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PENNSTATE
© GEO KREMERPENNSTATE
Product Engineering Today
for Tomorrow:
Inspirations from Life Sciences
T. W. SIMPSON© GEO KREMER
Gül E. Kremer, PhD, MBA
Professor of Engineering Design & Industrial Engineering
The Pennsylvania State University
Program Director, National Science Foundation
PENNSTATE
© GEO KREMER
Outline
• ADAPS Group
• Concept of Sustainability
• Carbon Footprint vs. Cost in Product Development
• Multiple-Generation Product Strategy (MGPS)
 Dynamic State Variable Models
 Does it fit? Case Study – Apple iPhones
 Cannibalization
• NSF - INFEWS
PENNSTATE
© GEO KREMER
Applied Decision Analysis for Improved Products &
Systems Group (ADAPS Group)
http://www.personal.psu.edu/gek3
Sustainable Product
Development
DfX (Cannondale)
Supply chain integration
Design for Assembly &
Remanufacturing
Product Family Design
& Optimization
Design Complexity
Systematic Design
Ideation (TRIZ,
SmartPens; GE
Transportation)
Smart Health (Triage
improvement through
MAUT, GT)
PENNSTATE
© GEO KREMER
Mars One mission aims to establish a
human settlement on Mars. 1
North and South America as they
appear from space 35,000 km above
the Earth. 2
PENNSTATE
© GEO KREMER
I=PAT
• P - Population. World population reached 6 billion in 1999
and is expected to grow to over 9 billion by 2050 - Can the
earth sustain these numbers? 3
• A - Affluence. How much ‘stuff’ a person has. The US, the
world’s largest consumer society, greatly affects this term.
 Is your residence full of stuff that seemed like a good idea to
own at the time of purchase, but you really do not need or
currently use?
• T- Technology. Where engineers play a leading role.
Technology can be used to reduce the ‘impact’ of the
products we produce. For example, fuel-efficient
cars, renewable energy sources, rechargeable
batteries, etc.
PENNSTATE
© GEO KREMER
Population4
PENNSTATE
© GEO KREMER
Population5
PENNSTATE
© GEO KREMER
Sustainability
“development that meets the needs of the present
without compromising the ability of future generations
to meet their own needs” 6
“the level of human consumption and activity… so that
the systems that provide goods and services to humans
persist indefinitely” 7
“the delivery of competitively priced goods and services
that satisfy human needs and bring quality of life, while
progressively reducing ecological impact and resource
intensity throughout the life cycle, to a level at least in
line with Earth’s carrying capacity”8
PENNSTATE
© GEO KREMER
Sustainability Terms
Carbon Footprint: The total amount of greenhouse gas
emissions caused by an organization, event, product or
person.9
Biological Capacity: “The capacity of ecosystems to produce
useful biological materials and to absorb waste materials
generated by humans, using current management schemes and
extraction technologies. Biocapacity is usually expressed in
areal terms as global hectares.” 10
Ecological Footprint: “A measure of how much area of
biologically productive land and water an individual,
population or activity requires to produce all the resources it
consumes and to absorb the waste it generates, using prevailing
technology and resource management practices.”10
PENNSTATE
© GEO KREMER
Cost vs. Carbon Footprint in Design
& Operations Management
CANNONDALE
FACTORY MEXICO 11
martes, 29 de abril de 2014
PENNSTATE
© GEO KREMER
“Arianna Tucci Ron y su Scalpel 29er se colocan en un
admirable 3er lugar en la 3ª fecha del serial nacional
MTB en la pista Amealco , Querétaro remontando
después de verse involucrada en una caída en los
primeros segundos de la carrera, con esto la corredora
venezolana logra mantener la 3ª posición en el ranking
nacional dentro de la categoría femenil elite.” 11
PENNSTATE
© GEO KREMER
Collaborative R&D Framework
Penn State, Oregon State, Wayne State,
and industrial collaborators
PENNSTATE
© GEO KREMER
Cost vs. Carbon Footprint in Design
& Operations Management
• Previous work
 Included cost and lead time
 Design for Assembly (DfA) rankings
 Product architecture and modularity
• Previous work is expanded to include kg CO2 equivalent as
a sustainability metric accounting for:
 Material extraction
 Material processing
 Transportation
PENNSTATE
© GEO KREMER
Components and Supplier Options
Component Type 1 Type 2
Saddle Comfortable
saddle
Light weight saddle
Frame Steel frame w/o
suspension
Steel frame w/
suspension
Fork Steel fork w/o
suspension
Steel fork w/
suspension
Transmission Single speed
transmission
Transmission w/
six flywheels
Brake Reverse brake
rotor
Braking system
with brake shoes
Wheels Wheels w/ steel
spokes
Wheels w/ plastic
spokes
Supplier Location
2-Hip CA, USA
BBB Holland
Bombshell CA, USA
ATOM LAB CA, USA
Axxis CA, USA
SRAM IL, USA
Velo Taiwan
Tektro Taiwan
Shimano Japan
ALEX Taiwan
Spinner Taiwan
Falcon Taiwan
PENNSTATE
© GEO KREMER
Analysis Tools
• SimaPro LCA software used to calculate kg CO2 equiv. for
materials, processing, and transportation
 Life cycle inventory: ecoinvent database
 Impact assessment: IPCC 2007 GWP 20a V1.02
• LINGO software used to find the combination of
components, suppliers, and product architecture using non-
linear programming to optimize:
 Cost
 Lead time
 Sustainability (Carbon Footprint)
PENNSTATE
© GEO KREMER
Fork Materials and Processes for Life Cycle Inventory
