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Beginning rD:gN%B=
1. In this paper, we focus on the need for E
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2. This paper proceeds as follow. GN"M:L^k`
3. The structure of the paper is as follows. AAIyr703cQ
4. In this paper, we shall first briefly introduce fuzzy sets and related =; ~%L
concepts W}#QKZ)MB
5. To begin with we will provide a brief background on the
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Introduction S!`4Bl
1. This will be followed by a description of the fuzzy nature of the -D.BJ(
problem and a detailed presentation of how the required .y/NudD
membership functions are defined. T! &[
2. Details on xx and xx are discussed in later sections. P#vv+]/
3. In the next section, after a statement of the basic problem, various UUdu;3E=5
situations involving possibility knowledge are investigated: first, an ];d5X
entirely possibility model is proposed; then the cases of a fuzzy :IP;FrcMP
service time with stochastic arrivals and non-fuzzy service rule is ?{ 8sT-Z-L
studied; lastly, fuzzy service rule are considered. 0-;DN:>
Review r{Qs
9
1. This review is followed by an introduction. +O.&64(
2. A brief summary of some of the relevant concepts in xxx and xxx is fl5UY$a2-
presented in Section 2. _{2Fx[m%
3. In the next section, a brief review of the .... is given. T@d_t
4. In the next section, a short review of ... is given with special regard *pS7/Qe
to ... qH{8n`
5. Section 2 reviews relevant research related to xx. 8JjU 9#
6. Section 1.1 briefly surveys the motivation for a methodology of _.Z&<.lJ
action, while 1.2 looks at the difficulties posed by the complexity of A
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systems and outlines the need for development of possibility (DELxE
methods. \@
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Body ?hry=I(7r
1. Section 1 defines the notion of robustness, and argues for its r[UyI3(i^
dc\u$'F@S
importance. 3 -_U-:2"
2. Section 1 devoted to the basic aspects of the FLC decision-making Z)6nu)
logic. >2/wzsW
3. Section 2 gives the background of the problem which includes xxx fn?6%q,!ls
4. Section 2 discusses some problems with and approaches to, yG4LQE
natural language understanding. 6b+ WlIb
5. Section 2 explains how flexibility which often ... can be expressed |/T<]+X;
in terms of fuzzy time-window 28UL
6. Section 3 discusses the aspects of fuzzy set theory that are used in kj<D 4)
the ... \{+nXn
7. Section 3 describes the system itself in a general way, including :UJUh/U
the ….. and also discusses how to evaluate system performance. <p L;-
8. Section 3 describes a new measure of xx. gQk#l\w_
9. Section 3 demonstrates the use of fuzzy possibility theory in the vElL.<..
analysis of xx. abJ@>7V
10. Section 3 is a fine description of fuzzy formulation of human ad3z]dUZ9
decision. hiK[!9r
11. Section 3 is developed to the modeling and processing of fuzzy G4iLCcjY
decision rules cJ(zidf_$
12. The main idea of the FLC is described in Section 3 while Section 4 I$6
f.W
describes the xx strategies. ubN"(F:!-S
13. Section 3 and 4 show experimental studies for verifying the I}G}+0geV
proposed model. G}?P
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14. Section 4 discusses a previous fuzzy set-based approach to cost )r6SGlE[Y
variance investigation. 4k&O-70y4^
15. Section 4 gives a specific example of xxx. Eztz~oFo
16. Section 4 is the experimental study to make a fuzzy model of LN3dp?;_{
memory process. +q_lYGTi
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17. Section 4 contains a discussion of the implication of the results of 7s fuju(
Section 2 and 3. E[Ws} n.
