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Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto 1) 1) Japan Aerospace Exploration Agency (JAXA), Osawa 6-13-1, Mitaka-shi, Tokyo, 181-0015 Japan 1)[email protected]

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Page 1: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Cellular Automaton Modeling of CFRP Component Production for Airframes

By Tetsuya Morimoto1)

1) Japan Aerospace Exploration Agency (JAXA), Osawa 6-13-1, Mitaka-shi, Tokyo, 181-0015 Japan

1)[email protected]

Page 2: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Contents

1. Introduction:

CFRP Airframe - Experimental / Mass Production

2. Cell Automaton:

Lean Production - CFRP Components

3. Stagnation:

Production Troubles in CFRP Components

4. Discussions

5. Concluding Remarks

Page 3: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Contents

1. Introduction:

CFRP Airframe - Experimental / Mass Production

2. Cell Automaton:

Lean Production - CFRP Components

3. Stagnation:

Production Troubles in CFRP Components

4. Discussions

5. Concluding Remarks

Page 4: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Carbon Fiber Reinforced Plastics

(CFRPs) Experimental: Good!

Vacuum Assisted Resin Transfer Molding (VaRTM) CFRP

Models: Experimental

Page 5: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

CFRP Components : Supply Chain

Page 6: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

CFRP Prepreg・・・

Carbon Fibers

+ Resin

Shelf Life

・-18℃:6 Months

・Room Temperature:2 Weeks

Page 7: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

CFRP Components : Supply Chain

2 weeks

6 Mon.

Page 8: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Carbon Fiber Reinforced Plastics

(CFRPs) Experimental: Good!

Mass Production ・・・?

Vacuum Assisted Resin Transfer Molding (VaRTM) CFRP

Models: Experimental

Page 9: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Boeing 787: Structural Materials By Boeing .com

CFRPs: ~50%

Page 10: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

0

5

10

15

01-12-2011 01-04-2013 01-08-2014

Dates

Deli

very

(M

on

th-1

) Two Deliveries (2011, Sep.~)

2016:Target→14/Mon.

Monthly Delivery of Boeing 787

Page 11: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Learning Curve - ?

Page 12: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

0

5

10

15

01-12-2011 01-04-2013 01-08-2014

Dates

Deli

very

(M

on

th-1

) Two Deliveries (2011, Sep.~)

2016:Target→14/Mon.

Monthly Delivery of Boeing 787

?

Page 13: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

0

5

10

15

01-12-2011 01-04-2013 01-08-2014

Dates

Deli

very

(M

on

th-1

) Two Deliveries (2011, Sep.~)

2016:Target→14/Mon.

Monthly Delivery of Boeing 787

?

Page 14: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Contents

1. Introduction:

CFRP Airframe - Experimental / Mass Production

2. Cell Automaton:

Lean Production - CFRP Components

3. Stagnation:

Production Troubles in CFRP Components

4. Discussions

5. Concluding Remarks

Page 15: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

CFRP Components : Supply Chain

Page 16: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Supply Chain : Model

Page 17: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Supply Chain : Model

Page 18: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Supply Chain : Model

Page 19: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

1,2,3・・n: ON

0 :OFF

n inventories at

buffer・・・Time

A Ring of Chain:

Page 20: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

1,2,3・・n: ON

0 :OFF

n inventories at

buffer・・・Time

A Ring of Chain:

Page 21: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

1,2,3・・n: ON

0 :OFF

n inventories at

buffer・・・Time

A Ring of Chain:

Page 22: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

1,2,3・・n: ON

0 :OFF

n inventories at

buffer・・・Time

A Ring of Chain:

Page 23: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

1,2,3・・n: ON

0 :OFF

n inventories at

buffer・・・Time

A Ring of Chain:

Page 24: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

1,2,3・・n: ON

0 :OFF

n inventories at

buffer・・・Time

A Ring of Chain:

Page 25: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

1: ON

0: OFF

A Ring of Chain:

