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Computers ind. Engng Vo1.15, Nos 1-4, pp.338-343, 1988 Printed in Great Britain. All rights reserved

0360-8352/88 $3.00+0.00 Copyright c 1988 Pergamon Press plc

T H E S T R U C T U R E O F Q U A L I T Y I N F O R M A T I O N S Y S T E M IN A CC~4PUTER I N T E G R A T E D M A N U F A C T U R I N G ENVIP~MMENT

C h i a - h a o C h a n g

U n i v e r s i t y of M i c h i g a n - D e a r b o r n

C O M P U T E R I N T E G R A T E D M A N U F A C T U R I N G (CIM} E N V I R O N M E N T

B y n o w it b e c o m e s a w e l l a c c e p t e d fact t h a t c o m p u t e r t e c h n o l o g y c a n s i g n i f i c a n t l y i m p r o v e t h e p r o d u c t i v i t i e s of m a n u f a c t u r i n g s y s t e m s . M o r e a n d m o r e m a n u f a c t u r i n g f u n c t i o n s are c o m p u t e r i z e d , a n d t h e r e s u l t s a r e u s u a l l y e n c o u r a g i n g . A m o n g them, C A D ( c o m p u t e r - a i d e d d e s i g n ) , for i n s t a n c e , is a s u c c e s s f u l e x a m p l e . F o r o v e r t w e n t y years, C A D a p p l i c a t i o n s w e r e d o m i n a t e d b y t h e a e r o s p a c e i n d u s t r i e s a n d a p p e a r e d o n l y t h e r i c h i n d u s t r i a l g i a n t s c o u l d a f f o r d s u c h l u x u r y . N o w t h e d e v e l o p m e n t o f m i c r o c o m p u t e r b a s e d C A D p a c k a g e s h a s p o p u l a r i z e d t h e u s e o f s u c h i n t e r a c t i v e c o m p u t e r g r a p h i c d e s i g n s , a n d t h e r e f o r e e v e n s m a l l f i r m s c a n e n j o y t h e b e n e f i t s of u s i n g C A D in t h e i r d e s i g n p r o c e s s e s . C A M ( c o m p u t e r - a i d e d m a n u f a c t u r i n g ) , a c o n c e p t o f a p p l y i n g c o m p u t e r t e c h n o l o g y in m a n u f a c t u r i n g p l a n n i n g a n d c o n t r o l , h a s a l s o b e e n f l o w i n g in i n d u s t r i e s o v e r t h e last t w o d e c a d e s . L i k e CAD, C A M p a c k a g e s o n c e c o u l d o n l y b e a f f o r d e d b y a s m a l l n u m b e r o f i n d u s t r i a l g i a n t s , n o w a l m o s t a n y f i r m c a n c o n s i d e r t o i n s t a l l s o m e a f f o r d a b l e p a c k a g e s to i m p r o v e its m a n u f a c t u r i n g p r o c e s s e s . In t h e e a r l y days, M R P ( m a t e r i a l r e q u i r e m e n t s p l a n n i n g ) s y s t e m s h a d g e n e r a t e d n u m e r o u s u n p l e a s a n t s t o r i e s t h a t b r o u g h t s e r i o u s d o u b t s a b o u t t h e c o m p u t e r i z e d m a n u f a c t u r i n g p r o c e s s . A f t e r y e a r s of i m p r o v e m e n t , M R P II ( m a n u f a c t u r i n g r e s o u r c e p l a n n i n g ) w a s e v e n t u a l l y w i d e l y a c c e p t e d b y t h e i n d u s t r i e s . The d e v e l o p m e n t of M R P II a l s o r e p r e s e n t s t h e r e c o g n i t i o n o f i s o l a t i o n of p r o d u c t i o n m o d u l e f r o m t h e o t h e r f u n c t i o n s , s u c h as c a p a c i t y a n d r e s o u r c e p l a n n i n g , is n o t r e a l i s t i c . T h e p r o d u c t i o n p l a n n i n g a n d c o n t r o l f u n c t i o n h a v e t o c o n s i d e r t h e c a p a c i t y r e q u i r e m e n t s a n d a v a i l a b l e r e s o u r c e s in g e n e r a t i n g f e a s i b l e plans, s c h e d u l e s a n d r e c o m m e n d a t i o n s .

