chapter 2 - problem formulation
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Simulation and Modelling
2 Problem Formulation
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Lessons
1. Introduction
2. Formal Problem Statement
3. Orientation4. Project Objectives
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1. Introduction
Goal: understanding what is to be
accomplished by performing the study.
The activities:
1. A formal problem statement
2. Orientation of the system
3. Establishment of specific project objectives
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2. Formal Problem Statement
Goal:
Provide both the practitioner and the potential audience
with a clearly understandable high-level justification for
the simulation. The goal including:
1. Increasing customer satisfaction
2. Increasing throughput
3. Reducing waste
4. Reducing work in progress
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Increasing Customer Satisfaction
Increasing customer satisfaction is of fundamental interest inany system involving service operations.
This type of system typically includes waiting or processingqueues.
Reductions in queue time usually result in increased customersatisfaction.
Customer satisfaction may also involve delivering productswhen promised.
Reductions in the number of tardy jobs will reduce operatingcosts associated with the loss of goodwill and will increasecustomer satisfaction.
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Increasing Throughput
Increasing throughput involves the amount ofproducts or number of jobs that can beprocessed over a given period of time.
This can involve the elimination orimprovement of different process operations.
It can also include the identification and
redesign of bottleneck processes.
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Reducing Waste
Reducing waste results in reduced operatingcosts and increased net profits.
Waste can be reduced through reductions in
spoilage and obsolescence. Spoilage can involve processes that are time
and temperature critical.
Obsolescence waste can result from an
organizations inability to bring its product tothe market on time.
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Reducing Work in Progress
Work in progress is work that requires further processing forcompletion.
Work in progress is commonly found in processes that requiremultiple discrete operations.
Work in progress typically requires storage before the nextprocess can be carried out.
Reducing work in progress reduces process costs associatedwith resource capacity and storage requirements.
Large amounts of work in progress can result from insufficient
resource capacity or poor operating policies. Reducing work in progress can decrease the space needed for
manufacturing or distribution facilities.
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Tools for Developing the Problem
Statement
Fishbone/Cause-Effect/Ishikawa Chart The Fishbone chart is also known as the cause-and-effect
diagram, manmachinematerial chart, and as the Isikawachart (Suzaki, 1987).
The purpose of this chart is to identify the cause of theproblem oreffect of interest.
Pareto Chart The Pareto chart is a second technique to help the
practitioner to develop the problem statement.
It may turn out that there are several sources or causes ofthe problem or problems of interest.
This is frequently referred to as the 8020 rule: 80% of theproblem is caused by 20% of the factors.
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Fishbone Chart
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Pareto Chart
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7 Basic Quality Control Tools
1. Histogram
2. Pareto Chart
3. Check Sheet4. Control Chart
5. Flow Chart
6. Fishbone/Cause-Effect/Ishikawa Chart7. Scatter Plot
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Histogram
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Check Sheet
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Control Chart
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Flow Chart
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Scatter Plot
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3. Orientation
Goal: The practitioners familiarizing himself
or herself with the system.
Orientation Process/Types:
1. Initial orientation visit
2. Detailed flow orientation visit
3. Review orientation visit
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Initial Orientation Visit
Goal: To obtain a high-level understanding of the
basic inputs and outputs of the system.
It is important not to attempt to understand too
much detail of the system in the initial visit. After the initial orientation visit, the practitioner
should immediately reflect on the major components
of the process while recollection of the visit is still
fresh.
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Detailed Flow Orientation Visit
Goal: An understanding of how the systemoperates.
The practitioner should make detailed notes on thesystem operation by recording:
1. The types of entities that are processed by the system
2. The number and type of queues
3. The number and type of system resources
4. The sequence of processes as experienced by the entities
5. How the system performance can be measured
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Review Orientation Visit
Goal: To ensure that the understanding of the
system operation is consistent with the
practitioners understanding of the system
and/or flow chart.
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Tools for The Orientation
High degree of access to the system.
Recording devices:
1. Digital camera (pictures, photos)
2. Camcorder (video)
3. Tape recorder, mini recorder (sounds)
4. Computer activity recorder
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4. Project Objectives
Project objectives are dynamic.
Common project objectives may involve
1. Performance-related operating policies
2. Performance-related resources policies
3. Cost-related resource policies
4. Equipment capabilities evaluation
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Decision-Making Tools for Determining
Project Objectives
Brainstorming: to generate a storm of ideas Brainstorming preparation
Brainstorming process
Electronic brainstorming (email, chat, forum, etc.)
Nominal group technique Al of the participants have the opportunity to vote on what they
believe is the most important project objective. All of the participantsare given an equal number of vote to cast.
Delphi process Serves the same function as the nominal group technique. All voting is
conducted anonymously after the brainstorming session hasconcluded. The administrator distributes a list of all of thebrainstorming ideas. The participants then vote for a particular idea.At the end, the administrator retains only a set of the most popularideas.
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