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1 Operational Excellence Variability & cycle time reduction Prof.dr.ir. Marcel van Assen www.vanassen.info

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Page 1: Operational Excellence - vanassen.infovanassen.info/wp-content/uploads/Module-2-The-factory-physics-of... · Operational Excellence ... •Work in Process (WIP): ... setups many others

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Operational Excellence Variability & cycle time reduction Prof.dr.ir. Marcel van Assen

www.vanassen.info

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Basic Measures

• Throughput (TH): for a line, throughput is the average quantity of

good (non-defective) parts produced per unit time.

• Work in Process (WIP): inventory between the start and

endpoints of a product routing.

• Cycle Time (CT): time between release of the job at the

beginning of the routing until it reaches an inventory point at the end of the routing.

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Cycle Time

•Definition (Station Cycle Time): The average cycle

time at a station is made up of the following components:

• cycle time = move time + queue time + setup time +

process time + wait-to-batch time +

wait-in-batch time + wait-to-match time

•Definition (Line Cycle Time): The average cycle time

in a line is equal to the sum of the cycle times at the

individual stations less any time that overlaps two or more

stations.

delay times

typically

make up

90% of CT

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Reducing Queue Delay

CTq = V U t

2

22

ea cc

u

u

1

Reduce Variability

• failures

• setups

• uneven arrivals, etc.

Reduce Utilization

• arrival rate (yield, rework, etc.)

• process rate (speed, time,

availability, etc)

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Theme’s

1 What is Operational Excellence

2 Impact of variability on Operational Excellence

3 Lead time reduction as the ultimate internal

performance indicator

4 Sandcone model: continuously building on the

fundaments

5

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What is utilization? In relation with lead time (cycle time)?

6

Cycle

tim

e

Utilization

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A Manufacturing Law

Little's Law: The fundamental relation between WIP, CT,

and TH over the long-term is:

Insights: Fundamental relationship

Simple units transformation

Definition of cycle time (CT = WIP/TH)

hrhr

partsparts

Little’s Law: TH = WIP/CT, so same throughput can be obtained

with large WIP, long CT or small WIP, short CT. The difference?

C TT HW I P

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High

Profitability

Low

Costs

Low Unit

Costs

High

Throughput

Less

Variability

High

Utilization

Low

Inventory

Quality

Product

High

Sales

Many

products

Fast

Response

More

Variability

High

Inventory

Low

Utilization

Short

Cycle Times

High Customer

Service

8

Hierarchy of (conflicting) operational objectives

8

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Sigma = a measure for the extent to which a process is in control

• Sigma () is een statistical measure for the distribution of a

process

• A Six Sigma-level indicate that 99,99966% of all units (parts) are

within the specifications limits, taking into account a drift of max.

1,5

• Six Sigma is also a structured method to eliminate variability of a

process in order to increase process control

10

DPMO % fout % goed niveau

3,4 0,00034% 99,99966% 6

233 0,02330% 99,97670% 5

6.210 0,62100% 99,37900% 4

66.807 6,68070% 93,31930% 3

308.537 30,85370% 69,14630% 2

690.000 69,00000% 31,00000% 1

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Sigma = maat voor beheerst proces

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Sigma-niveau Aantal afwijkingen per mil-joen nog steeds toelaatbaar

(DPMO)

1 690.000

2 308.537

3 66.807

4 6.210

5 233

6 3,4

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The relationship between utilization and lead time

15

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The relationship between utilization and lead time

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Impact of arrival variability on queues and cycle times

4

3

2

1

In systeem A arriveren

klanten met een

aankomstintensiteit van

gemiddeld 12 klanten

per uur, maar met hoge

mate van variatie

tijd

tijd

4

3

2

1

tijd

Aantal klanten

in systeem B

B

A

Aankomsten van klanten in de loop van de tijd

Aantal klanten

in systeem A

Aankomsten van klanten in de loop van de tijd

In systeem B arriveren

klanten met een

aankomstintensiteit van

gemiddeld 12 klanten

per uur, maar met lage

mate van variatie

0 5 10 15 20 25 30 35 40 45 50 55 60

0 5 10 15 20 25 30 35 40 45 50 55 60

tijd

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Impact of variability in production systems

Variability always has a negative impact on the performances of a production system

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Influence of Variability

Variability Law: Increasing variability always

degrades the performance of a production

system.

