For
  • CST 5306 Modeling and Simulation

2
Model Building Steps
  • Define the scope of the model
  • Define the data to be used in the model
  • Define any submodels that may be needed to break
    up the complexity
  • Build the submodels
  • Add animation
  • Run the simulation

3
Step 1Scope - General
  • 3 bay facility
  • Appointments scheduled at one location
  • Appointments made up to three working days in
    advance No same day service

4
Step 1Scope - Statistics
  • Average service calls 29 per day following a
    Poisson distribution
  • 55 schedule for next day, 30 two days in
    advance and remaining 15 three days in advance
  • If appointment cant be scheduled for the
    requested day, 90 chance will be scheduled for
    following day
  • 80 leave vehicles, 20 wait on service
  • Wait time is service time 1 hour (allowance
    factor)
  • No more than five waiting customers will be
    scheduled in one day
  • Standard service times are in a BETA distribution
    Actual service times are in a GAMMA distribution

5
Arena Statistical Distributions
  • Beta
  • Continuous
  • Discrete
  • Erlang
  • Exponential
  • Gamma
  • Johnson
  • Lognormal
  • Normal
  • Poisson
  • Triangular
  • Uniform
  • Weibull

6
Step 1Scope - Costs
  • 24 hours of availability 3 bays at 8 hours per
    day
  • Cost per bay - 45 per hour
  • Customer charged - 78 per hour base on standard
    service time
  • Overtime
  • Limited to 3 hours extra per day per bay
  • Charge is 120 per hour per bay
  • If work not completed by end of day, customer
    given loaner car at a dealership cost of 35 per
    day

7
Step 1Scope Statistics Collected
  • Daily profit
  • Daily standard service times
  • Daily actual service times
  • Daily overtime
  • Daily number appointments not completed on time

8
New Modeling Methods
  • Multiple-way decisions
  • Sets
  • Variables and expressions
  • Submodels
  • Duplicating entities
  • Holding entities
  • Statistics and animation
  • Terminating or steady-state

9
Step 2Define the Data
  • Define resources (3 bays)
  • Define sets
  • Bay resource set
  • Customer entity set (customer who waits)
  • Vehicle entity set (vehicles left for service)
  • Define variables (15 determined)
  • Define expressions
  • Formula to determine inter-arrival time
  • Formula to determine service time
  • Formula to determine if customer has to wait for
    service
  • Final statistics (costing, overtime, service
    times and waiting times)

10
Step 3Define Submodels
  • Complete Model

11
Step 4Build Submodels
  • Generate Appointment Calls

12
Step 4Build Submodels
  • Make Appointment

13
Step 4Build Submodels
  • Service Activity

14
Step 4Build Submodels
  • Update Performance Variables

15
Step 4Build Submodels
  • Control Logic

16
Step 4Build Submodels
  • In Arena, the model can be checked for errors
  • Errors are flagged to assist with troubleshooting

17
Step 5Add Animation
  • Animated Service Center

18
Step 6Run Simulation
  • Run simulation
  • Observe results
  • Analyze results

19
Model Enhancements
20
Redefining the Scope
  • Not all jobs done by all bays
  • Bays 2 3 can handle all jobs
  • Bay 1 can only handle 40 of the jobs
  • Not all customers arrive at start of day
  • Some never show up
  • 60-70 arrive on time (follows uniform
    distribution)
  • Remaining arrive randomly over next two hours

21
Sets and Resource Logic
  • Additional Resource Set

22
Model Change
  • Service Activity

23
Model Change
Control Logic
24
Re-run Simulation
  • Observe results
  • Analyze results
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