Example: Actual Processes to Produce Steel Fork
PENNSTATE
© GEO KREMER
Sustainability: Material Compositions
Material mass (kg) B13 B54 SimaPro Process (ecoinvent database)
Medium carbon steel components
(e.g., frame, fork)
7.5294 5.3464 Steel, low-alloyed, at plant/RER U
Alloy and stainless steel
components (e.g., bearings)
2.47 2.784 Steel, electric, chromium steel 18/8, at plant/RER U
Composite nylon wheels 1.88 Nylon 66, glass-filled, at plant/RER U
Rubber components (e.g., tires and
brake pads)
1.52 1.554 Synthetic rubber, at plant/RER U
Saddle support structure (shell) 0.41 0.4 Polypropylene, granulate, at plant/RER U
Saddle cover 0.08 0.07
Polyvinylchloride, suspension polymerised, at
plant/RER U
Saddle padding 0.033 0.024 Polyurethane, flexible foam, at plant/RER U
Saddle thread 0.006 0.006 Viscose fibres, at plant/GLO U
Paint 0.06 Alkyd paint, white, 60% in H2O, at plant/RER U
Saddle glue 0.02 Acrylic binder, 34% in H2O, at plant/RER U
PENNSTATE
© GEO KREMER
Sustainability: Manufacturing Process
Mass (kg) or Length (m) processed B13 B54
SimaPro Process (ecoinvent
database)
Steel component manufacturing (e.g.,
sprocket cutting/assembly)
9.9994 8.238
Steel product manufacturing,
average metal working/RER U
Tube drawing (e.g., frame tubes) 4.9114 4.0254 Drawing of pipes, steel/RER U
Injection molding (e.g., saddle shell
and tires)
1.93 3.834 Injection moulding/RER U
Wire drawing (e.g., springs and
spokes)
0.54 0.775 Wire drawing, steel/RER U
Forming of medium carbon steel flat
stock (e.g., for brackets)
1.044 0.546 Sheet rolling, steel/RER U
Forming of alloy/stainless steel flat
stock (e.g., for sprockets)
1.38 0.035 Sheet rolling, chromium steel/RER U
Welding of frame (estimated overall
weld length)
1 (m) 1 (m) Welding, gas, steel/RER U
PENNSTATE
© GEO KREMER
Sustainability - Comparison of Carbon Footprint
0 10 20 30 40 50 60 70 80
B54
B13
CO2 Equivalent (kg)
Coal, hard, unspecified, in ground Oil, crude, in ground
Gas, natural, in ground Coal, brown, in ground
PENNSTATE
© GEO KREMER
Mathematical Model
Objective Function
Min [Processing (MPCF) + Transportation (TCF)]
PENNSTATE
© GEO KREMER
Optimization Results
NUMERICAL RESULTS 12
COST: Product Architecture
Part or
Module
Supplier Location
ABCDEF X-Bike PA, USA
AB 2 Hip CA, USA
CD SRAM IL, USA
EF BBB Holland
(A) Saddle ATOM LAB CA, USA
(B) Frame 2 Hip CA, USA
(C) Fork X-Bike PA, USA
(D) Brake SRAM IL, USA
(E) Wheel BBB Holland
(F) Trans. BBB Holland
Optimizing
(Minimizing)
Cost
(USDollars)
LeadTime
(Days)
CarbonFootprint
(kgCO2eq.)
Cost 83.74 54.20 60.48
Lead Time 109.3 38.80 65.85
Carbon
Footprint
99.94 172.80 44.18
PENNSTATE
© GEO KREMER
Optimization Results - 2
LEAD TIME CARBON FOOTPRINT
Part or
Module
Supplier Location
ABCDEF X-Bike PA, USA
ABC X-Bike PA, USA
DEF ATOM LAB CA, USA
EF Shimano Japan
(A) Saddle ATOM LAB CA, USA
(B) Frame Axxis CA, USA
(C) Fork X-Bike PA, USA
(D) Brake SRAM IL, USA
(E) Wheel Shimano Japan
(F) Trans. BBB Holland
Part or
Module
Supplier Location
ABCDEF X-Bike PA, USA
ABC X-Bike PA, USA
DEF BBB Holland
(A) Saddle BBB Holland
(B) Frame X-Bike PA, USA
(C) Fork SRAM IL, USA
(D) Brake BBB Holland
(E) Wheel ATOM LAB CA, USA
(F) Trans. BBB Holland
PENNSTATE
© GEO KREMER
Sustainability at the Design Stage
The design stage determines 70% of life cycle costs.
It is important that design concurrently consider the
manufacturing of the product and its supply chain so
that a company may gain:
 The ability to reduce waste or increase recyclability of materials
 Supplier selection insight
 Integrated modularity options
 End of life product recovery plans
 Flexibility
 Reduced costs
 Sustainability for profitability
PENNSTATE
© GEO KREMER
Optimization Challenge 13
PENNSTATE
© GEO KREMER
Functions
Manufacturability
and Sustainability
ProcessesSuppliers Product
Architecture
Supply Chain
Network
Integrated View14
PENNSTATE
© GEO KREMER
What is missing?
• Imprints of engineering surround us in products and
systems that provide time-limited satisfaction to our
needs. Eventually we complain about their
obsolescence, then move on to the next widget or
system we deem “the next best thing” or “the must-
have” replacement . Widely varied needs and
resources of 7.3 billion people underlie the
abandoned products and systems affected by this
vicious cycle of waste. Indeed, product engineering
is perhaps harder than ever before because most
products fail soon after their launch. Can product
engineering improve using life science approaches?
PENNSTATE
© GEO KREMER
Inspirations from Life Sciences
Gharib Research Group 15
The research on Zebrafish morphogenesis contributed to the
development of a new bioinspired concept for pumping at the
microscale.
PENNSTATE
© GEO KREMER
Inspirations from Life Sciences
Mercedes-Benz announced a bionic concept car that is
based on the contours of the boxfish and takes advantage
of its drag reduction benefits. 16, 17
PENNSTATE
© GEO KREMER
Inspirations from Life Sciences 18
PENNSTATE
© GEO KREMER
Cook: Apple has "learned not to worry about
cannibalization of our own product” 19
• “I see cannibalization as a huge opportunity for us. … Our
core philosophy is to never fear cannibalization. If we don’t
do it, someone else will. We know that iPhone has
cannibalized some of our iPod business. That doesn’t worry
us. We know that iPad will cannibalize some Macs.”
