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2 Takes on CyberInfrastructure for OR

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Title: 2 Takes on CyberInfrastructure for OR


1
2 Takes on CyberInfrastructure for OR
  • 2004 NSF Design, Service and Manufacturing
    Grantees and Research Conference
  • Workshop on CyberInfrastructure
  • January 6, 2004
  • Craig Tovey
  • ISyE COC, Georgia Tech

2
Cyberinfrastructure - Current ActivitiesOperation
s Research take 1
  • Research
  • Repositories for implemented algorithms. Informs
    resource collection gt 100 packages and online
    programs
  • COIN - OR
  • NEOS Server
  • Specific algorithms e.g. Yes semidefinite opt
    code
  • Repositories for test problems. Informs
    resource 25 instance sets generators.
  • DIMACS combinatorial challenge sets
  • MIPLIB, LP test sets
  • Problem specific sets e.g. TSP,QAP,VRPTW.
  • Simulation tools relatively few, often
    commercial-linked
  • Stat tools several libraries and web-available
    routines

3
Cyberinfrastructure - Current ActivitiesOperation
s Research take 1
  • Education
  • Lecture notes for many courses
  • Tutorials on specialized topics
  • Implementation
  • Commercial optimization and modeling software
  • Commercial simulation software
  • Spreadsheet add-ins

4
Cyberinfrastructure Vision for DMIIOperations
Research- Take 1
  • Research
  • Unified, robust algorithms. Make it the standard
    that researchers add to the repository. We would
    build more on each others work. Quality and
    development speed would increase.
  • Simulation building blocks
  • Modeling
  • Output analysis
  • Parameter search
  • Problem testbeds and instance generators.
  • Education and Implementation
  • More general modeling language, unifying CP,
    IP/LP, NLP.

5
Cyberinfrastructure Vision for DMIIOperations
Research- Take 2
  • What are the big opportunities in OR?

6
Cyberinfrastructure Vision for DMIIOperations
Research- Take 2
  • Claim OR is unusual among science/engineering
    disciplines in that the applicability of present
    technology, as perceived internally, is 10-100
    times the present level.
  • Whats wrong? OR is about decision making, not
    just solving models. Old news
  • but CyberInfrastructure could increase the
    applicability of OR by an order of magnitude.

7
Cyberinfrastructure Vision for DMIIOperations
Research- Take 2
  • How can CI help?
  • CASE STUDIES.
  • Gap exists between business problem and model
  • We have 50 times as many algorithm sites as case
    study sites.
  • Computing and web resources now capable of
    storing and transmitting the large, unstructured
    variegated info accompanying a real problem
  • Use testbeds for both research and education

8
Cyberinfrastructure Vision for DMIIOperations
Research- Take 2
  • TOOLS FOR ORGANIZING, VISUALIZING, CLEANING,
    EXTRACTING DATA FOR USE IN MODELING.
  • Organizing and cleaning data blocks many
    applications.
  • Expose students to messy problems and data.
    Greatly increase the number of graduates
    competent to use serious OR tools on real
    problems. B.S.-Ph.D.
  • Collaborative work between statistics and OR
    might produce useful tools for linking data,
    forecasting, uncertainty in models.

9
Cyberinfrastructure Vision for DMIIOperations
Research- Take 2
  • AUTOMATED OR INTELLIGENT-AGENT-GUIDED WEB-BASED
    MODELING.
  • Enable end-user modeling (perhaps crude, perhaps
    if-then)
  • It succeeds if it helps the decision-maker
    realize that the problem calls for OR methods
  • Seamless links between modeling languages
    simulations, and spreadsheets databases.

10
Cyberinfrastructure Vision for DMIIOperations
Research- Take 2
  • Virtual domains e.g. jobshop
  • Descriptive modeling tools e.g. warehouse,
    supply chain
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