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VIRTUE MARYLEE MUGURACHANI QUEING THEORY BIRTH and DEATH
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Overview Introduction to Queuing Theory Uses and Application Element of Queuing theory Birth and Death of Queuing Theory
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Queuing Theory Mathematics of waiting lines
Useful in predicting and evaluating system performance
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Uses Operation Research Manufacturing and Systems analysis
describe the behavior of queuing system Evaluate system performance
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APPLICATION Health Services Telecommunications Manufacturing System
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Model of a Queuing System
Waiting time to receive services Arrival of a customer Departure after being served input output Server Queue
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Element of Queuing System
Customers Server
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Example: “Car Wash”
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Characteristics of Queuing System
Arrival Process Distribution that describes a task arrive in the system Service Process The distribution that determines the task processing time Number of servers Total number of servers available to process the tasks
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Birth and death Process
Continuous Markov Process 2 state transition Increases state variable by one decreases state variable by one
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Birth and Death Process act as the foundation of commonly used queuing models
Birth: equivalent to the arrival of a customer or job Death: equivalent to departure of a served customer or job
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APPLICATION Demography Epidemiology Biology Queuing theory
Performance engineering
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Assumption 1. Given N(t) = n
The time until next birth (TB ) is exponentially distributed with parameter ƛn (Customers arrive according to Poisson Process) The remaining customer service time (TD ) is exponentially distributed with parameter µn
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2 TB and TD are mutually independent stochastic variables and state transition occur through exactly one birth (n n+1) or one death (n n-1)
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ƛ
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Birth and death Process rate diagram
2 1
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ƛ ƛ 1 2
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EXAMPLE ƛ : 2/sec µ : 3/sec 𝑈𝑡𝑖𝑙𝑖𝑧𝑎𝑡𝑖𝑜𝑛 = ƛ µ = 2 3
𝑈𝑡𝑖𝑙𝑖𝑧𝑎𝑡𝑖𝑜𝑛 = ƛ µ = 2 3 What Percentage are We in State 0 P0 = 1 – Utilization P1 = ƛ µ
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THANK YOU
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