Manufacturers must decide when to invest and launch a new vehicle segment or how to redesign vehicles existing segment under market uncertainties. We present an optimization framework for redesigning or investing in future vehicles using real options to address uncertainty in gas price and regulatory standards like the U.S. Corporate Average Fuel Economy (CAFE) standard. In a specific study involving a product of gasoline, hybrid electric, and electric vehicles (EV), we examine the relationship between gas price and CAFE uncertainties to support decisions by manufacturers on product mix and by policy makers on proposing standards. A real options model is used for the time delay on investment, redesign, and pricing, integrated with a robust design formulation to optimize expected net present value (ENPV) and net present value (NPV) robustness. Results for nine different scenarios suggest that policy makers should consider gas price when setting CAFE standards; and manufacturers should consider the trade-off between ENPV and robust NPVs. Results also suggest that change of product mix rather than vehicle redesign better addresses CAFE standards inflation.

References

1.
Kang, N., Bayrak, A. E., and Papalambros, P. Y., 2016. “
A Real Options Approach to Hybrid Electric Vehicle Architecture Design for Flexibility
,”
ASME
Paper No. DETC2016-60247.
2.
Klier
,
T.
, and
Linn
,
J.
,
2010
, “
The Price of Gasoline and New Vehicle Fuel Economy: Evidence From Monthly Sales Data
,”
Am. Econ. J.: Econ. Policy
,
2
(
3
), pp.
134
153
.
3.
Busse
,
M. R.
,
Knittel
,
C. R.
, and
Zettelmeyer
,
F.
,
2016
, “
Who Is Exposed to Gas Prices? How Gasoline Prices Affect Automobile Manufacturers and Dealerships
,”
Quant. Marketing Econ.
,
14
(
1
), pp.
41
95
.
4.
Energy Policy and Conservation Act,
1975
, “
Energy Policy and Conservation Act Public Law 94-163
,” 94th Congress, pp. 871–969.
5.
National Highway Traffic Safety Administration, and Environment Protection Agency
,
2012
, “
2017 and Later Model Year Light-Duty Vehicle Greenhouse Gas Emissions and Corporate Average Fuel Economy Standards
,”
Federal Register
,
77
(
199
), pp.
62623
63200
.https://www.gpo.gov/fdsys/pkg/FR-2012-10-15/pdf/2012-21972.pdf
6.
National Highway Traffic Safety Administration, and Environment Protection Agency
,
2011
, “
2017-2025 Model Year Light-Duty Vehicle GHG Emissions and CAFE Standards
,”
Federal Register
,
76
(
153
), pp.
48758
48769
.https://www.gpo.gov/fdsys/pkg/FR-2011-08-09/pdf/2011-19905.pdf
7.
The White House Office of the Press Secretary
,
2017
, “
Buy American and Hire American for the United States Automobile Industry
,” U.S. White House, Washington, DC, accessed July 16, 2018, https://www.whitehouse.gov/the-press-office/2017/03/15/president-donald-j-trump-buy-american-and-hire-american-united-states
8.
Zhao
,
T.
, and
Tseng
,
C.-L.
,
2003
, “
Valuing Flexibility in Infrastructure Expansion
,”
J. Infrastruct. Syst.
,
9
(
3
), pp.
89
97
.
9.
Kalligeros
,
K. C.
, and
De Weck
,
O.
,
2004
, “
Flexible Design of Commercial Systems Under Market Uncertainty: Framework and Application
,”
AIAA
Paper No. AIAA-2004-4646.
10.
Wang
,
T.
,
2005
, “
Real Options “in” Projects and Systems Design: Identification of Options and Solutions for Path Dependency
,”
Ph.D. thesis
, Massachusetts Institute of Technology, Cambridge, MA.https://pdfs.semanticscholar.org/2c76/3b737a93f2635f2f6dc79d47a81e1488cec7.pdf
11.
Silver
,
M. R.
, and
De Weck
,
O. L.
,
2007
, “
Time-Expanded Decision Networks: A Framework for Designing Evolvable Complex Systems
,”
Syst. Eng.
,
10
(
2
), pp.
167
188
.
12.
