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Operations Research
4EK601
4EK601 - Operations Research
___________________________________________________________________________
Operations Research  Jan Fábry
http://nb.vse.cz/~fabry
fabry@vse.cz
Jan Fábry
434 NB
http://isis.vse.cz
4EK601 - Operations Research
___________________________________________________________________________
Operations Research  Jan Fábry
Content
1. Introduction
2. Linear Programming
3. Network Models
4. Inventory Models
5. Waiting Line Models
6. Computer Simulation
7. Multiple Criteria Decision Making
Literature
Jan Fábry - Management Science. UEP,
October 2003.
Presentations: http://nb.vse.cz/~fabry
Operations Research - Introduction
Operations Research = Management Science
Alternative Names
 operational research
 operations analysis
 quantitative analysis
 quantitative methods
 systems analysis
 decision analysis
 decision science
___________________________________________________________________________
Operations Research  Jan Fábry
History of OR/MS
 World War II
 End of the 20th Century
Operations Research - Introduction
 Lingo (LINDO)
 MPL for Windows
 XPRESS (FICO)
 CPLEX (IBM ILOG)
 AIMMS
 AMPL
 Gurobi
 NEOS
 MS Excel (FRONTLINE SOLVERS)
 SIMPROCESS
 SIMUL 8
 Matlab
___________________________________________________________________________
Operations Research  Jan Fábry
Software
Operations Research - Introduction
___________________________________________________________________________
Operations Research  Jan Fábry
Definition
1. MS/OR is the application of scientific methods, techniques
and tools to problems involving the operations of systems so
as to provide those in control of the operations with
optimum solutions to the problems.
2. MS/OR is the application of the scientific method to the
study of the operations of large, complex organizations or
activities.
3. MS/OR is the application of the scientific method to the
analysis and solution of managerial decision problems.
Operations Research - Introduction
___________________________________________________________________________
Operations Research  Jan Fábry
Definition - summary
 Application of SCIENTIFIC METHOD
 Analysis of MANAGERIAL PROBLEMS
 Study of LARGE & COMPLEX SYSTEMS
 Finding OPTIMAL SOLUTION
 Use of MATHEMATICAL MODELS
 Use of COMPUTERS & SPECIAL SW
Operations Research - Introduction
___________________________________________________________________________
Operations Research  Jan Fábry
Modeling Process
Real-World
Problem
Recognition and
Definition of the
Problem
Formulation and
Construction of the
Mathematical
Model
Solution
of the Model
Interpretation
Validation and
Sensitivity Analysis
of the Model
Implementation
Operations Research - Introduction
___________________________________________________________________________
Operations Research  Jan Fábry
Recognition & Definition of the Problem
 Processes
 Restrictions
 Goal
Mathematical Model
 Variables
 Constraints (equations, inequalities)
 Objective function
Operations Research - Introduction
___________________________________________________________________________
Operations Research  Jan Fábry
Mathematical Model
Finding a proper balance between the
level of simplification of reality and
good representation of reality.
Reality Model
Model
 Deterministic
 Probabilistic
Operations Research - Introduction
___________________________________________________________________________
Operations Research  Jan Fábry
Solution
 Infeasible
 Feasible
 Optimal
Model Interpretation
Sensitivity Analysis
Implementation
Model Validation
Operations Research - Introduction
___________________________________________________________________________
Operations Research  Jan Fábry
Management Science Techniques
 Linear Programming
 linear objective function – min/max
 linear constraints
 Integer LP, Binary LP, Mixed Integer LP
 Nonlinear Programming
 nonlinear objective function
and/or
 nonlinear constraints
Operations Research - Introduction
___________________________________________________________________________
Operations Research  Jan Fábry
Management Science Techniques
 special type of LP problems
(special structure of model)
 transportation problem
 assignment problem
 Distribution Models
Operations Research - Introduction
___________________________________________________________________________
Operations Research  Jan Fábry
Management Science Techniques
 multiple criteria
 compromise
 limited/unlimited number of alternatives
 goal programming
 Multiple Criteria Decision Making
Operations Research - Introduction
___________________________________________________________________________
Operations Research  Jan Fábry
Management Science Techniques
 network – nodes, arcs
 evaluated network
 minimal distance, maximal flow etc.
 planning, scheduling & controlling projects
 CPM, PERT
 Network Models
 Project Management
Operations Research - Introduction
___________________________________________________________________________
Operations Research  Jan Fábry
Management Science Techniques
 how much to order?
 when to order?
