Valuation Techniques
for Commercial Aircraft
Program Design
January 31, 2002
Creating Value
Through Integration
Presented By:
Jacob Markish
PD Team/LAI
Aerospace
Initiative
Introduction
Ø
Adding value to the design process
Ø
Motivation of this research
Ø
Traditional conceptual design methods
Ø
Several insulated groups involved
Ø Engineering, cost estimating, marketing, etc.
Ø
Analyses are typically uncoupled, serial
Ø
Result: sub-optimization
Ø
Proposed improvement
Ø
A common representation of the system
Ø
Bringing together the stakeholders
Aerospace
Initiative
Outline
Ø
Objective: Design for Value
Ø
Approach: Build & Link 3 Models
✑
✎
Performance Model
✒
✎
Cost Model
✓✎
Revenue Model
Ø
Example 1: BWB
Ø
Future work: Flexibility & Uncertainty
Ø
Example 2: UCAV
Aerospace
Initiative
Objective: Design for Value
Ø
Create a quantitative analysis tool
Ø
Capabilities:
Ø
Technical trade studies
Ø
Program trade studies
Ø
Results:
Ø
Measure program value
Ø
Measure effects of flexibility & uncertainty
Aerospace
Initiative
Approach (1 of 2):
Construct 3 Models
Ø
Free-standing
Ø
Capable of integration
✑
✎
Performance
Ø
Product sizing and configuration
✒
✎
Cost
Ø
Product creation effort by the producer
✓✎
Revenue
Aerospace
Initiative
Approach (2 of 2):
Link the Models
Performance Model/
Configuration Optimizer
Product Configuration Database
Aircraft Types: a, b, c, … Manufacturing/ Development Cost Model Program Structure • Decision tree • Pricing strategy Demand Model Program Value
Aerospace
Initiative
Performance Model:
WingMOD
Ø
Multidisciplinary wing optimization code
Ø Developed at Stanford, Boeing Phantom Works
Ø Modified for application to Blended Wing Body aircraft
Ø
Inputs:
Ø Mission constraints
Ø Design constraints
Ø
Outputs:
Ø Minimum-weight airframe geometry
Ø Intermediate fidelity analyses
Ø Performance
Ø Weights & Balance
Ø Structural Loads
Ø Aerodynamics
Ø Stability & Control
Upper Deck Payload Area
Lower Deck Payload Area
Aerospace
Initiative
Cost Model:
Focus on Parts
Ø
Aircraft is broken down into modules
Ø Inner wing, outer wing, …
Ø Modules are classified by type
Ø Wing, Empennage, Fuselage, …
Ø
Cost per pound
specified for each module type
Ø Calibrated from existing cost models
Ø Modified by other factors
Ø Learning effects
Ø Commonality effects
Ø
Assembly & Integration: a separate “module”
Ø
2 cost categories: development & manufacturing
Aerospace
Initiative
Cost Model:
Development
Ø
Cashflow profiles based on beta curve:
Ø
Learning effects modeled
1 1
)
1
(
)
(
t
=
Kt
−−
t
−c
0 0.01 0.02 0.03 0.04 0.05 0.06 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 normalized time Support Tool Fab Tool Design ME EngineeringAerospace
Initiative
Cost Model:
Manufacturing
Ø
Aircraft built
modules required
Ø
Modules database
Ø Records quantities, marginal costs
Ø Applies learning curve effect by module, not by aircraft
95% 95% 85% Support Materials Labor time
Aerospace
Initiative
Revenue Model:
Price
Ø
Assumption: market price based on
Range
Payload
Cash-related airplane operating cost (CAROC)
Ø
Regression model:
P
=
k
1(
Seats
)
+
k
2(
Range
)
−
f
(
CAROC
)
0 10 20 30 40 50 60 70 80 0 10 20 30 40 50 60 70 80 Actual price ($M) Estimated price ($M) y=x Airbus Boeing 0 20 40 60 80 100 120 140 160 0 20 40 60 80 100 120 140 160 Actual price ($M) Estimated price ($M) y=x Airbus Boeing
Aerospace
Initiative
Revenue Model:
Quantity
Ø
Demand forecasts
Ø
3 sources: Airbus; Boeing; Airline Monitor
Ø
Expected deliveries over 20 years
Ø
Arranged by airplane seat category
Ø
Given a new aircraft design:
Ø
Assign to a
seat category
Ø
Assume a
market share
Ø
Demand forecast
20-year production
potential
0 500 1000 1500 2000 2500 3000 3500 4000 100 125 150 175+ 200 250 300 350 400 500+ Seat Category Quantity Airbus Airline Monitor BoeingAerospace
Initiative