Dong
,
M.
,
Yang
,
D.
, and
Wang
,
Y.
,
2010
, “
Optimal Decisions in Product Modularity Design Using Real Option Approach
,”
Concurrent Eng.
,
18
(
1
), pp.
31
39
.
13.
De Neufville
,
R.
, and
Scholtes
,
S.
,
2011
,
Flexibility in Engineering Design
,
MIT Press
,
Cambridge, MA
.
14.
Cardin
,
M.-A.
,
Steer
,
S. J.
,
Nuttall
,
W. J.
,
Parks
,
G. T.
,
Gonçalves
,
L. V.
, and
de Neufville
,
R.
,
2012
, “
Minimizing the Economic Cost and Risk to Accelerator-Driven Subcritical Reactor Technology—Part 2: The Case of Designing for Flexibility
,”
Nucl. Eng. Des.
,
243
, pp.
120
134
.
15.
Cardin
,
M.-A.
,
2014
, “
Enabling Flexibility in Engineering Systems: A Taxonomy of Procedures and a Design Framework
,”
ASME J. Mech. Des.
,
136
(
1
), p.
011005
.
16.
Cardin
,
M.-A.
, and
Hu
,
J.
,
2016
, “
Analyzing the Tradeoffs Between Economies of Scale, Time-Value of Money, and Flexibility in Design Under Uncertainty: Study of Centralized Versus Decentralized Waste-to-Energy Systems
,”
ASME J. Mech. Des.
,
138
(
1
), p.
011401
.
17.
Suh
,
E. S.
,
De Weck
,
O. L.
, and
Chang
,
D.
,
2007
, “
Flexible Product Platforms: Framework and Case Study
,”
Res. Eng. Des.
,
18
(
2
), pp.
67
89
.
18.
Gokpinar
,
B.
,
Hopp
,
W. J.
, and
Iravani
,
S. M.
,
2010
, “
The Impact of Misalignment of Organizational Structure and Product Architecture on Quality in Complex Product Development
,”
Manage. Sci.
,
56
(
3
), pp.
468
484
.
19.
Michalek
,
J. J.
,
Feinberg
,
F. M.
, and
Papalambros
,
P. Y.
,
2005
, “
Linking Marketing and Engineering Product Design Decisions Via Analytical Target Cascading*
,”
J. Prod. Innovation Manage.
,
22
(
1
), pp.
42
62
.
20.
Lewis
,
K. E.
,
Chen
,
W.
, and
Schmidt
,
L. C.
,
2006
,
Decision Making in Engineering Design
,
ASME Press
,
New York
.
21.
Frischknecht
,
B. D.
,
Whitefoot
,
K.
, and
Papalambros
,
P. Y.
,
2010
, “
On the Suitability of Econometric Demand Models in Design for Market Systems
,”
ASME J. Mech. Des.
,
132
(
12
), p.
121007
.
22.
Kang
,
N.
,
Feinberg
,
F. M.
, and
Papalambros
,
P. Y.
,
2015
, “
Integrated Decision Making in Electric Vehicle and Charging Station Location Network Design
,”
ASME J. Mech. Des.
,
137
(
6
), p.
061402
.
23.
Kang
,
N.
,
Ren
,
Y.
,
Feinberg
,
F. M.
, and
Papalambros
,
P. Y.
,
2016
, “
Public Investment and Electric Vehicle Design: A Model-Based Market Analysis Framework With Application to a USA-China Comparison Study
,”
Des. Sci.
,
2
, p. e6.
24.
Kang
,
N.
,
Feinberg
,
F. M.
, and
Papalambros
,
P. Y.
,
2017
, “
Autonomous Electric Vehicle Sharing System Design
,”
ASME J. Mech. Des.
,
139
(
1
), p.
011402
.
25.
Kang, N., Feinberg, F. M., and Papalambros, P. Y., 2013, “
A Framework for Enterprise-Driven Product Service Systems Design
,” DS 75-4: 19th International Conference on Engineering Design (ICED13), Seoul, South Korea, Aug. 19–22, pp. 297-308.
26.
Lee
,
U.
,
Kang
,
N.
, and
Lee
,
I.