 deterministic/probabilistic models
 servers, customers
 goal – optimal number of servers
 analytical approach, computer simulation
 Inventory Models
 Waiting Line Models (Queuing Models)
Operations Research - Introduction
___________________________________________________________________________
Operations Research  Jan Fábry
Management Science Techniques
 computer experiments with models
 complex systems
 Computer Simulation
 2 or more decision makers
 possible strategies
 Games Theory

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Lecture 1 (1).ppt

  • 2. 4EK601 - Operations Research ___________________________________________________________________________ Operations Research  Jan Fábry http://nb.vse.cz/~fabry fabry@vse.cz Jan Fábry 434 NB http://isis.vse.cz
  • 3. 4EK601 - Operations Research ___________________________________________________________________________ Operations Research  Jan Fábry Content 1. Introduction 2. Linear Programming 3. Network Models 4. Inventory Models 5. Waiting Line Models 6. Computer Simulation 7. Multiple Criteria Decision Making Literature Jan Fábry - Management Science. UEP, October 2003. Presentations: http://nb.vse.cz/~fabry
  • 4. Operations Research - Introduction Operations Research = Management Science Alternative Names  operational research  operations analysis  quantitative analysis  quantitative methods  systems analysis  decision analysis  decision science ___________________________________________________________________________ Operations Research  Jan Fábry History of OR/MS  World War II  End of the 20th Century
  • 5. Operations Research - Introduction  Lingo (LINDO)  MPL for Windows  XPRESS (FICO)  CPLEX (IBM ILOG)  AIMMS  AMPL  Gurobi  NEOS  MS Excel (FRONTLINE SOLVERS)  SIMPROCESS  SIMUL 8  Matlab ___________________________________________________________________________ Operations Research  Jan Fábry Software
  • 6. Operations Research - Introduction ___________________________________________________________________________ Operations Research  Jan Fábry Definition 1. MS/OR is the application of scientific methods, techniques and tools to problems involving the operations of systems so as to provide those in control of the operations with optimum solutions to the problems. 2. MS/OR is the application of the scientific method to the study of the operations of large, complex organizations or activities. 3. MS/OR is the application of the scientific method to the analysis and solution of managerial decision problems.
  • 7. Operations Research - Introduction ___________________________________________________________________________ Operations Research  Jan Fábry Definition - summary  Application of SCIENTIFIC METHOD  Analysis of MANAGERIAL PROBLEMS  Study of LARGE & COMPLEX SYSTEMS  Finding OPTIMAL SOLUTION  Use of MATHEMATICAL MODELS  Use of COMPUTERS & SPECIAL SW
  • 8. Operations Research - Introduction ___________________________________________________________________________ Operations Research  Jan Fábry Modeling Process Real-World Problem Recognition and Definition of the Problem Formulation and Construction of the Mathematical Model Solution of the Model Interpretation Validation and Sensitivity Analysis of the Model Implementation
  • 9. Operations Research - Introduction ___________________________________________________________________________ Operations Research  Jan Fábry Recognition & Definition of the Problem  Processes  Restrictions  Goal Mathematical Model  Variables  Constraints (equations, inequalities)  Objective function
  • 10. Operations Research - Introduction ___________________________________________________________________________ Operations Research  Jan Fábry Mathematical Model Finding a proper balance between the level of simplification of reality and good representation of reality. Reality Model Model  Deterministic  Probabilistic
  • 11. Operations Research - Introduction ___________________________________________________________________________ Operations Research  Jan Fábry Solution  Infeasible  Feasible  Optimal Model Interpretation Sensitivity Analysis Implementation Model Validation
  • 12. Operations Research - Introduction ___________________________________________________________________________ Operations Research  Jan Fábry Management Science Techniques  Linear Programming  linear objective function – min/max  linear constraints  Integer LP, Binary LP, Mixed Integer LP  Nonlinear Programming  nonlinear objective function and/or  nonlinear constraints
  • 13. Operations Research - Introduction ___________________________________________________________________________ Operations Research  Jan Fábry Management Science Techniques  special type of LP problems (special structure of model)  transportation problem  assignment problem  Distribution Models
  • 14. Operations Research - Introduction ___________________________________________________________________________ Operations Research  Jan Fábry Management Science Techniques  multiple criteria  compromise  limited/unlimited number of alternatives  goal programming  Multiple Criteria Decision Making
  • 15. Operations Research - Introduction ___________________________________________________________________________ Operations Research  Jan Fábry Management Science Techniques  network – nodes, arcs  evaluated network  minimal distance, maximal flow etc.  planning, scheduling & controlling projects  CPM, PERT  Network Models  Project Management
  • 16. Operations Research - Introduction ___________________________________________________________________________ Operations Research  Jan Fábry Management Science Techniques  how much to order?  when to order?  deterministic/probabilistic models  servers, customers  goal – optimal number of servers  analytical approach, computer simulation  Inventory Models  Waiting Line Models (Queuing Models)
  • 17. Operations Research - Introduction ___________________________________________________________________________ Operations Research  Jan Fábry Management Science Techniques  computer experiments with models  complex systems  Computer Simulation  2 or more decision makers  possible strategies  Games Theory