E x t e n d e d f r o m t h e c o n c e p t of i n t e g r a t i o n , s o m e s y s t e m v e n d o r s b e l i e v e b u s i n e s s f u n c t i o n s like m a r k e t i n g , f i n a n c e a n d a d m i n i s t r a t i o n are all r e l e v a n t to t h e p r o d u c t i o n a n d p l a n n i n g p r o c e s s e s . A n e x a m p l e is M A P I C S II ( m a n u f a c t u r i n g a c c o u n t i n g a n d p r o d u c t i o n i n f o r m a t i o n c o n t r o l s y s t e m v e r s i o n 2). It i n t e g r a t e s i n f o r m a t i o n

a c r o s s f u n c t i o n a l a r e a s a n d m a n a g e s t h e r e s o u r c e s o f m a n p o w e r , f a c i l i t i e s a n d m a t e r i a l s e f f e c t i v e l y . Its p r o d u c t i o n f u n c t i o n u s e s b u s i n e s s d a t a to e x p e d i t e p l a n n i n g , f o r e c a s t i n g , s c h e d u l i n g a n d c o n t r o l . T h e u l t i m a t e g o a l of a p p l y i n g c o m p u t e r t e c h n o l o g y in m a n u f a c t u r i n g e n v i r o n m e n t is t o s h a d e all t h e e n g i n e e r i n g a n d b u s i n e s s a c t i v i t i e s u n d e r o n e s i n g l e u m b r e l l a c a l l e d C I M ( c o m p u t e r i n t e g r a t e d m a n u f a c t u r i n g ) . A l t h o u g h u p t o n o w t h e r e is no c o m m e r c i a l l y a v a i l a b l e C I M s y s t e m t h a t c a n b u i l d u p a t o t a l l y a u t o m a t e d system, t h e t r e n d is c l e a r l y t o w a r d t h a t d i r e c t i o n .

T H E R O L E O F Q U A L I T Y F U N C T I O N IN A C I M S Y S T E M

In o r d e r to s u p p o r t t h e d e v e l o p m e n t of a t o t a l l y a u t o m a t e d system, one h a s to f i r s t e x a m i n e t h e s t a t e of c o m p u t e r - b a s e d m a n u f a c t u r i n g s y s t e m s in t h e U n i t e d S t a t e s . O n e o b s e r v a t i o n is t h a t t h e q u a l i t y a s s u r a n c e m o d u l e is u s u a l l y m i s s i n g in t h e s y s t e m s (Garvin, 1983, a n d T a k e u c h i a n d Quelch, 1983). E v e n for t h o s e c o m p a n i e s t h a t i n c l u d e q u a l i t y a s s u r a n c e m o d u l e s in t h e i r c o n t r o l systems, m a n y of t h e m are l i m i t e d t o a f t e r - f a c t q u a l i t y i n s p e c t i o n s a n d s t a t i s t i c a l p r o c e s s c o n t r o l only. It is c l e a r t h a t in o r d e r t o d e s i g n t h e r i g h t p r o d u c t s for c ~ s t o m e r s a n d i m p r o v e t h e a b i l i t y to p r e d i c t a n d d e t e c t q u a l i t y p r o b l e m s at an e a r l y stage, t h e r e is a s t r o n g n e e d for an i n f o r m a t i o n s y s t e m t o s u p p o r t t h e q u a l i t y f u n c t i o n . S u c h f u n c t i o n s h o u l d b e e x t e n d e d f r o m t h e p r o d u c t i o n s t a g e t o c o v e r t h e p r e - p r o d u c t i o n a n d p o s t - p r o d u c t i o n s t a g e s as well. T h i s b r o a d e r v i e w o f t h e q u a l i t y f u n c t i o n is a t o u g h l e s s o n l e a r n e d f r o m t h e r e c e n t c o m p e t i t i o n w i t h f o r e i g n i n d u s t r i e s , e s p e c i a l l y t h e J a p a n e s e . U.S. i n d u s t r i e s f i n d out t h a t p r o d u c i n g d e f e c t free p r o d u c t s is n o t e n o u g h . O n e h a s t o k n o w t h e c u s t o m e r s f i r s t a n d t h e n p r o v i d e t h e r i g h t p r o d u c t s to s a t i s f y t h e i r n e e d s in o r d e r to s t a y c o m p e t i t i v e .