Buffer・・・ “0”

Page 26: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Lean Production

1 or 0

1 or 0 1 or 0

1 or 0

1 or 0

1 or 0

1 or 0 1 or 0

Page 27: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Lean Production

⇒Cell Automaton: Wolfram Rule 184

Page 28: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Lean Production

⇒Cell Automaton: ASEP Model

Page 29: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Max. Throughput

- Cell Automaton: Wolfram Rule 184 -

Page 30: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Max. Throughput

- Cell Automaton: Wolfram Rule 184 -

Page 31: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Max. Throughput

- Cell Automaton: Wolfram Rule 184 -

Page 32: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Contents

1. Introduction:

CFRP Airframe - Experimental / Mass Production

2. Cell Automaton:

Lean Production - CFRP Components

3. Stagnation:

Production Troubles in CFRP Components

4. Discussions

5. Concluding Remarks

Page 33: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

“IF” Over the Max. Throughput・・・?

- Cell Automaton: Wolfram Rule 184 -

“Metastable” Condition

Page 34: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Over the Max. Throughput・・・?

- Cell Automaton: Wolfram Rule 184 -

“Metastable” Condition

Page 35: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Over the Max. Throughput・・・?

- Cell Automaton: Wolfram Rule 184 -

“Metastable” Condition

Page 36: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Over the Max. Throughput・・・?

- Cell Automaton: Wolfram Rule 184 -

Page 37: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Over the Max. Throughput・・・?

- Cell Automaton: Wolfram Rule 184 -

Page 38: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Over the Max. Throughput・・・?

- Cell Automaton: Wolfram Rule 184 -

Page 39: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Over the Max. Throughput・・・?

- Cell Automaton: Wolfram Rule 184 -

Page 40: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Over the Max. Throughput・・・?

Trigger “Slight Deviation Stagnation”

CFRP:

Shelf Life・・・

Line Stagnation

Page 41: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Accumulated Delivery of Boeing787

Page 42: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Accumulated Delivery of Boeing787

Page 43: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency
Page 44: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Accumulated Delivery of Boeing787

Page 45: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency
Page 46: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency
Page 47: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency
Page 48: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency
Page 49: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency
Page 50: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Contents

1. Introduction:

CFRP Airframe - Experimental / Mass Production

2. Cell Automaton:

Lean Production - CFRP Components

3. Stagnation:

Production Troubles in CFRP Components

4. Discussions

5. Concluding Remarks

Page 51: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

CFRP Airframe Delivery

N < 10~20 Units / Month

Page 52: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Singe-Aisle Twin-Engine Liners

N ~50 Units / Month

If CFRPs・・・

Production Lines:

B787/A350 ×3~4

Page 53: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

By WSJ

By Businessinsider.com

Even Metal-based B737・・・

Logistics: Too Tight?

Page 54: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Singe-Aisle Twin-Engine Liners

N ~50 Units / Month

CFRP?

Page 55: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Dreamlifter Operations Center (DOC)

By Boeing Japan

“Buffer” for CFRP Wings

Page 56: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency
Page 57: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

Contents

1. Introduction:

CFRP Airframe - Experimental / Mass Production

2. Cell Automaton:

Lean Production - CFRP Components

3. Stagnation:

Production Troubles in CFRP Components

4. Discussions

5. Concluding Remarks

Page 58: Cellular Automaton Modeling of CFRP Component …...Cellular Automaton Modeling of CFRP Component Production for Airframes By Tetsuya Morimoto1) 1) Japan Aerospace Exploration Agency

CFRP Components: Difficult to Produce

Airframe : Mass Production

Lean Production - Questionable

Excessive Input – Stagnation / Low Delivery Rate

Present CFRPs of limited shelf life :

Sub Components - Acceptable

Main Components - Stagnation?

B737/A320 Class ⇒Metal + Limited CFRP Components

Concluding Remarks