PENNSTATE
© GEO KREMER
Apple Product Family 20, 21
PENNSTATE
© GEO KREMER
Management of Used and End-Of-Life Electronics 22, 23
Ready for End-
of-Life
Management
(million units)
Disposed
(million units)
Collected for
Recycling
(million units)
Rate of
Collection for
Recycling
(by weight)
Computers 47.4 29.4 18 38%
Televisions 27.2 22.7 4.6 17%
Mobile Devices 141 129 11.7 8%
PENNSTATE
© GEO KREMER
Multiple-generation Product Strategies24-27
In a MGPS, a line of multiple-generation products are sequentially
introduced; that is, the original model enters the market first, after which its
successors are introduced over time, each featuring newer technologies and
appearances but with essentially unchanged core foundations.
PENNSTATE
© GEO KREMER3
GE recognized that developing forward looking
MGPSs effectively enabled it to:
 better apply technologies to generations of products rather than applying
limited extant technologies on a single product;
 concentrate R&D on the successive generations.
(Edelheit28)
Morgan et al.29 found that applying a forward looking
MGPS is significantly more profitable:
 40% higher than introducing a single generation product;
 26% higher than sequentially introducing a single generation product.
Multiple-generation Product Strategies
PENNSTATE
© GEO KREMER3
 Cannibalization:
 The scenario that multiple product generations directly compete with each
other in the same market.
 May lead to unanticipated profit loss because less profitable older product
generations divide the market share originally expected to be monopolized
by the latest generation with the highest profit margin.
 Market Fluctuations:
 Change in customer behaviors/preferences;
 Technology evolution.
Multiple-generation Product Strategies
PENNSTATE
© GEO KREMER3
Quantitative Models for Multiple-generation of Products
• Quantitative models toward MGPs can be divided into two categories:
1. Behavioral Models
 Attempt to simulate and predict the behaviors of multiple-generation
product lines by applying following techniques:
– Bass diffusion model
– Integer programming technique
– Dynamic programming technique
– Fuzzy piecewise regression analysis
2. Dynamic Competition Models
 Formulate the dynamic competitive scenarios of market and derive relative
market strategies regarding multiple-generation product lines.
 Apply game theory based techniques and optimization.
PENNSTATE
© GEO KREMER3
Deficiencies of Existing Quantitative Models
• To develop a thorough MGPS for a forward looking MGPL, we
need a technique that can:
1. Forecast sales.
2. Forecast introduction timings.
3. Automatically determine the appropriate generations of products
for a certain product line lifecycle duration.
4. Generate optimal life time strategies.
• However, none of the existing models simultaneously possess all
the above capabilities.
PENNSTATE
© GEO KREMER3
Dynamic State Variable Models
• In the biology field, Dynamic State Variable Models are
widely used to simulate how organisms make decisions under a
dynamic environment in order to optimize their life and
maximize their overall fitness.
• It was first proposed by Houston et al.30
• Stochastic dynamic programming is the core of dynamic state
variable models.
• Applications of dynamic state variable models in ecology:
 General life histories (Houston et al.30; McNamara and
Houston31)
 Müllerian mimicry effect (Sherratt et al.32)
 Behavior of macro-parasites (Fenton and Rands33)
 Migration strategies of black brant (Purcell and Brodin34)
PENNSTATE
© GEO KREMER3
Why Use Dynamic State Variable Models? 35
Can simultaneously formulate multiple complex market
conditions into one single model.
Can generate optimal state-wise decisions that are more accurate
and closer to actual market situation.
Can take into account the interactions among multiple market
conditions.
PENNSTATE
© GEO KREMER
Cannibalization
• Cannibalism refers to one individual of a species consuming
all or part of another individual of the same species as food. 37
• Cannibalism has been recorded for more than 1500 species.36
It does not, as once
believed, occur only as
a result of extreme food
shortages or artificial
conditions, but
commonly occurs under
natural conditions. 36
Cartoon38
PENNSTATE
© GEO KREMER4
• Model settings for the case study:
1. We run the model with 6 different lifecycle durations T = 30, 35, 40, 45, 50, 55. (each time
period indicates one accounting season).
2. We use 150 states, and each state represents 200,000 units sale.
3. The polymonial boundaries Agg(t) and Th(t) are assumed to be symmetric at t = (T+1)/2.
4. We develop a program written in Excel VBA.
5. We run a Monte Carlo Forward Iteration 50 times to calculate the average introduction
timings.
) Methodology – The Cannibalization Model 35
Predicted introduction timings with different life-
cycle durations comparing to the real iPhone product
line:
PENNSTATE
© GEO KREMER
Simulated results for each of the six lifecycle
durations output from the Monte Carlo Forward Iteration 35
PENNSTATE
© GEO KREMER4
What is the gain?
Prediction of appropriate introduction timing and number of
optimal product generations will help reduce waste from failed
products.
PENNSTATE
© GEO KREMER
Population, Affluence, Sustainability in Mexico 39
MexicoPopulation,MillionsofPeople
PENNSTATE
© GEO KREMER
Population, Affluence, Sustainability in Mexico 40
MillionsofPeople
Mexico,GDP,US$percapita
Mexico GDP
Mexico Population
PENNSTATE
© GEO KREMER
Population, Affluence, Sustainability in MexicoPopulation, Affluence, Sustainability in Mexico41
GlobalHectaresPerCapita
Ecological
Footprint
Biocapacity
PENNSTATE
© GEO KREMER
Mexico
Human Welfare and Ecological Footprint Compared 41
PENNSTATE
© GEO KREMER
The Question
Are we going to Mars?
PENNSTATE
© GEO KREMER
Call for Change
•Let’s infuse every engineering problem
we tackle with sustainability constraints.
•Let’s have our faculty and students
embrace innovation for sustainability.