,
2017
, “
Reliability-Based Design Optimization (RBDO) for Electric Vehicle Market Systems
,”
ASME
Paper No. DETC2017-68045.
27.
Myers
,
S. C.
,
1984
, “
Finance Theory and Financial Strategy
,”
Interfaces
,
14
(
1
), pp.
126
137
.
28.
Trigeorgis
,
L.
,
1996
,
Real Options: Managerial Flexibility and Strategy in Resource Allocation
,
MIT press
,
Cambridge, MA
.
29.
Black
,
F.
, and
Scholes
,
M.
,
1973
, “
The Pricing of Options and Corporate Liabilities
,”
J. Political Econ.
,
81
(
3
), pp.
637
654
.
30.
Cox
,
J. C.
,
Ross
,
S. A.
, and
Rubinstein
,
M.
,
1979
, “
Option Pricing: A Simplified Approach
,”
J. Financ. Econ.
,
7
(
3
), pp.
229
263
.
31.
Boyle
,
P. P.
,
1977
, “
Options: A Monte Carlo Approach
,”
J. Financ. Econ.
,
4
(
3
), pp.
323
338
.
32.
Mun
,
J.
,
2002
,
Real Options Analysis: Tools and Techniques for Valuing Strategic Investments and Decisions
,
Wiley
,
Hoboken, NJ
.
33.
Nembhard
,
H. B.
, and
Aktan
,
M.
,
2009
,
Real Options in Engineering Design, Operations, and Management
,
CRC Press
,
Boca Raton, FL
.
34.
Alquist, R., Kilian, L., and Vigfusson, R. J., 2013, “
Forecasting the Price of Oil
,”
Handbook Economic Forecasting
, Vol. 2, Elsevier, New York, pp. 427–507.
35.
Anderson
,
S. T.
,
Kellogg
,
R.
, and
Sallee
,
J. M.
,
2013
, “
What Do Consumers Believe About Future Gasoline Prices?
,”
J. Environ. Econ. Manage.
,
66
(
3
), pp.
383
403
.
36.
Al-Harthy
,
M. H.
,
2007
, “
Stochastic Oil Price Models: Comparison and Impact
,”
Eng. Economist
,
52
(
3
), pp.
269
284
.
37.
Kellogg, R., 2018, “
Gasoline Price Uncertainty and the Design of Fuel Economy Standards
,”
Journal of Public Economics
,
160
, pp. 14–32.
38.
National Highway Traffic Safety Administration, and Department of Transportation
,
2017
, “
Civil Penalties
,”
Federal Register
,
82
(
132
), pp.
32139
32140
.https://www.gpo.gov/fdsys/pkg/FR-2017-07-12/pdf/2017-14525.pdf
39.
Rossi
,
P. E.
,
Allenby
,
G. M.
, and
McCulloch
,
R.
,
2012
,
Bayesian Statistics and Marketing
,
Wiley
, Hoboken, NJ.
40.
Kang
,
N.
,
Burnap
,
A.
,
Kim
,
K. H.
,
Reed
,
M. P.
, and
Papalambros
,
P. Y.
,
2017
, “
Influence of Automobile Seat Form and Comfort Rating on Willingness-to-Pay
,”
Int. J. Veh. Des.
,
75
(
1–4
), pp.
75
90
.
41.
Green
,
P. E.
, and
Krieger
,
A. M.
,
1996
, “
Individualized Hybrid Models for Conjoint Analysis
,”
Manage. Sci.
,
42
(
6
), pp.
850
867
.
42.
Flores
,
D.
,
2017
, “
Chevrolet and GM Lead U.S. Retail Sales and Share Gains in 2016
,” General Motors Corp, Detroit, MI, accessed July 16, 2018, http://media.chevrolet.com/media/us/en/gm/news.detail.html/content/Pages/news/us/en/2017/jan/0104-gmsales.html
43.
Brockman
,
B.
,
2017
, “
Nissan Group Reports December and 2016 Calendar Year U.S. Sales
,” Nissan Group, Nashville, TN, accessed July 16, 2018, http://nissannews.com/en-US/nissan/usa/releases/nissan-group-reports-december-and-2016-calendar-year-u-s-sales
44.
