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Beginning "EW8ll7r
1. In this paper, we focus on the need for D)
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2. This paper proceeds as follow. Ht`fC|E
3. The structure of the paper is as follows. ~f QrH%@
4. In this paper, we shall first briefly introduce fuzzy sets and related C* `WMP*
concepts ?2<QoS
5. To begin with we will provide a brief background on the %V_ XY+o
Introduction 5C w(
4.
1. This will be followed by a description of the fuzzy nature of the uH_KOiF
problem and a detailed presentation of how the required z%&FLdXgW+
membership functions are defined. AR"2?2<mJ7
2. Details on xx and xx are discussed in later sections. F)P:lvp<r
3. In the next section, after a statement of the basic problem, various b3NIFKw
situations involving possibility knowledge are investigated: first, an [i.@q}c~E
entirely possibility model is proposed; then the cases of a fuzzy
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service time with stochastic arrivals and non-fuzzy service rule is tX*@r
studied; lastly, fuzzy service rule are considered. s5,@=(,
Review X)g
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1. This review is followed by an introduction. ]+lT*6P*
2. A brief summary of some of the relevant concepts in xxx and xxx is =fSTncq
presented in Section 2. j/v>,MM
3. In the next section, a brief review of the .... is given. o:8ns m
4. In the next section, a short review of ... is given with special regard !~^2Mu(X
to ... b"g^Jm! j
5. Section 2 reviews relevant research related to xx. >=k7#av
6. Section 1.1 briefly surveys the motivation for a methodology of e\)%<G5
action, while 1.2 looks at the difficulties posed by the complexity of 2%/F`_XbP
systems and outlines the need for development of possibility ;NP-tA)
methods. )Rr6@o
Body ]t[%.^5#
1. Section 1 defines the notion of robustness, and argues for its Rsx6vF8]5
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importance. 97c0bgI!+
2. Section 1 devoted to the basic aspects of the FLC decision-making
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logic. 6Dd>ex!-A
3. Section 2 gives the background of the problem which includes xxx F"Dr(V
4. Section 2 discusses some problems with and approaches to, Y58H.P
natural language understanding. XR
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5. Section 2 explains how flexibility which often ... can be expressed .]9`eGVWj
in terms of fuzzy time-window %
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6. Section 3 discusses the aspects of fuzzy set theory that are used in BDt$s(
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the ... lU 9o"2
7. Section 3 describes the system itself in a general way, including Y]
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the ….. and also discusses how to evaluate system performance.
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8. Section 3 describes a new measure of xx. n3e,vP? R
9. Section 3 demonstrates the use of fuzzy possibility theory in the ;apLMMsWC
analysis of xx. AB
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10. Section 3 is a fine description of fuzzy formulation of human tFcQ.1