18. Section 4 applies this fuzzy measure to the analysis of xx and {@K2WB
illustrate its use on experimental data. O]%m{afM
19. Section 5 presents the primary results of the paper: a fuzzy set t ]I(98pY
model .. Q"K >ML>0
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20. Section 5 contains some conclusions plus some ideas for further }vxH)U6$q
work. !wb~A0m
21. Section 6 illustrates the model with an example. Y /ac}q
22. Various ways of justification and the reasons for their choice are F+y`4>x
discussed very briefly in Section 2. 0qd;'r<
23. In Section 2 are presented the block diagram expression of a J)yy}[Fx
whole model =UKR<@QrK
of human DM system 7D~O/#dcc
24. In Section 2 we shall list a collection of basic assumptions which =&b$W/l)0
a ... scheme must satisfy. >8fz ?A
25. In Section 2 of this paper, we present representation and e}4^N1'd/
uniqueness theorems for the fundamental measurement of fuzziness .s*EV!SE
when the domain of discourse is order-dense. +=H>s;B
26. In Section 3, we describe the preliminary results of an empirical ^FMa8;'o
study '%RK KA
currently in progress to verify the measurement model and to
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construct membership functions. bq&S?! =s
27. In Section 5 is analyzed the inference process through the two DMxS-hl
kinds of inference experiments... \lakT_x
This Section Jx>B %vZ\
1. In this section, the characteristics and environment under which m^x\@!N:(
MRP is designed are described. CU`Oc>;*T
2. We will provide in this section basic terminologies and notations
Vh2/Ls5
which are necessary for the understanding of subsequent results. x)wt.T?eL
Next Section Fx:en|g
2. The next section describes the mathematics that goes into the SF7b1jr
computer implementation of such fuzzy logic statements.
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3. However, it is cumbersome for this purpose and in practical m;+1;B
applications the formulae were rearranged and simplified as GJt9hDM$0
discussed in the next section. 4-rI4A<
4. The three components will be described in the next two section, 7`<? fO
and an example of xx analysis of a computer information system will 14YV#o:
-&D6w9w
then illustrate their use. skx=w<YO6]
5. We can interpret the results of Experiments I and II as in the }J'wz;t1
following sections. safS>wM]
6. The next section summarizes the method in a from that is useful A'-YwbY
for arguments based on xx )bU")
Summary $<%
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1. This paper concludes with a discussion of future research ]sP9!hup
consideration in section 5. F8;4Oj
2. Section 5 summarizes the results of this investigation. .LcE^y[V
3. Section 5 gives the conclusions and future directions of research. 78~V/L;@S2
4. Section 7 provides a summary and a discussion of some extensions JU1; /3(
of the paper. Y '*h_K
5. Finally, conclusions and future work are summarized U9sub6w 6
6. The basic questions posed above are then discussed and c
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conclusions are drawn. 3Cu
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7. Section 7 is the conclusion of the paper. cD@lorj
Chapter 0. Abstract QjN3j*@
1. A basic problem in the design of xx is presented by the choice of a L\CM);y
xx rate for the measurement of experimental variables. G/44gKl
2. This paper examines a new measure of xx in xx based on fuzzy ~cj:AIF
mathematics which overcomes the difficulties found in other xx @_ZWP
measures. Nh/ArugP5P
3. This paper describes a system for the analysis of the xx. !-nm7Q
4. The method involves the construction of xx from fuzzy relations. Jiylrf`o
5. The procedure is useful in analyzing how groups reach a decision. ~6i mkv^ F
6. The technique used is to employ a newly developed and versatile _?LI0iIFx
xx algorithm. IVODR
7. The usefulness of xx is also considered. =C1Qo#QQ%
8. A brief methodology used in xx is discussed. >8t[EsW/
9. The analysis is useful in xx and xx problem. c}s3c
>`d
10. A model is developed for a xx analysis using fuzzy matrices. #|E. y^IC
11. Algorithms to combine these estimates and produce a xx are BTtYlpN6
xmd$Jol^
presented and justified. ?|yJ#j1=
12. The use of the method is discussed and an example is given. qqred>K
13. Results of an experimental applications of this xx analysis d0E5 ;3tQ
procedure are given to illustrate the proposed technique. 8so}^2hTlT
14. This paper analyses problems in NZ9,9
15. This paper outlines the functions carried out by ... ~36XJ
16. This paper includes an illustration of the ... o|E(_Y4d
17. This paper provides an overview and information useful for <)rH8]V
approaching 1&E&8In]$r
18. Emphasis is placed on the construction of a criterion function by f\w4F'^tj
which the xx in achieving a hierarchical system of objectives are XaSl6CH
evaluated. -q|M=6gOs
19. The main emphasis is placed on the problem of xx 7@]hu^)rry
20. Our proposed model is verified through experimental study. L6qA=b~iz
21. The experimental results reveal interesting examples of fuzzy 9j9?;3;
phases of: xx, xx 36UWoo
22. The compatibility of a project in terms of cost, and xx are likewise mz'8
represented by linguistic variables. g;
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23. A didactic example is included to illustrate the computational <!$Cvx\U
procedure ga%77t|jm3
Chapter 1. Introduction vUA`V\
Time Zwl?*t\D
1. Over the course of the past 30 years, .. has emerged form intuitive 1-<Xi-=^{t
2. Technological revolutions have recently hit the industrial world <
3OV
3. The advent of ... systems for has had a significant impact on the EB,>k1IJ
4. The development of ... is explored 'KG`{K
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5. During the past decade, the theory of fuzzy sets has developed in a ,oe4*b}O=.