To a c h i e v e s u c h o b j e c t i v e , a c o m p a n y has t o l a u n c h a r e s e a r c h on c u s t o m e r n e e d s t h a t w h i c h w i l l b e t h e i n p u t s to t h e m a n u f a c t u r i n g plans, so t h a t d e s i r e d p r o d u c t s c a n b e p r o d u c e d a n d d e l i v e r e d t o t h e t a r g e t c u s t o m e r s . A f t e r sales, t h e q u a l i t y f u n c t i o n w i l l c o l l e c t f e e d b a c k s t o see if t h e

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Chang : S t r u c t u r e of a q u a l i t y i n f o r m a t i o n s y s t e m 339

products are actually what t h e

customers desire. In a b r o a d e r sense, activities, from m a r k e t i n g research t o

field service and audit, are parts of

quality function. This kind of

quality a s s u r a n c e information system can be u s e d to m o n i t o r the p r o d u c t i o n performance, to prevent defects, and t o find out the customers' p e r c e p t i o n of

product quality. That will lead to

b e t t e r performance, better products,

b e t t e r service, and eventually, better

sales. The importance of such quality

information system to a company' s

c o m p e t i t i v e edges, is easy to recognize, but u n f o r t u n a t e l y none of the existing c o m p u t e r i z e d m a n u f a c t u r i n g systems c o m p r e h e n s i v e l y fulfills that need

(Suresh and Meredith, 1985). For a

basic design, this paper is now going

to study the architecture of t h e

quality i n f o r m a t i o n system and its interfaces w i t h C A D / C A M and other

functions in a computer integrated

m a n u f a c t u r i n g environment.

T H E S T R U C T U R E O F A C I M S Y S T E M CIM (computer i n t e g r a t e d manufacturing) is an e v o l v e d concept. There is a close r e l a t i o n s h i p among CAD, CAM and CIM. Many p r a c t i t i o n e r s believe the

term 'CIM' can be used interchangeably

w i t h CAD/CAM. It represents an

i n t e g r a t i o n of the c o m p u t e r i z e d design and m a n u f a c t u r i n g functions into a

sequence of activities. The interface

to connect CAD and CAM is CAPP

(computer-aided process planning),

where the design is c o n v e r t e d into m a n u f a c t u r i n g process plans in t h e m a k i n g of the product.

However, a broader v i e w of CIM will

involve all the relevant e n g i n e e r i n g

and business functions. For example,

m a n a g e m e n t information systems and

decision support systems that support

the m a n a g e m e n t and operations in a m a n u f a c t u r i n g system are c o n s i d e r e d as parts of a CIM system. That is the same

for a quality information system. It

plays an unique and important role in

the m a n u f a c t u r i n g system, and it can also be c o n s i d e r e d as an individual

part in a CIM environment. Figure 1

contains the major components of a C I M system.

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Fig. 1 Components of a CIM System

One may v i e w a C I M system through t h e i n f o r m a t i o n flow in the system. The earliest phase perhaps is m a r k e t i n g

where customer needs and competitors'

s t r a t e g i e s are studied. C o l l e c t e d information will help to set up company strategies. The m a r k e t i n g research

supplies the input to the design and

d e v e l o p m e n t phase. So during the CAD

process, one can design a product that

meets customer requirements and is

fully functional in the way customers

expect. The c o m p l e t e d design will be c o n v e r t e d to m a n u f a c t u r i n g process

plans by the CAPP function. The CAM

process accepts inputs from CAPP,

forecast demands and information of

available capacities and resources. It

g e n e r a t e s top-down m a n u f a c t u r i n g p l a n n i n g schemes. From a m e d i u m - r a n g e p l a n n i n g point of view, the master p r o d u c t i o n schedules plan the material

requirement orders for each level of a

p r o d u c t ' s structure (bill-of-material). The shop floor dispatching, b a s e d on the short t e r m available capacities and

resources, will adjust the shedule t o

fit the current situation. There are

devices at the shop floor level to

collect various data for m o n i t o r i n g the

process and performance. Inspection

and t e s t i n g procedures are used to enforce quality through the statistical

process control. Even after the

products are p a c k e d and shipped out,

the system continues to collect field

data. Service, w a r r a n t y and follow-up

are important to the customers. The

p o s t - s a l e s feedback indicates the customers" opinions about the product, and such information will contribute to

the future development and product

designs. Figure 2 illustrates the

product cycle information flow in a CIM system.

T H E S T R U C T U R E O F A Q U A L I T Y I N F O R M A T I O N S Y S T E M

The life cycle of a QIS (quality

i n f o r m a t i o n system) starts early from the m a r k e t i n g phase, where customer

needs and competitors' strategies are

studied, to the post-sales service and

follow-up phase where customer

feedbacks are c o l l e c t e d to determine

the level of their satisfaction. It is

truly a function crossing the whole CIM

process. We may roughly divide a

quality information system into three

stages: p r e - p r o d u c t i o n stage,

p r o d u c t i o n stage and p o s t - p r o d u c t i o n stage.

