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Optimization in Industry

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How to optimally schedule the use of equipment ... Media Industry TV, Radio. VLSI Testing through Optimization. VLSI Testing ... – PowerPoint PPT presentation

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Title: Optimization in Industry


1
Optimization in Industry
  • Xinhui Zhang
  • Assistant Professor of Industrial Engineering
  • Wright State University
  • xinhui.zhang_at_wright.edu

2
My Background
  • About Me
  • Ph.D., The University of Texas at Austin
  • Assistant Professor of Industrial Engineering
  • Research Interest Projects
  • Research with Local Community

3
Research Interest
  • Mathematical Programming/Optimization
  • Linear Programming, Integer Programming
  • Applications
  • Manufacturing/Production Planning
  • Logistics/Transportation
  • Resource Allocation and Management
  • Design Optimization

4
Research Projects
  • Equipment Scheduling at USPS Mail Processing
    Facilities Manufacturing Service Industry
  • Expected to be implemented 275 Facilities
    Nationwide
  • Crew Management During Airline Irregular
    Operations Logistic and Transportation Industry
  • Implemented in Northwest, American Airlines
  • Advertising Allocation for Television Networks
    Media Industry such as NBC, CBS
  • The Testing of VLSI Semiconductor
  • Intel, Lucent, AMD,

5
Equipment Scheduling
  • Equipment Scheduling in Mail Processing Center
  • Background 275 Facilities, 800,000 employee,
    million dollars worth of equipments
  • Problem -- How to run the facility efficiently
  • How to optimally schedule the use of equipment
  • How to schedule the various category of workers
    to run the equipment
  • Inventory Control and Flow of Materials
  • Approach Production Planning Optimization that
    combines machine scheduling, inventory control
    and work force scheduling
  • Applicable to any general manufacturing system

6
Crew Recovery Under Airline Irregular Operations
  • Crew Management in Airline Irregular Operations
  • Disruptions snow storm, mechanical failures, no
    show
  • Effects could propagate through the system
  • Problem How to bring crew (pilot and flight
    attendant) back to their published schedule and
    to cover as many flights as possible with minimum
    cost and disruption
  • Approach
  • A set covering model with side constraints
  • A Simulated Annealing Algorithm
  • Airline, Railways, Transportation/Logistics,
    Service Industry (Hospitals)

7
Advertising Allocation Problems
  • Advertising Allocation For TV Networks
  • Expensive perishable asset (advertising slots) to
    be sold to competing advertiser
  • Problem How to determine the winning advertiser
    as well as assignment of advertisement slots to
    winners
  • Approach
  • A two-step hierarchical approach A Winner
    Selection Problem and A Pod Adjust Problem
  • A column generation algorithm
  • Media Industry TV, Radio

8
VLSI Testing through Optimization
  • VLSI Testing
  • A essential part of design, manufacturing, and
    testing
  • Time consuming and expensive as VLSI become
    complicated
  • VLSI Testing using Optimization
  • Linear Integer Programming Optimization for
    Multi-Sequence Test Generator in Built-In
    Self-Test
  • Submitted to IEEE trans. on Aerospace and
    Electronic Systems
  • The Reduction of VLSI Test Signals through
    Optimization
  • To be submitted to INFORMS Journal of Computing
  • Semiconductor Industry such as Intel, Lucent and
    Air Force

9
Research Impact
  • Equipment Scheduling in Mail Processing Centers
  • Being implemented in 275 PDCs nationwide
  • Annual saving in the order of 1.6 millions
    expected per facility
  • Crew Management in Airline Irregular Operations
  • Used in Northwestern, American, Continental
    Airlines
  • Millions saving, customer goodwill were achieved
  • Franz Edelman Prize , INFORMS, 2002

10
Illustration of Impact Equipment Scheduling --
Result
Comparison of Weekly Staffing Cost
  • If half of the saving is realized ? 1.6
    million/year
  • 275 Facilities Nationwide

11
Short Term Equipment Scheduling
  • Short Term Equipment Scheduling and Overtime
    Management
  • Disruptions employee absenteeism, fluctuation in
    volume, Machine Breakdowns
  • Problem how to re-adjust the equipment schedule
    with minimum staff overtime cost
  • Short Term/Daily Production Management
  • (USPS is thinking of pursuing this early next
    year. )

12
Research with Local Community
  • Applicable in any General Manufacturing such as
    auto assembly systems
  • Lot Sizing Inventory Control
  • Production Planning and Machine Scheduling
  • Workforce Scheduling and Overtime Management
  • Logistics and Supply Chain Management

13
Research with Local Community
  • Welcome All Optimization Problems in Other
    Industries
  • Supply Chain Management
  • Logistics / Transportation
  • Design Optimization, not limited in Semiconductor
  • Resource Allocation and Management in Service
    Industry

14
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