•INFEWS – Innovations at the Nexus of
Food, Energy and Water Systems
PENNSTATE
© GEO KREMER5
1. Photo credit: http://www.mars-one.com/
2. Photo credit: http://earthobservatory.nasa.gov/IOTD/view.php?id=885
3. This formula is attributed to Paul Erlich, Barry Commoner and John Holdren. For further information please see the following:
1. Ehrlich, Paul R.; Holdren, John P. (1971). "Impact of Population Growth". Science (American Association for the
Advancement of Science) 171 (3977): 1212–1217. doi:10.1126/science.171.3977.1212. JSTOR 1731166. edit
2. Barry Commoner (May 1972). "A Bulletin Dialogue: on "The Closing Circle" - Response". Bulletin of the Atomic
Scientists: 17–56.
4. Population counter: http://www.worldometers.info/world-population
5. Graphic credit: http://www.worldpopulationbalance.org/global_population
6. Sustainability definition by the World Commission on Environment and Developmen
7. Sustainability definition by the US National Research Council in Rachuri, S., R. Sriram, and P. Sarkar. 2009. “Metrics, Standards
and Industry Best Practices for Sustainable Manufacturing Systems”. In IEEE International Conference on Automation Science
and Engineering, 472–477.
8. Mosovsky, J., Dickenson, D., and Morabito, J. (2000). “Creating Competitive Advantage Through Resource Productivity, Eco-
efficiency, and Sustainability in the Supply Chain” Proceedings of the International Symposium on Electronics and the
Environment.
9. http://en.wikipedia.org/wiki/Carbon_footprint
10.http://www.footprintnetwork.org/en/index.php/GFN/page/glossary/
11.http://www.windsorsportsgroup.com/news/35/cannondale-factory-mexico
12.Olson, E. , Okudan, G. E., Chiu, M-C., Haapala, K.R. (2011). “Positioning Product Architecture As the Driver for Carbon
Footprint & Efficiency Trade-offs in A Global Supply Chain”, 4th International Conference on Industrial Engineering and
Systems Management (IESM 2011), Metz, France.
13. Chiu, M-C. and Okudan, G.E. (2011). “Investigation of the Applicability of Design for X Tools during Design Concept
Evolution: A Literature Review”, International Journal of Product Development, Vol. 13, No. 2, pp.132-167.
14. Chiu, M-C. (2010). A Graph Theory-Based Integration of Product Design and Supply Chain Design”, PhD Dissertation,
Industrial and Manufacturing Engineering Department, Penn State University, December 2010.
References & Picture/Photo Credits
PENNSTATE
© GEO KREMER
References & Picture/Photo Credits
15. http://www.gharib.caltech.edu/bioinspired_design/bio-tech.html
16. http://www.daimler.com/dccom/0-5-1276316-1-1525347-1-0-0-1320821-0-0-135-0-0-0-0-0-0-0-0.html
17. http://reefguide.org/spottedboxfish.html
18. Bill Reed http://www.regenesisgroup.com
19. http://allthingsd.com/20130123/apple-ceo-dont-fear-cannibalization-embrace-it/
20. Graph prepared by Kijung Park
21. http://www.hashslush.com/iwatch-keynote-presentation/
22. http://www.epa.gov/osw/conserve/materials/ecycling/manage.htm
23. http://www.wastemanagement.in/what-is-e-waste-management.html
24. http://cdn4.digitaltrends.com/wp-content/uploads/2010/06/apple-iphone-4-91.jpg
25. http://uk.playstation.com/media/252644/Main_PS3_Image_345w.png
26. http://4.bp.blogspot.com/-3IEa2qaq8vg/TgTYPOMeKiI/AAAAAAAABLI/1knAaoc8ANc/ s1600/BMW-3-Series-
Running-View.jpg
27. http://www.sharkyextreme.com/img/2008/11/core_i7/chip_1.jpg
28. Edelheit L.S.(2004). Perspective on GE research and development. Research Technology Management. Vol. 47(1): 49-
55.
29. Morgan L.O., Morgan R. M., and Moore W.L. (2001). Quality and time to market trade-offs when there are multiple
product generations. Manufacturing & Service Operations Management. Vol. 3(2): 89-104.
30. Houston, A., Clark, C., McNamara, J. and Mangel, M., 1988, “Dynamic Models in Behavioural and Evolutionary
Ecology”, Nature, 332(3), pp. 29-34.
31. McNamara, J.M. and Houston, A.I., 1996, “State-dependent Life Histories”, Nature, 380, pp. 215-221.
PENNSTATE
© GEO KREMER
References & Picture/Photo Credits
32. Sherrat, T.N., Speed, M.P. and Ruxton, G.D., 2004, “Natural Selection on Unpalatable Species Imposed by State-
dependent Foraging Behaviour”, Journal of Theoretical Biology, 228, pp. 217-226.
33. Fenton, A. and Rands, S.A., 2004, “Optimal Parasite Infection Strategies: A state-dependent approach”, International
Journal for Parasitology, 34, pp. 813-821.
34. Purcell, J. and Brodin, A., 2007, “Factors Influencing Route Choice by Avian Migrants: A Dynamic Programming Model
of Pacific Brant Migration”, Journal of Theoretical Biology, 249, pp. 804-816.
35. Lin, C-Y. and Okudan, G.E. (2014). “Strategic Decision Making for Multiple-Generation Product Lines Using Dynamic
State Variable Models: The Cannibalization Case”, Computers in Industry, Vol. 65, pp. 79-90,
http://dx.doi.org/10.1016/j.compind.2013.07.010.
36. Polis, G.A. (1981). The evolution and dynamics of intraspecific predation. Annual Review of Ecology and Systematics 12,
225-251.