F u n c t i o n s o f Q I S D u r i n g P r e - p r o d u c t i o n S t a g e

The p r e - p r o d u c t i o n quality function has

lately drawn a lot of attention from

the quality control industries. It is

mainly b e c a u s e of companies starting to r e c o g n i z e the importance of customer s a t i s f a c t i o n in their sales. During

this stage, the quality function does

m a r k e t i n g researches on the customers

and competitors. In order to develop

o p t i m i z e d company strategies to be

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3 ' 4 0

Proceedings of

t h e l O t h A n n u a l C o n f e r e n c e on

Computers & I n d u s t r i a l Engineering

SPECIFICATION

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M A S T E R

COMPUTER

CAPACITY

PRODUCTION

AIDED

SCHEDULING

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PLANNING

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MATERIAL

REQUIREMENTS

PLANNING

INVENTORY

MANAGEMENT I

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PACKAGING &

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FEEDBACK

Fig. 2 Information Flow in a CIM System

main competitors. Their status and

strategies will affect the company on

setting its own offensive and/or

d e f e n s i v e strategies. C o l l e c t e d data,

analyzed information and company

strategies will all be stored in the

database as part of the company's

decision support systems.

P r e - p r o d u c t i o n quality function also

collects and studies the information

about the company's customers: their

background, status, and needs. A

c u s t o m e r - d r i v e n company believes that s a t i s f y i n g its customers should be the

company's goal. Through m a r k e t i n g

research, a company tries to find out

the r e q u i r e m e n t s to satisfy its

customers. The quality function

deployment process will convert the

requirements in terms of product

functions, styles and other e n g i n e e r i n g

descriptions. Based on those

e n g i n e e r i n g descriptions, the design p r o c e s s will develop a quality design of the product that customers want. The

g e o m e t r i c a l shape of the parts making the product will be established and the b i l l - o f - m a t e r i a l will also be

initiated. At the time to release the

design, the specifications of all parts

will be detailed sufficiently to

develop the process plans. Those

specifications and designs will be

stored in the storage medium to be

r e t r i e v e d by further processes.

The process p l a n n i n g analyzes the

e x i s t i n g processes and/or new processes required to produce a designed product. The needs of numerical control programs

in the shop floor level will also be

c o n s i d e r e d during the process planning.

Quality goals and standards are

d e v e l o p e d along with the process

planning, so the establishment and

s p e c i f i c a t i o n of quality standards can

help to assure that the p l a n n e d

p r o c e s s e s will produce the product with

quality of conformance. The database

[image:3.533.109.417.73.466.2]
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Chang : Structure of a quality information system

341

I

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Customer

Studies

I

Market

Research

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1 Competitor

I Studies

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I Customer I

Requirements I

I QUALITY FUNCTION J

Preproduction Stage

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Deployment [ [ QualityPlanning

and Standards Inspeclion J

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Setting Quality

Goals and

Standards

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Specifications I

Product Design I [ Process Plans [

(Quality of [ [ (Quality of

Design)

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Fig. 3 Functions of QIS During Pre-Production Stage

To protect the quality of the product

from using defective parts, the pre-

p r o d u c t i o n quality function also

enforces incoming inspection. It tests

the incoming parts and makes sure that

only quality parts will be sent to the

p r o d u c t i o n lines and/or warehouse. V e n d o r p e r f o r m a n c e will be studied

along with the incoming inspection

process. Any acceptance or rejection

will be r e c o r d e d in the v e n d o r - h i s t o r y

database. The feedback from the

p r o d u c t i o n lines may also form the

input to update the information about

the vendor's performance. Figure 3

represents the hierarchical view of the

functions of QIS during the pre-

p r o d u c t i o n stage.

Functions of QIS During Production Stage

In the past, quality control during the p r o d u c t i o n stage was considered the m a i n s t r e a m of quality function. One

can find a rich number of publications

d i s c u s s i n g the function and techniques i m p l e m e n t e d in that stage. The basic operations include inspections of parts and a s s e m b l e d products, and statistical

process control. The quality

information system collects data during

the process to support the statistical

process control. That includes the

rapid d e t e c t i o n of out-of-control

conditions and generates the process

alarm. The quality information system

helps to locate the causes of defects,

and recommends the corrective actions.