Example 1: BWB
Background
Ø
Blended Wing Body (BWB):
Ø Proposed new jet transport concept
Ø
Design and build 2 BWB variants:
Ø 450-seat, 250-seat
Ø
Consider 2 scenarios
“C o m m o n”
Ø BWB-250 variant shares fuselage bays; inner wings
Ø Reduced design time/cost
Ø Manufacturing cost savings (learning curve effect)
“P o i n t D e s i g n”
Ø BWB-250 variant is designed as all-new
Ø Reduced gross weight & fuel burn effects on cost & price
Aerospace
Initiative
Example 1: BWB
Setup
Ø
Analysis time horizon
20 years
Ø
Discount rate
9% per annum
Ø
Aircraft price inflation
2% per annum
Ø
Market share
50%
Ø
Demand growth
0% per annum
BWB-250 assumptions: -7.5% -C A R O -C -4.6% -T a k e o f f g r o s s w e i g h t --90% I n n e r w i n g d e s i g n t i m e / c o s t --90% F u s e l a g e d e s i g n t i m e / c o s t -25% -I n n e r w i n g w e i g h t -15% -F u s e l a g e w e i g h t P o i n t D e s i g n C o m m o n
Aerospace
Initiative
Example 1: BWB
Results—Cost Analysis
0 100000 200000 300000 400000 500000 600000 700000 800000 900000 0 50 100 150 200 time (months) Cashflow ($k) Non-recurring Cost Recurring Cost Revenue commonAerospace
Initiative
Example 1: BWB
Results—Cost Analysis
0 100000 200000 300000 400000 500000 600000 700000 800000 900000 0 50 100 150 200 time (months) Cashflow ($k) Non-recurring Cost Recurring Cost Revenue Non-recurring Cost Recurring Cost Revenue common point designAerospace
Initiative
Example 1: BWB
Results—NPV Analysis
-10000000 -8000000 -6000000 -4000000 -2000000 0 2000000 4000000 6000000 8000000 0 50 100 150 200 time (months) Cumulative P.V. ($k) commonAerospace
Initiative
Example 1: BWB
Results—NPV Analysis
-10000000 -8000000 -6000000 -4000000 -2000000 0 2000000 4000000 6000000 8000000 0 50 100 150 200 time (months) Cumulative P.V. ($k)Aerospace
Initiative
Future Work:
Uncertainty & Flexibility
Ø
Uncertainty: “forecasts are always wrong”
Ø D e m a n d f o r a i r p l a n e s a s a s t o c h a s t i c p r o c e s s
Ø
Flexibility: ability to adjust to evolving conditions
Ø N o t a d d r e s s e d i n B W B e x a m p l e a b o v e
Ø
Traditional NPV analysis is insufficient
Ø A s s u m e s a l l d e c i s i o n s a r e m a d e u p - f r o n t Ø D e c i s i o n s c a n b e d e f e r r e d
Ø
Analysis options:
Ø “W h a t - i f” s c e n a r i o s Ø M o n t e C a r l o s i m u l a t i o n : n e e d d e c i s i o n r u l e s Ø D y n a m i c p r o g r a m m i n g : a p p l i c a t i o n t o R e a l O p t i o n sAerospace
Initiative
Example 2: UCAV
Background
Ø
Uninhabited Combat Air Vehicle
Ø E m e r g i n g w e a p o n s s y s t e m
Ø N u m e r o u s p o t e n t i a l u s e s
Ø
Design problem
Ø C r e a t e a m a x i m u m - v a l u e p r o d u c t
Ø U n c e r t a i n f u t u r e r e q u i r e m e n t s
Ø
Need to address system flexibility
Ø H o w t o d e s i g n f l e x i b i l i t y i n t o t h e s y s t e m ?
Ø H o w t o v a l u e f l e x i b i l i t y ?
Ø H o w m u c h f l e x i b i l i t y i s o p t i m a l ?
Aerospace
Initiative
Example 2: UCAV
Setup
Ø
Drivers of system value
W h a t i s t h e l i f e c y c l e c o s t ? W h a t i s t h e t a c t i c a l e f f e c t i v e n e s s ? Ø Technical design W h a t m i s s i o n s c a n b e p e r f o r m e d ? Ø Program design H o w i m p o r t a n t i s t h e m i s s i o n ?
Ø Threat environment as a stochastic process
Ø
Design to maximize value
Ø C o n s i d e r p o s s i b l e f u t u r e s c e n a r i o s
Ø C o n s t r u c t f r a m e w o r k t o t r a d e o f f c o s t , p e r f o r m a n c e , & f l e x i b i l i t y
Ø E x a m p l e s
Ø Modular design, LRUs
Ø Extra payload capacity / Extra endurance
Aerospace
Initiative
Summary
Ø
Design for value (not weight, or cost, or revenue)
Ø H o w t o i m p l e m e n t ?
Ø Quantitative analysis approach
Ø Qualitative design philosophy