Honda North America, 2017, “
American Honda Sets All-Time Sales Records Powered by Demand for Cars and Trucks
,” Honda Motor Co., Torrance, CA, accessed July 16, 2018, http://hondanews.com/releases/-american-honda-sets-all-time-sales-records-powered-by-demand-for-cars-and-trucks
45.
Bayrak
,
A. E.
,
Kang
,
N.
, and
Papalambros
,
P. Y.
,
2016
, “
Decomposition-Based Design Optimization of Hybrid Electric Powertrain Architectures: Simultaneous Configuration and Sizing Design
,”
ASME J. Mech. Des.
,
138
(
7
), p.
071405
.
46.
U.S. EPA
,
2016
, “
Dynamometer Drive Schedules
,” Environmental Protection Agency, Washington, DC, accessed July 16, 2018, https://www.epa.gov/vehicle-and-fuel-emissions-testing/dynamometer-drive-schedules
47.
Serrao
,
L.
,
Onori
,
S.
, and
Rizzoni
,
G.
,
2011
, “
A Comparative Analysis of Energy Management Strategies for Hybrid Electric Vehicles
,”
ASME J. Dyn. Syst., Meas., Control
,
133
(
3
), p.
031012
.
48.
Bai
,
S.
,
Maguire
,
J.
, and
Peng
,
H.
,
2013
,
Dynamic Analysis and Control System Design of Automatic Transmissions
,
SAE International
,
Warrendale, PA
.
49.
MATLAB, 2016, “
Constrained Nonlinear Optimization Algorithms
,” Mathworks Inc., Natick, MA, accessed July 16, 2018, https://www.mathworks.com/help/optim/ug/constrained-nonlinear-optimization-algorithms.html
50.
Shiau
,
C.-S. N.
,
Michalek
,
J. J.
, and
Hendrickson
,
C. T.
,
2009
, “
A Structural Analysis of Vehicle Design Responses to Corporate Average Fuel Economy Policy
,”
Transp. Res. Part A: Policy Pract.
,
43
(
9-10
), pp.
814
828
.
51.
Fischer
,
C.
,
Harrington
,
W.
, and
Parry
,
I. W.
,
2007
, “
Should Automobile Fuel Economy Standards Be Tightened?
,”
Energy J.
,
28
(
4
), pp.
1
29
.
52.
Jacobsen
,
M. R.
,
2013
, “
Evaluating Us Fuel Economy Standards in a Model With Producer and Household Heterogeneity
,”
Am. Econ. J.: Econ. Policy
,
5
(
2
), pp.
148
187
.
53.
Karplus
,
V. J.
,
Paltsev
,
S.
,
Babiker
,
M.
, and
Reilly
,
J. M.
,
2013
, “
Should a Vehicle Fuel Economy Standard Be Combined With an Economy-Wide Greenhouse Gas Emissions Constraint? Implications for Energy and Climate Policy in the United States
,”
Energy Econ.
,
36
, pp.
322
333
.
54.
Krupnick
,
A. J.
,
Parry
,
I. W.
,
Walls
,
M.
,
Knowles
,
T.
, and
Hayes
,
K.
,
2010
, “
Toward a New National Energy Policy: Assessing the Options
,” Resources for the Future, Washington, DC.
55.
McConnell
,
V.
,
2013
, “
The New Cafe Standards: Are They Enough on Their Own?
,”
Resources for the Future Discussion Paper
, pp.
1
34
.
56.
Klier
,
T.
, and
Linn
,
J.
,
2011
, “
Corporate Average Fuel Economy Standards and the Market for New Vehicles
,”
Annu. Rev. Resour. Econ.
,
3
(
1
), pp.
445
462
.
57.
Whitefoot
,
K. S.
,
Fowlie
,
M. L.
, and
Skerlos
,
S. J.
,
2017
, “
Compliance by Design: Influence of Acceleration Trade-Offs on co2 Emissions and Costs of Fuel Economy and Greenhouse Gas Regulations
,”
Environ. Sci. Technol.
,
51
(
18
), pp.
10307
10315
.
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