Design Decisions Laboratory

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| Khajavirad, Michalek || Lagrangian decomposition global optimization || JMD || Accepted  
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| Khajavirad, Michalek || Global optimization product family || JMD || Working paper
| Khajavirad, Michalek || Global optimization product family || JMD || Working paper

Revision as of 11:23, 16 December 2008

Image:DDL-white.jpg

The Design Decisions Laboratory was established at Carnegie Mellon University by Professor Jeremy J. Michalek in 2005. The lab develops theories and tools to understand and assist decision-making in design and product development. The group is interested in the preferences and economics that drive design tradeoff decisions as well as the impact of those decisions on public and private stakeholders. Drawing upon research in economics, econometrics, marketing and public policy as well as engineering and design optimization, the lab pursues three primary thrust areas:

  1. Systems Optimization: Develop fundamental knowledge and new methods for multidisciplinary design and complex systems optimization;
  2. Design for Market Systems: Measure and model consumer choice in the marketplace to optimize engineering systems for profitability; and
  3. Green Design & Environmental Policy: Study the effects of economics, competition and public policy on design decisions and the resulting environmental impact of those decisions.


Contents

Research

Systems optimization

The design and optimization of complex systems pose unique challenges: Subsystems and components must be designed such that they are compatible and consistent with one another while delivering properties that, in combination, achieve targets for the overall system. DDL develops mathematical tools for decomposing complex design tasks into smaller subsystem design tasks and coordinating design of these subsystems to achieve optimal system solutions.

Sample Publications:

  • Khajavirad, A. and J.J. Michalek (2008) "A decomposed approach for solving the joint product family platform selection and design problem with generalized commonality," ASME Journal of Mechanical Design v130 p071101.
  • Li, Y., Z. Lu and J.J. Michalek (2008) "Diagonal quadratic approximation for parallelization of analytical target cascading", ASME Journal of Mechanical Design v130 n5 p051402.
  • Michalek, J.J. and P.Y. Papalambros (2005) "An efficient weighting update method to achieve acceptable consistency deviation in analytical target cascading," ASME Journal of Mechanical Design, v127 p206-214.


Design for market systems

Whether interested in profit or in social welfare, designers are concerned with the preferences people have and the choices they make. Design decisions are driven by the preferences of various stakeholders, and the decisions made by designers have impact on these stakeholders, including those who produce, use, sell, distribute, maintain, invest in, supply for, and dispose of the product as well as socioeconomic, cultural and environmental effects on society as a whole. DDL develops quantitative tools to model preferences of stakeholders and coordinate them with decisions about the design of products.

Sample Publications:

  • Shiau, C.-S. and J.J. Michalek (2008) "Should designers worry about market systems?" in press, ASME Journal of Mechanical Design.
  • Michalek, J.J., O. Ceryan, P.Y. Papalambros, and Y. Koren (2006) "Balancing marketing and manufacturing objectives in product line design" ASME Journal of Mechanical Design, v128 n6 p1196-1204.
  • Michalek, J.J., F.M. Feinberg and P.Y. Papalambros (2005) "Linking marketing and engineering product design decisions via analytical target cascading," Journal of Product Innovation Management, v22 p42-62.


Green design and environmental policy

Environmental regulations attempt to correct for market failures by altering incentive structures or restricting the space of options available to designers. Such regulations have direct impact on the decisions made by designers, and the success of any such policy depends upon the product designs that result under regulated market conditions. DDL builds models to understand and predict the effects of policy on the incentives that drive design decisions and the resulting impact on producers, users, society and the environment.

Sample Publications:

  • Shiau, C.-S., C. Samaras, R. Hauffe and J. Michalek (2008) “Impact of battery weight and charging patterns on the economic and environmental benefits of plug-in hybrid vehicles,” in review, Energy Policy.
  • Michalek, J.J., P.Y. Papalambros, and S.J. Skerlos (2004) "A study of fuel efficiency and emission policy impact on optimal vehicle design decisions," ASME Journal of Mechanical Design, v126 p1062-1070.
  • Skerlos, S.J., W.R. Morrow and J.J. Michalek (2006) "Sustainable design engineering and science: selected challenges and case studies," Chapter 3.10 in Sustainability Science and Engineering, Volume 1: Defining Principles, edited by M. Abraham, Elsevier Science.