variety of directions '(*D3ysU
6.The concept of xx was investigated quite intensively in recent years hw2Hn
7. There has been a turning point in ... methodology in accordance &
2^V<(19
with the advent of ... c8MNo'h
8. A major concern in ... today is to continue to improve... Stpho4+/y
9. A xx is a latecomer in the part representation arena. iqYc&}k,
6!N&,I
10. At the time of this writing, there is still no standard way of xx j>zVC;Sj*
11. Although a lot of effort is being spent on improving these >[U$n.
weaknesses, the efficient and effective method has yet to be #'oKkrl
developed. 0Jrk(k
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12. The pioneer work can be traced to xx [1965]. hJ :+*46
13. To date, none of the methods developed is perfect and all are far q\<vCKI-^
from ready to be used in commercial systems. glpdYg *
Objective / Goal / Purpose usip>y
1. The purpose of the inference engine can be outlined as follows: 2UquN0
2. The ultimate goal of the xx system is to allow the non-experts to ^C{a'
utilize the existing knowledge in the area of manual handling of loads, ohl%<FqS
and to provide intelligent, computer-aided instruction for xxx. Qt$Q/<8U
3. The paper concerns the development of a xx -rfO"D>
4. The scope of this research lies in Ho/5e*X
5. The main theme of the paper is the application of rule-based vL7}0n>tz
decision making. Tq+pFEgQ`@
6. These objectives are to be met with such thoroughness and LY MfoXp
confidence as to permit ... UJI1n?~
7. The objectives of the ... operations study are as follows: >=bO@)[
8. The primary purpose/consideration/objective of u/AN|
y
9. The ultimate goal of this concept is to provide T&%>/7I>
10. The main objective of such a ... system is to Z.<B>MD8^
11. The aim of this paper is to provide methods to construct such 0=04:.%D
probability distribution. 4_ 3\4
12. In order to achieve these objectives, an xx must meet the :;EzvRy
following requirements:
7@`(DU`z
13. In order to take advantage of their similarity %$08*bAtB7
14. more research is still required before final goal of ... can be P*}Oi7Z
completed vDemY"wz
15. In this trial, the objective is to generate... v1:5r
16. for the sake of concentrating on ... research issues h*Ej}_
17. A major goal of this report is to extend the utilization of a recently )wC>Hq[mhW
developed procedure for the xx. 22GtTENd1h
h)w<{/p(
18. For an illustrative purpose, four well-known OR problems are X'5te0v`3
studied in presence of fuzzy data: xx. 0-@waK
19. A major thrust of the paper is to discuss approaches and cNHNh[ C
strategies for structuring ..methods ve$P=ZuM
20. This illustration points out the need to specify T+\BX$w/4e
21. The ultimate goal is both descriptive and prescriptive. d;>:<{z@CD
22. Chapter 2. Literature Review )2a!EEHz
23. A wealth of information is to be found in the statistics literature, i"-j:b:c<
for example, regarding xx
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24. A considerable amount of research has been done .. during the &Z9b&P
last decade E*kS{2NAq
25. A great number of studies report on the treatment of 9J<KR#M
uncertainties associated with xx. Y.-i ;Mmu
26. There is considerable amount of literature on planning <4Ak$E%"
27. However, these studies do not provide much attention to U_w)*)F
uncertainty in xx. <)M?qkjb
28. Since then, the subject has been extensively explored and it is p0-\G6
still under investigation as well in methodological aspects as in <Wl!
Qog'
concrete applications. HzWZQ6o
29. Many research studies have been carried out on this topic. 0ya_[\
30. Problem of xx draws recently more and more attention of system &We'omq
analysis. P afmHXx
31. Attempts to resolve this dilemma have resulted in the _I2AJn`#
development of WC`<N4g|
32. Many complex processes unfortunately, do not yield to this @#sQ7eMoy
design procedure and have, therefore, not yet been automated. 8R)*8bb
33. Most of the methods developed so far are deterministic and /or
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probabilistic in nature. O9!<L.X,%
34. The central issue in all these studies is to o8bVz2E
35. The problem of xx has been studied by other investigators, tk ~7>S
however, these studies have been based upon classical statistical R\6#J0&Y-
approaches. <TDgv%eg0
36. Applied ... techniques to -Ndd6O[ a5
37. Characterized the ... system as 7HFw*;
AM\`v'I*6
38. Developed an algorithm to h}.0Ne
39. Developed a system called ... which cLX~NPD/
40. Uses an iterative algorithm to deduce Hz28L$
41. Emphasized the need to
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42. Identifies six key issues surrounding high technology Gu9Ap<>!