37. http://en.wikipedia.org/wiki/Cannibalism_(zoology)
38. http://www.savagechickens.com/2005/02/fun-with-cannibalism.html
39. http://worldpopulationreview.com/countries/mexico-population/
40. http://www.tradingeconomics.com/mexico/population
41. From Global Footprint Network website at http://www.footprintnetwork.org/en/index.php/GFN/page/trends/mexico/
42. Modified version by Travelplanner based on data from UN Development Programme and Global Footprint Network (Own
work) [CC BY-SA 3.0 (http://creativecommons.org/licenses/by-sa/3.0) or GFDL (http://www.gnu.org/copyleft/fdl.html)],
via Wikimedia Commons

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Diapositivas de la conferencia de Gül Kremer

  • 1. PENNSTATE © GEO KREMERPENNSTATE Product Engineering Today for Tomorrow: Inspirations from Life Sciences T. W. SIMPSON© GEO KREMER Gül E. Kremer, PhD, MBA Professor of Engineering Design & Industrial Engineering The Pennsylvania State University Program Director, National Science Foundation
  • 2. PENNSTATE © GEO KREMER Outline • ADAPS Group • Concept of Sustainability • Carbon Footprint vs. Cost in Product Development • Multiple-Generation Product Strategy (MGPS)  Dynamic State Variable Models  Does it fit? Case Study – Apple iPhones  Cannibalization • NSF - INFEWS
  • 3. PENNSTATE © GEO KREMER Applied Decision Analysis for Improved Products & Systems Group (ADAPS Group) http://www.personal.psu.edu/gek3 Sustainable Product Development DfX (Cannondale) Supply chain integration Design for Assembly & Remanufacturing Product Family Design & Optimization Design Complexity Systematic Design Ideation (TRIZ, SmartPens; GE Transportation) Smart Health (Triage improvement through MAUT, GT)
  • 4. PENNSTATE © GEO KREMER Mars One mission aims to establish a human settlement on Mars. 1 North and South America as they appear from space 35,000 km above the Earth. 2
  • 5. PENNSTATE © GEO KREMER I=PAT • P - Population. World population reached 6 billion in 1999 and is expected to grow to over 9 billion by 2050 - Can the earth sustain these numbers? 3 • A - Affluence. How much ‘stuff’ a person has. The US, the world’s largest consumer society, greatly affects this term.  Is your residence full of stuff that seemed like a good idea to own at the time of purchase, but you really do not need or currently use? • T- Technology. Where engineers play a leading role. Technology can be used to reduce the ‘impact’ of the products we produce. For example, fuel-efficient cars, renewable energy sources, rechargeable batteries, etc.
  • 8. PENNSTATE © GEO KREMER Sustainability “development that meets the needs of the present without compromising the ability of future generations to meet their own needs” 6 “the level of human consumption and activity… so that the systems that provide goods and services to humans persist indefinitely” 7 “the delivery of competitively priced goods and services that satisfy human needs and bring quality of life, while progressively reducing ecological impact and resource intensity throughout the life cycle, to a level at least in line with Earth’s carrying capacity”8
  • 9. PENNSTATE © GEO KREMER Sustainability Terms Carbon Footprint: The total amount of greenhouse gas emissions caused by an organization, event, product or person.9 Biological Capacity: “The capacity of ecosystems to produce useful biological materials and to absorb waste materials generated by humans, using current management schemes and extraction technologies. Biocapacity is usually expressed in areal terms as global hectares.” 10 Ecological Footprint: “A measure of how much area of biologically productive land and water an individual, population or activity requires to produce all the resources it consumes and to absorb the waste it generates, using prevailing technology and resource management practices.”10
  • 10. PENNSTATE © GEO KREMER Cost vs. Carbon Footprint in Design & Operations Management CANNONDALE FACTORY MEXICO 11 martes, 29 de abril de 2014
  • 11. PENNSTATE © GEO KREMER “Arianna Tucci Ron y su Scalpel 29er se colocan en un admirable 3er lugar en la 3ª fecha del serial nacional MTB en la pista Amealco , Querétaro remontando después de verse involucrada en una caída en los primeros segundos de la carrera, con esto la corredora venezolana logra mantener la 3ª posición en el ranking nacional dentro de la categoría femenil elite.” 11
  • 12. PENNSTATE © GEO KREMER Collaborative R&D Framework Penn State, Oregon State, Wayne State, and industrial collaborators
  • 13. PENNSTATE © GEO KREMER Cost vs. Carbon Footprint in Design & Operations Management • Previous work  Included cost and lead time  Design for Assembly (DfA) rankings  Product architecture and modularity • Previous work is expanded to include kg CO2 equivalent as a sustainability metric accounting for:  Material extraction  Material processing  Transportation
  • 14. PENNSTATE © GEO KREMER Components and Supplier Options Component Type 1 Type 2 Saddle Comfortable saddle Light weight saddle Frame Steel frame w/o suspension Steel frame w/ suspension Fork Steel fork w/o suspension Steel fork w/ suspension Transmission Single speed transmission Transmission w/ six flywheels Brake Reverse brake rotor Braking system with brake shoes Wheels Wheels w/ steel spokes Wheels w/ plastic spokes Supplier Location 2-Hip CA, USA BBB Holland Bombshell CA, USA ATOM LAB CA, USA Axxis CA, USA SRAM IL, USA Velo Taiwan Tektro Taiwan Shimano Japan ALEX Taiwan Spinner Taiwan Falcon Taiwan
