multicriteria optimization in product platform design · • multicriteria optimization can be used...
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Multicriteria Optimization inProduct Platform Design
Sigurd A. Nelson IIMatthew Parkinson
Panos Y. Papalambros
Optimal DesignLaboratory
University of Michiganhttp://ode.engin.umich.edu
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Product Platforms: What Are They?
A set of common components from which astream of derivative products can be created
• Honda’s “World Car”• A single platform that is used for “customized” Accords for the U.S.,
Europe, and Asia
• Black & Decker• Cordless tool product line has many parts and assembly processes
in common
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The Problem:
• Without the Product PlatformDesigns are optimized for individual performance
• In a Product PlatformSome performance is sacrificed to allow aspects of the design tobe common across products
In other words
We have competing objectives:
Commonality and Performance
What are the trade-offs?
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craMethodology
• Pick a product line• Select candidate parts or design
variables that can be sharedacross the line
• Create performance metrics(quantifying the design space)
• Optimize individual designs• Add “commonality” constraint• Perform multicriteria optimization
• determine the performance “cost”of commonality
• Identify the “amount” ofcooperation desired
Nail Gun Product Line
Goal: Use same spring-loadingmechanism during assembly
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craQuantify the Desired Performanceof Models within the Product Line
Professional
• Industrial Strength
maximize nail length
Weekend Warrior
• Inexpensive
minimize energy(cost of spring,loading mechanism)
• Performance-based objective functions• speed, weight, strength, etc• cost• time to market• market demand
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craOptimize the Designs Individually
Professional
Minimize: - nail length,Subject to:
energy required ≤ energy availabledistance driven ≥ minimum depthmax. shear stress ≤ allowable stresssolid height spring ≥ space for spring
Design Variables:starting height of hammernail lengthpreload length
Resulting Optimal Design:
nail length = -2.566 cm
Weekend Warrior
Minimize: spring energy,Subject to:
nail length ≥ minimum nail sizedistance driven ≥ minimum depthmax. shear stress ≤ allowable stresssolid height spring ≥ space for spring
Design Variables:starting height of hammernail lengthpreload length
Resulting Optimal Design:
energy = 7.66 kJ
Af Bf
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6000
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-0.027 -0.025 -0.023 -0.021 -0.019
Nail Length - Professional Model
Ene
rgy
- Wee
kend
War
rior
Mod
el
The Individual Optima
• The solution pair can be plotted on a two-dimensionalplot.
• This design is the Null Platform
),( οοBA ff
),( οοBA ff
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Minimize joint problem
starting height A = starting height B
Pose Multicriteria Problem andAdd the Commonality Constraint
ProfessionalSubject to:
energy required ≤ energy availabledistance driven ≥ minimum depthmax. shear stress ≤ allowable stresssolid height spring ≥ space for spring
Design Variables:starting height of hammernail lengthpreload length
Weekend WarriorSubject to:
nail length ≥ minimum nail sizedistance driven ≥ minimum depthmax. shear stress ≤ allowable stresssolid height spring ≥ space for spring
Design Variables:starting height of hammernail lengthpreload length
),( Af Bf
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cra Re-Optimize to Determine the Effectof the Additional ConstraintProfessional
• Minimize:
Weekend Warrior
• Minimize:
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-0.027 -0.025 -0.023 -0.021 -0.019
Nail Length - Professional Model
Ene
rgy
- Wee
kend
War
rior
Mod
el
),( BfAf ),( Af Bf
Null Platform
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craInitial Approximation of Sacrifices
Required by Sharing
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-0.027 -0.025 -0.023 -0.021 -0.019
Nail Length - Professional Model
Ene
rgy
- Wee
kend
War
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Utopia Point
Increase in Spring Energy
Decrease in Nail Length
All optimal design pairs (the Pareto set)reside within this space
Null Platform
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6000
8000
10000
12000
14000
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18000
20000
-0.027 -0.025 -0.023 -0.021 -0.019
Nail Length - Professional Model
Ene
rgy
- Wee
kend
War
rior
Mod
el
Calculate the Pareto Set andSelect Desired Performance
Null Platform
Utopia Point
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Summary and Conclusions
• Multicriteria optimization can be used as a Product PlatformDesign tool
• Comparing the Null Platform and Utopia Point designs gives anestimation of the “cost” of using a platform
• If this cost is acceptable, a more detailed approximation of thetrade-offs (the Pareto set) can be obtained
• This can then be used as a resource when making designdecisions