decision. /}u:N:HA%
11. Section 3 is developed to the modeling and processing of fuzzy II^Rp],>
decision rules 6I[*p0j5
12. The main idea of the FLC is described in Section 3 while Section 4 dC<%D'L*
describes the xx strategies. U["<f`z4\
13. Section 3 and 4 show experimental studies for verifying the )t~ad]oM
proposed model. $d1ow#ROgy
14. Section 4 discusses a previous fuzzy set-based approach to cost /{({f?k<\/
variance investigation. YBY;$&9
15. Section 4 gives a specific example of xxx. oVqx)@$K
16. Section 4 is the experimental study to make a fuzzy model of :qS~"@ ?<
memory process. +:m)BLA4l
17. Section 4 contains a discussion of the implication of the results of /XG7M=A$o
Section 2 and 3. &tkPZ*}#1
18. Section 4 applies this fuzzy measure to the analysis of xx and 6oKlr,.
illustrate its use on experimental data. ko.%@Y(=
19. Section 5 presents the primary results of the paper: a fuzzy set 0gyvRM@ x[
model .. j % M
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20. Section 5 contains some conclusions plus some ideas for further ~#EXb?#uS
work. D _\HX9
21. Section 6 illustrates the model with an example. 0?R$>=u
22. Various ways of justification and the reasons for their choice are G>Bgw>#_
discussed very briefly in Section 2. YTgT2w
23. In Section 2 are presented the block diagram expression of a E.'6p \
whole model qoan<z7
of human DM system .&=\
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24. In Section 2 we shall list a collection of basic assumptions which <q MX,h2
a ... scheme must satisfy. i(u zb<
25. In Section 2 of this paper, we present representation and @8YuMD;
uniqueness theorems for the fundamental measurement of fuzziness YU87l
when the domain of discourse is order-dense. ( ^=kV?<
26. In Section 3, we describe the preliminary results of an empirical Pi&\GMzd
study v@X[0J_8
currently in progress to verify the measurement model and to oOQan
construct membership functions. { F0"U=
27. In Section 5 is analyzed the inference process through the two e mq%"
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kinds of inference experiments... Xp^>SSt:4
This Section yC}x6xG
1. In this section, the characteristics and environment under which ~O~we
MRP is designed are described. ?$7$ # DX
2. We will provide in this section basic terminologies and notations F fzY3r+
which are necessary for the understanding of subsequent results. P.|g4EdND
Next Section zpcm`z
2. The next section describes the mathematics that goes into the KrECAc
computer implementation of such fuzzy logic statements. }>Lz\.Z/+[
3. However, it is cumbersome for this purpose and in practical X<"#=u(
applications the formulae were rearranged and simplified as d#- <=6
discussed in the next section. B415{
4. The three components will be described in the next two section, '$OLU[(Y
and an example of xx analysis of a computer information system will 6~+?DIc
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then illustrate their use. #`Et{6WS
5. We can interpret the results of Experiments I and II as in the E?f*Z{~,
following sections. @l2AL9z$m>
6. The next section summarizes the method in a from that is useful U#_rcu
for arguments based on xx Yc'7F7.<6
Summary +hvVoBCM*
1. This paper concludes with a discussion of future research 8<ri"m,
consideration in section 5. ;,&1
2. Section 5 summarizes the results of this investigation. KK*"s^L
3. Section 5 gives the conclusions and future directions of research. 6{I5 23g
4. Section 7 provides a summary and a discussion of some extensions ]pA}h.R#-
of the paper. $}7WJz:
5. Finally, conclusions and future work are summarized xH8nn3U
6. The basic questions posed above are then discussed and .~
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conclusions are drawn. FCmS3KIa,
7. Section 7 is the conclusion of the paper. 1k>*
Chapter 0. Abstract {Z|.-~W
1. A basic problem in the design of xx is presented by the choice of a M+^+u 1QQ0
xx rate for the measurement of experimental variables. Hw/1~O$T
2. This paper examines a new measure of xx in xx based on fuzzy [OsW
mathematics which overcomes the difficulties found in other xx 2S8/
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measures. _hLM\L
3. This paper describes a system for the analysis of the xx. mvxg|<
4. The method involves the construction of xx from fuzzy relations. Kc\0-3
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5. The procedure is useful in analyzing how groups reach a decision. zn3i2MWS
