Variability and the OM triangle Flashcards

1
Q

DISCRETE RV

A

Countable Values: The outcomes are finite or countably infinite (e.g., 0, 1, 2, …).

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2
Q

CONTINUOUS RV

A

Values are uncountable and can take any value within a range (e.g., height, temperature).

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3
Q

Cumulative Distribution Function (CDF)

A

describes the probability that a random variable 𝑋 takes on a value less than or equal to a certain value
x. P(X≀x) is the probability that
𝑋 is less than or equal to π‘₯
x.

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4
Q

PREDICTABLE VARIABILITY

A

Knowable changes in input or capacity rates. Can be controlled by making changes to the system.

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5
Q

UNPREDICTABLE VARIABILITY

A

Unknowable changes in input and or capacity rates. Expressed with probabilty distribution

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6
Q

PREDICTABLE AND UNPREDICTABLE VARIABILITY

A

Both types of variability exist simultaneously

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7
Q

What are the effects of input variability without a buffer ?

A
  1. Input may be wasted - Resources are underutilized due to inefficiencies
  2. Reduced throughput - The overall output of the process decreases
  3. Lower throughput leads to - Lost customers and revenue, customer disatisfaction, Less utilization of resources
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8
Q

When the arrival rate of customers is unpredictable, what could you do to increase throughput?

A

Add Buffer or Increase Capacity

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9
Q

THE OPERATIONS MANAGEMENT (OM) TRIANGLE

A
  1. CAPACITY - The ability to handle increased production or demand
  2. INVENTORY - Resources held to buffer against variability or demand fluctuations
  3. INFORMATION - Knowledge about the system and its variability to improve decision making
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10
Q

STRATEGIES TO RESPOND TO VARIABILITY

A
  1. INVENTORY- Let the queue (inventory) build up to absorb variability. This approach deals with variability by holding extra resources, but it can increase costs or delay flow time.
  2. CAPACITY- Increase capacity to handle higher variability.
  3. INFORMATION - Reduce uncertainty by understanding and predicting variability. This strategy minimizes reliance on buffers and optimizes the process based on data.
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11
Q

Iq

A

Queue length

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12
Q

Tq

A

Waiting time

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13
Q

Ts

A

Service Time

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14
Q

Flow Time ( 𝑇 )

A

Total time a customer spends in the system, including both waiting (π‘‡π‘ž) and service (𝑇𝑠).
𝑇 = π‘‡π‘ž + 𝑇𝑠

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15
Q

Throughput Rate (Ξ»)

A

Rate at which customers/items are processed (flow rate through the system).

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16
Q

Inventory (𝐼)

A

Total number of customers/items in the system:
𝐼= πΌπ‘ž + 𝐼𝑠

17
Q

Little’s Law

A

Iq =Ξ»Tq (Inventoryinqueue)
𝐼𝑠 = πœ†π‘‡π‘  (Inventoryinservice)
𝐼 =πœ†π‘‡ (Totalinventoryinthesystem)

18
Q

ΞΌ

A

Service rate (processing capacity of the server)

19
Q

Utilization (ρ)

A

Represents how much of the server’s capacity is being utilized:
𝜌 = πœ† /πœ‡
The system is stable when
𝜌 < 100%

​

20
Q

Safety Capacity

A

SafetyCapacity = ΞΌ βˆ’ Ξ»

The difference between the server’s capacity and the actual arrival rate

21
Q

K

A

Buffer Capacity

22
Q

C

A

Number of servers in the resource pool