  • 15. PENNSTATE © GEO KREMER Analysis Tools • SimaPro LCA software used to calculate kg CO2 equiv. for materials, processing, and transportation  Life cycle inventory: ecoinvent database  Impact assessment: IPCC 2007 GWP 20a V1.02 • LINGO software used to find the combination of components, suppliers, and product architecture using non- linear programming to optimize:  Cost  Lead time  Sustainability (Carbon Footprint)
  • 16. PENNSTATE © GEO KREMER Fork Materials and Processes for Life Cycle Inventory Example: Actual Processes to Produce Steel Fork
  • 17. PENNSTATE © GEO KREMER Sustainability: Material Compositions Material mass (kg) B13 B54 SimaPro Process (ecoinvent database) Medium carbon steel components (e.g., frame, fork) 7.5294 5.3464 Steel, low-alloyed, at plant/RER U Alloy and stainless steel components (e.g., bearings) 2.47 2.784 Steel, electric, chromium steel 18/8, at plant/RER U Composite nylon wheels 1.88 Nylon 66, glass-filled, at plant/RER U Rubber components (e.g., tires and brake pads) 1.52 1.554 Synthetic rubber, at plant/RER U Saddle support structure (shell) 0.41 0.4 Polypropylene, granulate, at plant/RER U Saddle cover 0.08 0.07 Polyvinylchloride, suspension polymerised, at plant/RER U Saddle padding 0.033 0.024 Polyurethane, flexible foam, at plant/RER U Saddle thread 0.006 0.006 Viscose fibres, at plant/GLO U Paint 0.06 Alkyd paint, white, 60% in H2O, at plant/RER U Saddle glue 0.02 Acrylic binder, 34% in H2O, at plant/RER U
  • 18. PENNSTATE © GEO KREMER Sustainability: Manufacturing Process Mass (kg) or Length (m) processed B13 B54 SimaPro Process (ecoinvent database) Steel component manufacturing (e.g., sprocket cutting/assembly) 9.9994 8.238 Steel product manufacturing, average metal working/RER U Tube drawing (e.g., frame tubes) 4.9114 4.0254 Drawing of pipes, steel/RER U Injection molding (e.g., saddle shell and tires) 1.93 3.834 Injection moulding/RER U Wire drawing (e.g., springs and spokes) 0.54 0.775 Wire drawing, steel/RER U Forming of medium carbon steel flat stock (e.g., for brackets) 1.044 0.546 Sheet rolling, steel/RER U Forming of alloy/stainless steel flat stock (e.g., for sprockets) 1.38 0.035 Sheet rolling, chromium steel/RER U Welding of frame (estimated overall weld length) 1 (m) 1 (m) Welding, gas, steel/RER U
  • 19. PENNSTATE © GEO KREMER Sustainability - Comparison of Carbon Footprint 0 10 20 30 40 50 60 70 80 B54 B13 CO2 Equivalent (kg) Coal, hard, unspecified, in ground Oil, crude, in ground Gas, natural, in ground Coal, brown, in ground
  • 20. PENNSTATE © GEO KREMER Mathematical Model Objective Function Min [Processing (MPCF) + Transportation (TCF)]
  • 21. PENNSTATE © GEO KREMER Optimization Results NUMERICAL RESULTS 12 COST: Product Architecture Part or Module Supplier Location ABCDEF X-Bike PA, USA AB 2 Hip CA, USA CD SRAM IL, USA EF BBB Holland (A) Saddle ATOM LAB CA, USA (B) Frame 2 Hip CA, USA (C) Fork X-Bike PA, USA (D) Brake SRAM IL, USA (E) Wheel BBB Holland (F) Trans. BBB Holland Optimizing (Minimizing) Cost (USDollars) LeadTime (Days) CarbonFootprint (kgCO2eq.) Cost 83.74 54.20 60.48 Lead Time 109.3 38.80 65.85 Carbon Footprint 99.94 172.80 44.18
  • 22. PENNSTATE © GEO KREMER Optimization Results - 2 LEAD TIME CARBON FOOTPRINT Part or Module Supplier Location ABCDEF X-Bike PA, USA ABC X-Bike PA, USA DEF ATOM LAB CA, USA EF Shimano Japan (A) Saddle ATOM LAB CA, USA (B) Frame Axxis CA, USA (C) Fork X-Bike PA, USA (D) Brake SRAM IL, USA (E) Wheel Shimano Japan (F) Trans. BBB Holland Part or Module Supplier Location ABCDEF X-Bike PA, USA ABC X-Bike PA, USA DEF BBB Holland (A) Saddle BBB Holland (B) Frame X-Bike PA, USA (C) Fork SRAM IL, USA (D) Brake BBB Holland (E) Wheel ATOM LAB CA, USA (F) Trans. BBB Holland
  • 23. PENNSTATE © GEO KREMER Sustainability at the Design Stage The design stage determines 70% of life cycle costs. It is important that design concurrently consider the manufacturing of the product and its supply chain so that a company may gain:  The ability to reduce waste or increase recyclability of materials  Supplier selection insight  Integrated modularity options  End of life product recovery plans  Flexibility  Reduced costs  Sustainability for profitability
  • 25. PENNSTATE © GEO KREMER Functions Manufacturability and Sustainability ProcessesSuppliers Product Architecture Supply Chain Network Integrated View14
  • 26. PENNSTATE © GEO KREMER What is missing? • Imprints of engineering surround us in products and systems that provide time-limited satisfaction to our needs. Eventually we complain about their obsolescence, then move on to the next widget or system we deem “the next best thing” or “the must- have” replacement . Widely varied needs and resources of 7.3 billion people underlie the abandoned products and systems affected by this vicious cycle of waste. Indeed, product engineering is perhaps harder than ever before because most products fail soon after their launch. Can product engineering improve using life science approaches?
  • 27. PENNSTATE © GEO KREMER Inspirations from Life Sciences Gharib Research Group 15 The research on Zebrafish morphogenesis contributed to the development of a new bioinspired concept for pumping at the microscale.
  • 28. PENNSTATE © GEO KREMER Inspirations from Life Sciences Mercedes-Benz announced a bionic concept car that is based on the contours of the boxfish and takes advantage of its drag reduction benefits. 16, 17
  • 29. PENNSTATE © GEO KREMER Inspirations from Life Sciences 18
  • 30. PENNSTATE © GEO KREMER Cook: Apple has "learned not to worry about cannibalization of our own product” 19 • “I see cannibalization as a huge opportunity for us. … Our core philosophy is to never fear cannibalization. If we don’t do it, someone else will. We know that iPhone has cannibalized some of our iPod business. That doesn’t worry us. We know that iPad will cannibalize some Macs.”