6. The technique used is to employ a newly developed and versatile !/$BXUrd
xx algorithm. 15gI-Qb
7. The usefulness of xx is also considered. +B'9!t4 2
8. A brief methodology used in xx is discussed. v *~ yN*
9. The analysis is useful in xx and xx problem.
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10. A model is developed for a xx analysis using fuzzy matrices. e}}xZ%$4|
11. Algorithms to combine these estimates and produce a xx are 9!FV.yp%F
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presented and justified. ]]%CO$`T[
12. The use of the method is discussed and an example is given. w];t ]q|
13. Results of an experimental applications of this xx analysis %-T]!3"n
procedure are given to illustrate the proposed technique. E(
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14. This paper analyses problems in r0j:ll d
15. This paper outlines the functions carried out by ... K |Yr
16. This paper includes an illustration of the ... v?h#Ym3e<
17. This paper provides an overview and information useful for x_(B7ob
approaching .f&,~$e4
18. Emphasis is placed on the construction of a criterion function by D@4hQC\
which the xx in achieving a hierarchical system of objectives are fX} dh
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evaluated. }
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19. The main emphasis is placed on the problem of xx FJ>| l#nO
20. Our proposed model is verified through experimental study. yNY1g?E
21. The experimental results reveal interesting examples of fuzzy S]{K^Q),
phases of: xx, xx ybf`7KEP2A
22. The compatibility of a project in terms of cost, and xx are likewise zc,fJM
represented by linguistic variables. d:=5y)
23. A didactic example is included to illustrate the computational M*+_E8Lh
procedure 0V`0=" rQ
Chapter 1. Introduction [a
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Time y
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1. Over the course of the past 30 years, .. has emerged form intuitive
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2. Technological revolutions have recently hit the industrial world )>$xbo")k
3. The advent of ... systems for has had a significant impact on the A'6>"=ziP
4. The development of ... is explored hMeE@Q0
5. During the past decade, the theory of fuzzy sets has developed in a IM)\-O\Wd
variety of directions z+NXD4
6.The concept of xx was investigated quite intensively in recent years >,A:zbs&
7. There has been a turning point in ... methodology in accordance ^B>
4:+^
with the advent of ... =f{V<i~q
8. A major concern in ... today is to continue to improve... 4 K{4=uU
9. A xx is a latecomer in the part representation arena. N ~g'Z
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10. At the time of this writing, there is still no standard way of xx 0b~5i-zM/
11. Although a lot of effort is being spent on improving these avykg(
weaknesses, the efficient and effective method has yet to be yo") G!BN
developed. !ZD[ $lt+
12. The pioneer work can be traced to xx [1965]. /) MzF6
13. To date, none of the methods developed is perfect and all are far 70mQ{YNN
from ready to be used in commercial systems. 9eH(FB
Objective / Goal / Purpose ;:hyW,J
1. The purpose of the inference engine can be outlined as follows: ul>$vUbyf
2. The ultimate goal of the xx system is to allow the non-experts to ?o"wyF A*
utilize the existing knowledge in the area of manual handling of loads, ShxB!/s
and to provide intelligent, computer-aided instruction for xxx. Pj8s;#~u
3. The paper concerns the development of a xx 7y&Fb
4. The scope of this research lies in BPIp3i
5. The main theme of the paper is the application of rule-based |Xlc2?e
decision making. mBhG"0:
6. These objectives are to be met with such thoroughness and `)*
confidence as to permit ... 's8NO
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7. The objectives of the ... operations study are as follows: 5qGRz"\p~
8. The primary purpose/consideration/objective of ,i;kAy)
9. The ultimate goal of this concept is to provide c_)vWU
10. The main objective of such a ... system is to -:Nowb
11. The aim of this paper is to provide methods to construct such KxqT5`P&
probability distribution. #%il+3J
12. In order to achieve these objectives, an xx must meet the zT6ng#
following requirements: MRZWfc
13. In order to take advantage of their similarity /x"gpKwsB
14. more research is still required before final goal of ... can be ZsirX~W<
completed
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15. In this trial, the objective is to generate... !Ui3}
16. for the sake of concentrating on ... research issues Z=_p
17. A major goal of this report is to extend the utilization of a recently 7v}4 Pl,$4
developed procedure for the xx. S)p{4`p%
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18. For an illustrative purpose, four well-known OR problems are v(3nBZHv_!
studied in presence of fuzzy data: xx. 9t(B{S
19. A major thrust of the paper is to discuss approaches and |{k;pfPV
strategies for structuring ..methods g^26Gb.