43. A comprehensive study of the... has been undertaken c[ga@Vy
44. Much work has been reported recently in these filed pM.>u/=X
45. Proposed/Presented/State that/Described/Illustrated/ V&[|%jm&
Indicated/Has shown / showed/Address/Highlights 0!\pS{$zB
46. Point out that the problem of ,253'53W)
47. A study on ...was done / developed by []
^\J/l\n
48. Previous work, such as [] and [], deal only with XP~4jOL]
49. The approach taken by [] is [Nsv]Yz
50. The system developed by [] consists kznmA`#jn
51. A paper relevant to this research was published by [] 0vf2wBK'T
52. []'s model requires consideration of... l. !5/\
53. []' model draws attention to evolution in human development 6E85mfFS
54. []'s model focuses on... P]1`=-
55. Little research has been conducted in applying ... to $D<LND=o=
56. The published information that is relevant to this research... 6xvy hg#B
57. This study further shows that ney6
N@
58. Their work is based on the principle of _T)dmhG
59. More history of ... can be found in xx et al. [1979]. =; `+^
60. Studies have been completed to established Z<;am
61. The ...studies indicated that 4F^(3RKZ|
62. Though application of xx in the filed of xx has proliferated in #'_i6
recent years, effort in analyzing xx, especially xx, is lacking. BMgiXdv.B
Problem / Issue / Question t9;yyZh
63. Unfortunately, real-world engineering problems such as R*VJe+5w
manufacturing planning do not fit well with this narrowly defined z%<Z#5_N
model. They tend to span broad activities and require consideration 2<y!3OeN
of multiple aspects. gR
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64. Remedy / solve / alleviate these problems z|x0s0q?
67. ... is a difficult problem, yet to be adequately resolved YQ:FBj
MDM/~Qpj_
68. Two major problems have yet to be addressed Lp`q[Z*
69. An unanswered question Xb@lKX5Re
70. This problem in essence involves using x to obtain a solution. {R5Q{]dK3
71. An additional research issue to be tackled is .... xxL D8?@e7
72. Some important issues in developing a ... system are discussed 1O"7%Pvw
73. The three prime issues can be summarized: _3i
.o$GO
74. The situation leads to the problem of how to determine the ... 8!(4;fN$j.
75. There have been many attempts to -|"W|K?nq
76. It is expected to be serious barrier to mI_ ?hl?Pv
77. It offers a simple solution in a limited domain for a complex Vv8e"S
problem. 6n
RXRO
1. There are several ways to get around this problem. |j3mI\ANF
2. As difficult as it seems to be, xx is by no means new. WqlX'tA
3. The problem is to recognize xx from a design representation. Lf`LFPKb
4. A xx problem can trace its roots to xx. ZJlmHlAX
5. xx [1987] used a heuristic approach to simplify the complexity of ?=}~]A5N
the problem. G$kspN*"A
6. Several problems are associated with them. ,1J+3ugp&
7. Although some progress has been made in this area, at least two MBXja#(k
major obstacles must be overcome before a fully automated system lv\C(^mGq
can be realized. f_y+B]?'M
8. Most problems in practice are complicated +0lvQVdp}
9. More problem surface here. >*r H Nf
10. Hamper effort toward a xx system >T:
Yp<
11. In order to overcome the limitations due to incomplete and sz4)xJgF(
imprecise xx knowledge, a xx program has been developed, which f-!t31?XK
bases its knowledge upon the statistical analysis of a sample |O =Fz3)
population of xx vl+vzAd
12. The above difficulties are real challenges faced by researchers Q%:#xG5AmE
attempting to develop S,A\%:Va
13. This type of mapping raises no controversy to the issue of 2O}UVp>
membership function determination. k=L(C^VP
14. However, attempts to quantify the xx have met both theoretical }H2<w-,+
and empirical problems. H]>b<Cs
;/.ZjTRw
15. It has become apparent that in order to apply this new Ck<