Like any other function, the

statistical process control function

also allows information retrieval

through report g e n e r a t i o n and real time inquiry.

While the p r e - p r o d u c t i o n stage focuses on the quality design of a product that satisfies customer needs, the objective of p r o d u c t i o n stage is to produce

products with low defect and

n o n c o n f o r m a n c e rate. Figure 4 represents the h i e r a r c h i c a l view of the functions of QIS during the p r o d u c t i o n stage.

I

I

In-Process

Inspection

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QUALITY FUNCTION I

Production Stags

I

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Statistical

I

Process Control

I

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AoUon i J Retrieval J

'Information'

Fig. 4 Functions of QIS During Production Stags

Functions of QIS During Post-production Stage

During the p o s t - p r o d u c t i o n stage,

quality function will cover

warehousing, p a c k a g i n g and shipping p r o c e s s e s to ensure error-free product

delivery to the customers. After

selling the products, customer

s a t i s f a c t i o n will significantly depend

on vendor supports and after sales

service/warranty. Sales returns will be r e c o r d e d and investigated. R e l i a b i l i t y laboratories can examine and locate the

causes of defective products. Other

causes of customer d i s s a t i s f a c t i o n

should also be investigated. Those

study results and other customer

feedbacks will be stored in the quality i n f o r m a t i o n system, which acts like a c o m m u n i c a t i o n channel between the

customers and the company. With the

help of the quality information system,

the company can find the customers'

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342 Proceedings of the 10th Annual Conference on Computers & Industrial Engineering

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Post-Production Stags

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Fig 5 Functions of QIS During Post Production Stage

requirements, reduce defective rates, INTERFACZS W I T H O T H ~ R F U N C T I O N S IN A

implement corrective actions and C I M S ¥ $ ~

produce quality products. Figure 5

represents the hierarchical view of the Quality information system is not an

functions of QIS during the post- isolated function in a CIM system.

p r o d u c t i o n stage. A l o n g with the product life cycle, it

constantly exchanges information flow

Basic Operations

of

Information Syst~ma with other functions. When other

functions need information such as

The structure of c o m p u t e r - b a s e d

information systems to support all the

above m e n t i o n e d quality functions

involves similar basic operations.

Each function collects the relevant

data to be stored in some sort of

storage medium. The data will be

analyzed. The g e n e r a t e d information

will be used to support the decision

m a k i n g and operation. Databases will be m a i n t a i n e d and updated constantly. S c h e d u l e d and ad hoc reports will be g e n e r a t e d from those databases to support the m a n a g e m e n t ' s operations.

The recent advancements of

n o n p r o c e d u r a l query languages allow more n o n - t e c h n i c a l management personnel a c c e s s i n g databases using real time inquiries. B a s i c a l l y every function

should have these operations: data

collection, data analysis, database

u p d a t i n g and information retrieval for both report g e n e r a t i n g and real time

inquiry. Upon the needs, each

individual function may also require

additional operations.

I

I Data

Collection I I A

,s

; Ilnformationl IDataba.e~

I

R.tr,.v.,

II

Update/

I

I

I

I Generating

Reports I I R'lTlm'lnquiry

I

Fig 6 Basic Information Systems Operations

customer requirements, competitor

status, quality standards, quality

histories, updated quality information,

defective rates, sales return rates,

the d i s t r i b u t i o n of defective causes

and etc., they expect to be able to

retrieve those information from the

quality information system. Quality

information system collects data from

marketing, design process,

m a n u f a c t u r i n g and p r o d u c t i o n process, up to the p o s t - s a l e s field service phase, and those data are stored in the

databases to be used for analysis and

to support various functions in the CIM system.

During the p r e - p r o d u c t i o n stage, most

of the time the quality system

interfaces with the external

environment, and a lot of human factors

are involved. The system studies the

customers, competitors and vendors.

External e n v i r o n m e n t s are usually not

under company control, and human

behavior is dynamic rather than static.

That makes the stage a complex and

difficult one to deal with. In the

past, the importance of p r e - p r o d u c t i o n

quality function was underestimated.

The recent trend in the quality

industries is to put more weight on

customer studies and new design quality control. It is b e l i e v e d that a better quality p l a n n i n g and prevention can

save significant costs in the

subsequent processes.