  • 31. PENNSTATE © GEO KREMER Apple Product Family 20, 21
  • 32. PENNSTATE © GEO KREMER Management of Used and End-Of-Life Electronics 22, 23 Ready for End- of-Life Management (million units) Disposed (million units) Collected for Recycling (million units) Rate of Collection for Recycling (by weight) Computers 47.4 29.4 18 38% Televisions 27.2 22.7 4.6 17% Mobile Devices 141 129 11.7 8%
  • 33. PENNSTATE © GEO KREMER Multiple-generation Product Strategies24-27 In a MGPS, a line of multiple-generation products are sequentially introduced; that is, the original model enters the market first, after which its successors are introduced over time, each featuring newer technologies and appearances but with essentially unchanged core foundations.
  • 34. PENNSTATE © GEO KREMER3 GE recognized that developing forward looking MGPSs effectively enabled it to:  better apply technologies to generations of products rather than applying limited extant technologies on a single product;  concentrate R&D on the successive generations. (Edelheit28) Morgan et al.29 found that applying a forward looking MGPS is significantly more profitable:  40% higher than introducing a single generation product;  26% higher than sequentially introducing a single generation product. Multiple-generation Product Strategies
  • 35. PENNSTATE © GEO KREMER3  Cannibalization:  The scenario that multiple product generations directly compete with each other in the same market.  May lead to unanticipated profit loss because less profitable older product generations divide the market share originally expected to be monopolized by the latest generation with the highest profit margin.  Market Fluctuations:  Change in customer behaviors/preferences;  Technology evolution. Multiple-generation Product Strategies
  • 36. PENNSTATE © GEO KREMER3 Quantitative Models for Multiple-generation of Products • Quantitative models toward MGPs can be divided into two categories: 1. Behavioral Models  Attempt to simulate and predict the behaviors of multiple-generation product lines by applying following techniques: – Bass diffusion model – Integer programming technique – Dynamic programming technique – Fuzzy piecewise regression analysis 2. Dynamic Competition Models  Formulate the dynamic competitive scenarios of market and derive relative market strategies regarding multiple-generation product lines.  Apply game theory based techniques and optimization.
  • 37. PENNSTATE © GEO KREMER3 Deficiencies of Existing Quantitative Models • To develop a thorough MGPS for a forward looking MGPL, we need a technique that can: 1. Forecast sales. 2. Forecast introduction timings. 3. Automatically determine the appropriate generations of products for a certain product line lifecycle duration. 4. Generate optimal life time strategies. • However, none of the existing models simultaneously possess all the above capabilities.
  • 38. PENNSTATE © GEO KREMER3 Dynamic State Variable Models • In the biology field, Dynamic State Variable Models are widely used to simulate how organisms make decisions under a dynamic environment in order to optimize their life and maximize their overall fitness. • It was first proposed by Houston et al.30 • Stochastic dynamic programming is the core of dynamic state variable models. • Applications of dynamic state variable models in ecology:  General life histories (Houston et al.30; McNamara and Houston31)  Müllerian mimicry effect (Sherratt et al.32)  Behavior of macro-parasites (Fenton and Rands33)  Migration strategies of black brant (Purcell and Brodin34)
  • 39. PENNSTATE © GEO KREMER3 Why Use Dynamic State Variable Models? 35 Can simultaneously formulate multiple complex market conditions into one single model. Can generate optimal state-wise decisions that are more accurate and closer to actual market situation. Can take into account the interactions among multiple market conditions.
  • 40. PENNSTATE © GEO KREMER Cannibalization • Cannibalism refers to one individual of a species consuming all or part of another individual of the same species as food. 37 • Cannibalism has been recorded for more than 1500 species.36 It does not, as once believed, occur only as a result of extreme food shortages or artificial conditions, but commonly occurs under natural conditions. 36 Cartoon38
  • 41. PENNSTATE © GEO KREMER4 • Model settings for the case study: 1. We run the model with 6 different lifecycle durations T = 30, 35, 40, 45, 50, 55. (each time period indicates one accounting season). 2. We use 150 states, and each state represents 200,000 units sale. 3. The polymonial boundaries Agg(t) and Th(t) are assumed to be symmetric at t = (T+1)/2. 4. We develop a program written in Excel VBA. 5. We run a Monte Carlo Forward Iteration 50 times to calculate the average introduction timings. ) Methodology – The Cannibalization Model 35 Predicted introduction timings with different life- cycle durations comparing to the real iPhone product line:
  • 42. PENNSTATE © GEO KREMER Simulated results for each of the six lifecycle durations output from the Monte Carlo Forward Iteration 35
  • 43. PENNSTATE © GEO KREMER4 What is the gain? Prediction of appropriate introduction timing and number of optimal product generations will help reduce waste from failed products.
  • 44. PENNSTATE © GEO KREMER Population, Affluence, Sustainability in Mexico 39 MexicoPopulation,MillionsofPeople
  • 45. PENNSTATE © GEO KREMER Population, Affluence, Sustainability in Mexico 40 MillionsofPeople Mexico,GDP,US$percapita Mexico GDP Mexico Population
  • 46. PENNSTATE © GEO KREMER Population, Affluence, Sustainability in MexicoPopulation, Affluence, Sustainability in Mexico41 GlobalHectaresPerCapita Ecological Footprint Biocapacity
  • 47. PENNSTATE © GEO KREMER Mexico Human Welfare and Ecological Footprint Compared 41
  • 48. PENNSTATE © GEO KREMER The Question Are we going to Mars?