20. This illustration points out the need to specify !bFa\6]q
21. The ultimate goal is both descriptive and prescriptive. Q*+@"tk<
22. Chapter 2. Literature Review J*F-tRuEw
23. A wealth of information is to be found in the statistics literature, c|x:]W'ij
for example, regarding xx j01.`G7Q
24. A considerable amount of research has been done .. during the =i~/.Nu&
last decade !s/ij'T
25. A great number of studies report on the treatment of f(=yC}si
uncertainties associated with xx. 1 b+B
26. There is considerable amount of literature on planning CsS0(n(x
27. However, these studies do not provide much attention to pMM-LY7%{
uncertainty in xx. 9aD6mp
28. Since then, the subject has been extensively explored and it is 9Xmb_@7b}
still under investigation as well in methodological aspects as in eXx6b~D
concrete applications. M
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29. Many research studies have been carried out on this topic. _Sj
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30. Problem of xx draws recently more and more attention of system J\b,rOI f
analysis. ptQr8[FA
31. Attempts to resolve this dilemma have resulted in the E)o/C(g
development of + 1\1Z@\M
32. Many complex processes unfortunately, do not yield to this Wxkk^J9F3
design procedure and have, therefore, not yet been automated. Gy.<gyK9
33. Most of the methods developed so far are deterministic and /or { cnya*
probabilistic in nature. 2/sD#vC
34. The central issue in all these studies is to *E+2E^B
35. The problem of xx has been studied by other investigators, `sQ\j Nu
however, these studies have been based upon classical statistical 9G` 2t~%
approaches. E
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36. Applied ... techniques to JQYIvo1,Q
37. Characterized the ... system as kV!0cLH!hH
5Qd |R
38. Developed an algorithm to #`RYKQwB
39. Developed a system called ... which ji?0;2Y
40. Uses an iterative algorithm to deduce N(vzxx^
41. Emphasized the need to &{9'ylv-B)
42. Identifies six key issues surrounding high technology W:O<9ZbQ_
43. A comprehensive study of the... has been undertaken q@F"fjWBr
44. Much work has been reported recently in these filed g_G?gO
45. Proposed/Presented/State that/Described/Illustrated/ #x1AZwC
Indicated/Has shown / showed/Address/Highlights OOQfa#~k
46. Point out that the problem of \=Af AO@
47. A study on ...was done / developed by [] 7{RI`Er`
48. Previous work, such as [] and [], deal only with z@>z.d4
49. The approach taken by [] is "Ol;0>$
50. The system developed by [] consists -}%'I]R=
51. A paper relevant to this research was published by [] s=(~/p#M
52. []'s model requires consideration of... kQC>8"
53. []' model draws attention to evolution in human development 'G>Ejh@t
54. []'s model focuses on... *h1Zqb
55. Little research has been conducted in applying ... to )wP
0U{7?v
56. The published information that is relevant to this research...
hghtF
57. This study further shows that ?u"(^93f
58. Their work is based on the principle of daaUC
59. More history of ... can be found in xx et al. [1979]. T~s/@*y9
60. Studies have been completed to established |}^[f]
61. The ...studies indicated that [?RLvhU|
62. Though application of xx in the filed of xx has proliferated in -?e~dLu
recent years, effort in analyzing xx, especially xx, is lacking. -le:0NUwI
Problem / Issue / Question Tr)a6Cf
63. Unfortunately, real-world engineering problems such as [
w
manufacturing planning do not fit well with this narrowly defined [4
g5{eX
model. They tend to span broad activities and require consideration fbB(WE+
of multiple aspects. E?y0UD[8J
64. Remedy / solve / alleviate these problems _E)xR
67. ... is a difficult problem, yet to be adequately resolved d`StBXG!
~ Cks)mJs
68. Two major problems have yet to be addressed wz.Il-sm
69. An unanswered question
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70. This problem in essence involves using x to obtain a solution. $MKx\qx}
71. An additional research issue to be tackled is .... JQ+4 SomK
72. Some important issues in developing a ... system are discussed #Vv*2Mc
73. The three prime issues can be summarized: NxNR;wz>l
74. The situation leads to the problem of how to determine the ... dulW!&*No
75. There have been many attempts to rMe`HM@
76. It is expected to be serious barrier to &BG^:4b
77. It offers a simple solution in a limited domain for a complex (oq(-Wv
problem. ]!YzbvoR
1. There are several ways to get around this problem. X-Xf6&U