Lab Business

Fall 2008 Presentation Schedule

During the fall 2008 semester, weekly lab seminar meetings will be held on Fridays at 3pm in Scaife Hall 206. Visitors are welcome to attend.

Date Presenter Topic
Sept 5 Norman Product Design in Competitive Market Systems
Sept 12 no meeting
Sept 19 Aida Deterministic global optimization: a literature review
Sept 26 Nikhil Optimization of plug-in hybrid electric vehicles
Oct 3 Varun Global optimization of black box functions
Oct 10 no meeting
Oct 17 no meeting 2008 INFORMS Annual Meeting
Oct 24 Orkun An Efficient Design Optimization Framework for RF and Optic Applications
Oct 31 Norman/Aida INFORMS-2008 trip report
Nov 7 Varun Response surface methods
Nov 14 no meeting
Nov 21 Aida GAMS tutorial
Nov 28 No meeting Thanksgiving
Dec 5 Brian Baumrucker Mathematical Programming with Equilibrium Constraints (MPEC)
Dec 12 Elizabeth

Borrowed Item Checkout List

Item Borrower Date Borrowed
Bertsekas - Nonlinear Programming Aida Jan 2008
Nowak - Relaxation and Decomposition Methods for MINLP Aida Jan 2008
Sahinidis - Covexification and global optimization in MINLP Aida Jan 2008
Wolsey - Integer and combinatorial optimization Aida Jan 2008
Floudas - Nonlinear and mixed integer optimization Aida Jan 2008
The Costs of Cars and Drivers Orkun Karabasoglu Sept 2008
Predictably Irrational Scott Matthews July 2008
Nonlinear Integer Programming Orkun Karabasoglu Aug 2008
Lewis - Decision Making in Engineering Design Elizabeth Sep. 2008
Boyd - Convex Optimization Orkun Karabasoglu Sep. 2008
Gujarati - Basic Econometrics Orkun Karabasoglu Sep. 2008
Greene - Econometrics Analysis Orkun Karabasoglu Sep. 2008
Train - Discrete Choice Methods with Simulation Orkun Karabasoglu Sep. 2008

Publication Planning

Authors Title Target Status
Khajavirad, Michalek Lagrangian decomposition global optimization JMD Accepted
Khajavirad, Michalek Global optimization product family JMD Working paper
Khajavirad, Michalek, Sahinidis Quaziconvex JOGO Working paper
Khajavirad, Michalek Multi logit global opt ManSci Working paper
Shiau, Michalek Market systems JMD Accepted - final submission in process
Shiau, Michalek CAFE structural analysis Trans Res A In review
Shiau, Samaras, Hauffe, Michalek PHEV battery weight Energy Policy In review
Shiau, Michalek Price equilibrium JMD In review
Shiau, Michalek Lagrangian FOC vs. fixed point JMD tech brief? Working paper
Kaushal, Michalek PHEV Optimization  ? Working paper
Krishnakumar, Michalek BB-ATC  ? Working paper

Conference Presentation Planning

Conference Authors Title Section Status
TRB 2009 Shiau & Michalek A Structural Analysis of Vehicle Design Responses to Corporate Average Fuel Economy Policy Energy and Climate Change accepted
TRB 2009 Shiau & Michalek Impact of Battery Weight and Charging Patterns on the Economic and Environmental Benefits of Plug-in Hybrid Vehicles Energy and Climate Change accepted
ISMP 2009 Khajavirad Global optimization quasiconvex Global Optimization working
IDETC 2009 Khajavirad Global optimization product family DAC working
IDETC 2009 Shiau, Traut CAFE vehicle design DAC working
IDETC 2009 Karabasoglu Uncertainty design/demand DAC working
IDETC 2009 Kaushal PHEV optimization - population DAC/LC working
IDETC 2009 Krishnakumar PHEV optimization - kriging DAC working

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