  • 49. PENNSTATE © GEO KREMER Call for Change •Let’s infuse every engineering problem we tackle with sustainability constraints. •Let’s have our faculty and students embrace innovation for sustainability. •INFEWS – Innovations at the Nexus of Food, Energy and Water Systems
  • 50. PENNSTATE © GEO KREMER5 1. Photo credit: http://www.mars-one.com/ 2. Photo credit: http://earthobservatory.nasa.gov/IOTD/view.php?id=885 3. This formula is attributed to Paul Erlich, Barry Commoner and John Holdren. For further information please see the following: 1. Ehrlich, Paul R.; Holdren, John P. (1971). "Impact of Population Growth". Science (American Association for the Advancement of Science) 171 (3977): 1212–1217. doi:10.1126/science.171.3977.1212. JSTOR 1731166. edit 2. Barry Commoner (May 1972). "A Bulletin Dialogue: on "The Closing Circle" - Response". Bulletin of the Atomic Scientists: 17–56. 4. Population counter: http://www.worldometers.info/world-population 5. Graphic credit: http://www.worldpopulationbalance.org/global_population 6. Sustainability definition by the World Commission on Environment and Developmen 7. Sustainability definition by the US National Research Council in Rachuri, S., R. Sriram, and P. Sarkar. 2009. “Metrics, Standards and Industry Best Practices for Sustainable Manufacturing Systems”. In IEEE International Conference on Automation Science and Engineering, 472–477. 8. Mosovsky, J., Dickenson, D., and Morabito, J. (2000). “Creating Competitive Advantage Through Resource Productivity, Eco- efficiency, and Sustainability in the Supply Chain” Proceedings of the International Symposium on Electronics and the Environment. 9. http://en.wikipedia.org/wiki/Carbon_footprint 10.http://www.footprintnetwork.org/en/index.php/GFN/page/glossary/ 11.http://www.windsorsportsgroup.com/news/35/cannondale-factory-mexico 12.Olson, E. , Okudan, G. E., Chiu, M-C., Haapala, K.R. (2011). “Positioning Product Architecture As the Driver for Carbon Footprint & Efficiency Trade-offs in A Global Supply Chain”, 4th International Conference on Industrial Engineering and Systems Management (IESM 2011), Metz, France. 13. Chiu, M-C. and Okudan, G.E. (2011). “Investigation of the Applicability of Design for X Tools during Design Concept Evolution: A Literature Review”, International Journal of Product Development, Vol. 13, No. 2, pp.132-167. 14. Chiu, M-C. (2010). A Graph Theory-Based Integration of Product Design and Supply Chain Design”, PhD Dissertation, Industrial and Manufacturing Engineering Department, Penn State University, December 2010. References & Picture/Photo Credits
  • 51. PENNSTATE © GEO KREMER References & Picture/Photo Credits 15. http://www.gharib.caltech.edu/bioinspired_design/bio-tech.html 16. http://www.daimler.com/dccom/0-5-1276316-1-1525347-1-0-0-1320821-0-0-135-0-0-0-0-0-0-0-0.html 17. http://reefguide.org/spottedboxfish.html 18. Bill Reed http://www.regenesisgroup.com 19. http://allthingsd.com/20130123/apple-ceo-dont-fear-cannibalization-embrace-it/ 20. Graph prepared by Kijung Park 21. http://www.hashslush.com/iwatch-keynote-presentation/ 22. http://www.epa.gov/osw/conserve/materials/ecycling/manage.htm 23. http://www.wastemanagement.in/what-is-e-waste-management.html 24. http://cdn4.digitaltrends.com/wp-content/uploads/2010/06/apple-iphone-4-91.jpg 25. http://uk.playstation.com/media/252644/Main_PS3_Image_345w.png 26. http://4.bp.blogspot.com/-3IEa2qaq8vg/TgTYPOMeKiI/AAAAAAAABLI/1knAaoc8ANc/ s1600/BMW-3-Series- Running-View.jpg 27. http://www.sharkyextreme.com/img/2008/11/core_i7/chip_1.jpg 28. Edelheit L.S.(2004). Perspective on GE research and development. Research Technology Management. Vol. 47(1): 49- 55. 29. Morgan L.O., Morgan R. M., and Moore W.L. (2001). Quality and time to market trade-offs when there are multiple product generations. Manufacturing & Service Operations Management. Vol. 3(2): 89-104. 30. Houston, A., Clark, C., McNamara, J. and Mangel, M., 1988, “Dynamic Models in Behavioural and Evolutionary Ecology”, Nature, 332(3), pp. 29-34. 31. McNamara, J.M. and Houston, A.I., 1996, “State-dependent Life Histories”, Nature, 380, pp. 215-221.
  • 52. PENNSTATE © GEO KREMER References & Picture/Photo Credits 32. Sherrat, T.N., Speed, M.P. and Ruxton, G.D., 2004, “Natural Selection on Unpalatable Species Imposed by State- dependent Foraging Behaviour”, Journal of Theoretical Biology, 228, pp. 217-226. 33. Fenton, A. and Rands, S.A., 2004, “Optimal Parasite Infection Strategies: A state-dependent approach”, International Journal for Parasitology, 34, pp. 813-821. 34. Purcell, J. and Brodin, A., 2007, “Factors Influencing Route Choice by Avian Migrants: A Dynamic Programming Model of Pacific Brant Migration”, Journal of Theoretical Biology, 249, pp. 804-816. 35. Lin, C-Y. and Okudan, G.E. (2014). “Strategic Decision Making for Multiple-Generation Product Lines Using Dynamic State Variable Models: The Cannibalization Case”, Computers in Industry, Vol. 65, pp. 79-90, http://dx.doi.org/10.1016/j.compind.2013.07.010. 36. Polis, G.A. (1981). The evolution and dynamics of intraspecific predation. Annual Review of Ecology and Systematics 12, 225-251. 37. http://en.wikipedia.org/wiki/Cannibalism_(zoology) 38. http://www.savagechickens.com/2005/02/fun-with-cannibalism.html 39. http://worldpopulationreview.com/countries/mexico-population/ 40. http://www.tradingeconomics.com/mexico/population 41. From Global Footprint Network website at http://www.footprintnetwork.org/en/index.php/GFN/page/trends/mexico/ 42. Modified version by Travelplanner based on data from UN Development Programme and Global Footprint Network (Own work) [CC BY-SA 3.0 (http://creativecommons.org/licenses/by-sa/3.0) or GFDL (http://www.gnu.org/copyleft/fdl.html)], via Wikimedia Commons