Examples: • process time variability pushes best case toward worst case

• higher demand variability requires more safety stock for

same level of customer service

• higher cycle time variability requires longer lead time quotes

to attain same level of on-time delivery

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Variability Buffering

Buffering Law: Systems with variability must be

buffered by some combination of:

1. inventory

2. capacity

3. time.

Interpretation: If you cannot pay to reduce variability,

you will pay in terms of high WIP, under-utilized capacity,

or reduced customer service (i.e., lost sales, long lead

times, and/or late deliveries).

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Variability Buffering Examples •Ballpoint Pens:

can’t buffer with time (who will backorder a cheap pen?) can’t buffer with capacity (too expensive, and slow) must buffer with inventory

•Ambulance Service: can’t buffer with inventory (stock of emergency services?) can’t buffer with time (violates strategic objectives) must buffer with capacity

•Organ Transplants: can’t buffer with WIP (perishable) can’t buffer with capacity (ethically anyway) must buffer with time

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Buffer Flexibility

• Buffer Flexibility Corollary: Flexibility reduces the amount

of variability buffering required in a production system.

• Examples: Flexible Capacity: cross-trained workers

Flexible Inventory: generic stock (e.g., assemble to order)

Flexible Time: variable lead time quotes

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Flexibility: the effect of cross-skilled teams

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Flexibility: the effect of using floaters

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The use of floaters and cross skilled teams to structurally hedge for uncertainty

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Basic Variability Takeaways

• Variability Measures: CV of effective process times CV of interarrival times

• Components of Process Variability failures setups many others - deflate capacity and inflate variability long infrequent disruptions worse than short frequent ones

• Consequences of Variability: variability causes congestion (i.e., WIP/CT inflation) variability propagates variability and utilization interact pooled variability less destructive than individual variability

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Assignments of the workgroups during these days

• Analysis and redesign of your real-life process

1. Discuss eachother ‘problem process’ with the help of internal and external developments regarding that process

2. Map the process on brown paper c) Describe the process with the help of the process mapping method d) Analyze the process (use real life data such as times, variances, TBV’s,

etc.) e) Analyze bottlenecks

3. Redesign the process on brown paper f) Generate possible solutions and rank them g) Choose and redesign the process accordingly

4. Evaluate this group-based analysis and redesign trajectory:

what was good about it and what went wrong?

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Theme’s

1 What is Operational Excellence

2 Impact of variability on Operational Excellence

3 Lead time reduction as the ultimate internal

performance indicator

4 Sandcone model: continuosly building on the

fundaments

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The positive influence of short lead times

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Delivery reliability: Negotiating longer, more certain (?) lead times versus lead time reduction

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Dupont scheme

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Theme’s

1 What is Operational Excellence

2 Impact of variability on Operational Excellence

3 Lead time reduction as the ultimate internal

performance indicator

4 Sandcone model: continuosly building on the

fundaments

33

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Build continuously on the fundaments Sandcone-model: from effective to efficient

Sustainable efficiency is only gained as a cumulative result of

improvements on quality, reliability and flexibility.

AND IN THAT ORDER!

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r = 1/3 1- p t = 1

p

35

Processes & quality Rework in a line

p = 1 – y = yiled loss

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Processes & quality Rework in a line

2/3 1- p

2/3

p

1 2/3

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Redesigning an production organization via the PBOI

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Process mapping & Rasci-model

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Effective and efficient planning and control