During the p r o d u c t i o n and m a n u f a c t u r i n g

phase, the quality function is less

complicated. It is usually affected

only by the internal environmental

factors, and most of them can be under

company control. There are human

[image:5.533.93.444.73.222.2]
(6)

Chang : S t r u c t u r e o f a q u a l i t y i n f o r m a t i o n s y s t e m 343

stage. These factors are usually

a s s o c i a t e d with the operational

personnel such as foremen and

operators. At the operational level,

most jobs are structured, and the need

for personal decision is relatively

low. Most of the time, the quality

control function deals with machines,

materials, p r o c e s s e s and other

t e c h n o l o g i c a l subjects.

After the production, the quality

function deals with various internal

functions such as warehousing,

p a c k a g i n g and shipping, and also

external environment after the products

are being sold to the customers.

M a r k e t i n g again plays an important role

during this stage. Information

c o l l e c t e d from customers' feedback and

r e l i a b i l i t y test results will

c o n t r i b u t e to a further design

improvement. Figure 7 represents the

interfaces of quality information

system with other functions during a

product life cycle in a CIM system.

Fig. 7 Interfaces o! QIS In s CIM System

C O N C L U S I O N

This paper has studied the role of

quality function in a computer

i n t e g r a t e d m a n u f a c t u r i n g system from the v i e w of information flow during a

p r o d u c t ' s life cycle. The study

provides a hierarchical structure of

quality information system and its

functions during the pre-production,

p r o d u c t i o n and p o s t - p r o d u c t i o n stages.

The interfaces of quality information

system with other functions in the CIM

system are also discussed.

The h i e r a r c h i c a l structure thus d e v e l o p e d represents a top-down view of

REFERENCES

[I] Bullinger, H. J., H. J. Warnecke

and H. P. Lentes, "Toward the

Factory of the Future, "

International P r o d u c t i o n Research, Vol. 24, NO. 4, 1986

[2] Feigenbaum, A. V., Total Quality

Control, Third Edition, McGraw-

Hill, New York, 1983

[3] Garvin, D. A., "What Does 'Product

Quality' Really Mean?" Sloan

M a n a g e m e n t Review, Fall 1984

[4] Groover, M. P., Automation,

P r o d u c t i o n Systems, and Computer-

Integrated Manufacturing,

Prentice-Hall, Inc., E n g l e w o o d Cliffs, 1987

[5] Hales, H. L., "How Small Firms Can

Approach, Benefit from Computer-

I n t e g r a t e d M a n u f a c t u r i n g Systems, " Industrial Engineering, June 1984

[6] Mills, C. A., "Marketing Quality

Assurance, " Quality Progress, June 1986

[7] Plsek, P. E., "Defining Quality at the M a r k e t i n g / D e v e l o p m e n t Interface," Quality Progress, June 1987

[8] Sullivan, L. P., "Quality Function

Deployment, " Quality Progress,

June 1986

[9] Sullivan, L. P., "The Seven Stages in C o m p a n y - W i d e Quality Control, " Quality Progress, May 1986

[I0] Suresh, N. C. and J. R. Meredith, "Quality A s s u r a n c e Information S y s t e m s for Factory Automation, "

International Journal of

P r o d u c t i o n Research, Vol. 23, No. 3, 1985

[ii] Takei, F., "Engineering Quality

Improvement through TQC Activity, " IEEE Transactions on E n g i n e e r i n g

Management, Vo i. EM- 33, No. 2,

1986

[12] Takeuchi, H. and J. A. Quelch,

"Quality is More than Making a

Good Product, " Harvard Business

Review, July-August 1983

BIOGRAPHICAL SKETCH

the general design of quality

information system. A further study on Dr. Chia-hao Chang is an A s s o c i a t e

the data flow in the system can serve P r o f e s s o r of Industrial and Systems

as the c o m p l e m e n t a r y part to this E n g i n e e r i n g at the University of m o d e l i n g process.

A C K N O W L E D G E M E N T

The work d e s c r i b e d in this paper was s u p p o r t e d by a grant from the Product Quality R e s e a r c h Center, the U n i v e r s i t y of Michigan-Dearborn.

Michigan-Dearborn. His current

research interests include Computer

Integrated M a n u f a c t u r i n g Systems, I n f o r m a t i o n Systems Design, and Expert

Systems. He is a senior member of IIE

and SME, and also a member of ACM,

[image:6.533.51.474.45.722.2] [image:6.533.55.258.66.441.2]

Figure

Figure development product cycle information flow in a CIM
Fig. 2 Information Flow in a CIM System
Fig. 3 Functions of QIS During Pre-Production Stage
Fig 5 Functions of QIS During Post Production Stage
+2

References

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