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Beginning b?S,%
1. In this paper, we focus on the need for l12Pj02 w
2. This paper proceeds as follow. g{0a]'ph
3. The structure of the paper is as follows. 62BT 3/~
4. In this paper, we shall first briefly introduce fuzzy sets and related !C ]5_
concepts fL-lx-~
5. To begin with we will provide a brief background on the K[{hh;7
Introduction ~^Ceru"<
1. This will be followed by a description of the fuzzy nature of the #yPQt!
problem and a detailed presentation of how the required r2dU>U*:4
membership functions are defined. (@wgNA-P
2. Details on xx and xx are discussed in later sections. ^!a4!DGVT
3. In the next section, after a statement of the basic problem, various vlW521
situations involving possibility knowledge are investigated: first, an H{ yUKZH*
entirely possibility model is proposed; then the cases of a fuzzy \_GG
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service time with stochastic arrivals and non-fuzzy service rule is ,v^A;,q
studied; lastly, fuzzy service rule are considered. ::goqajV
Review OO$YwOKS
1. This review is followed by an introduction. 0Ncx':]5
2. A brief summary of some of the relevant concepts in xxx and xxx is
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presented in Section 2. 7\;4 d4u
3. In the next section, a brief review of the .... is given. ]{.iv_I
4. In the next section, a short review of ... is given with special regard Dt#( fuk#
to ... C0O$iWs=
5. Section 2 reviews relevant research related to xx. q7#4e?1
6. Section 1.1 briefly surveys the motivation for a methodology of s:O8d L
/
action, while 1.2 looks at the difficulties posed by the complexity of z*oeho
systems and outlines the need for development of possibility ;#)vw;XR
methods. J]AkWEiCJ
Body :abpht
1. Section 1 defines the notion of robustness, and argues for its uge~*S
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importance. G~ONHXL
2. Section 1 devoted to the basic aspects of the FLC decision-making :
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logic. $wm.,Vb
3. Section 2 gives the background of the problem which includes xxx .EfGL_
4. Section 2 discusses some problems with and approaches to, S Bo
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natural language understanding. 8V?*Bz-4`
5. Section 2 explains how flexibility which often ... can be expressed 7*MjQzg-P
in terms of fuzzy time-window F'^y?UP[
6. Section 3 discusses the aspects of fuzzy set theory that are used in B]nu \!
the ... -s_=4U,
7. Section 3 describes the system itself in a general way, including IW>\\&pJ
the ….. and also discusses how to evaluate system performance. Hw\hTTK
8. Section 3 describes a new measure of xx. Fs_zNN
9. Section 3 demonstrates the use of fuzzy possibility theory in the Xw'Y
&!z
analysis of xx. V9\y*6#Y,
10. Section 3 is a fine description of fuzzy formulation of human P3_&(
decision. H1or,>GoO
11. Section 3 is developed to the modeling and processing of fuzzy (L
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decision rules pKzrdw-!
12. The main idea of the FLC is described in Section 3 while Section 4 yyv<MSU8
describes the xx strategies. jQX9KwSP
13. Section 3 and 4 show experimental studies for verifying the k:0nj!^4w>
proposed model. 3;er.SFu{
14. Section 4 discusses a previous fuzzy set-based approach to cost WW3! ,ln_
variance investigation. cHw-;
15. Section 4 gives a specific example of xxx. cS;O]>/5
16. Section 4 is the experimental study to make a fuzzy model of eCy]ugsi%
memory process. b l]YPx8
17. Section 4 contains a discussion of the implication of the results of @D2KDV3'
Section 2 and 3. "*oN~&flc
18. Section 4 applies this fuzzy measure to the analysis of xx and J?[}h&otQ
illustrate its use on experimental data. 2`cVi"U
19. Section 5 presents the primary results of the paper: a fuzzy set |
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model .. VK/i5yT5N
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20. Section 5 contains some conclusions plus some ideas for further G}0fk]%\:
work. [+
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21. Section 6 illustrates the model with an example. tbq_Rg7s
22. Various ways of justification and the reasons for their choice are ^#,cWG}z
discussed very briefly in Section 2. Xb5$ijH
23. In Section 2 are presented the block diagram expression of a I3D#wXW
whole model ]zR,Y=
#
of human DM system F<^93a9
24. In Section 2 we shall list a collection of basic assumptions which QAK.Qk?Qu
a ... scheme must satisfy. i'NN
25. In Section 2 of this paper, we present representation and *N?y <U
uniqueness theorems for the fundamental measurement of fuzziness T7!=KE_z
when the domain of discourse is order-dense. Bl8&g]dk
26. In Section 3, we describe the preliminary results of an empirical MESPfS+
study ^><B5A>;
currently in progress to verify the measurement model and to `<kV)d%xEF
construct membership functions. G9uWn%
5r
27. In Section 5 is analyzed the inference process through the two oO)KhA?
y
kinds of inference experiments... DozC>
This Section tf@x}
1. In this section, the characteristics and environment under which Y2Y!^A89
MRP is designed are described. qnZ`]?
2. We will provide in this section basic terminologies and notations vXi}B
which are necessary for the understanding of subsequent results. rO`nS<G
Next Section S.Fip_
2. The next section describes the mathematics that goes into the %1p4K)
computer implementation of such fuzzy logic statements. X@7K#@5
3. However, it is cumbersome for this purpose and in practical H9Pe,eHs
applications the formulae were rearranged and simplified as XT5Vo
discussed in the next section. <AB.`["
4. The three components will be described in the next two section, UW[{Y|oE
and an example of xx analysis of a computer information system will b!'
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then illustrate their use. UVD::
5. We can interpret the results of Experiments I and II as in the 5}4MXI4
following sections. 5B<G;if,
6. The next section summarizes the method in a from that is useful
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for arguments based on xx h;KI2k_^
Summary B&m?3w
1. This paper concludes with a discussion of future research uXNf)?MpA
consideration in section 5. =;3|?J0=
2. Section 5 summarizes the results of this investigation. 8&=+Mw
3. Section 5 gives the conclusions and future directions of research. ~j\/3;^s
4. Section 7 provides a summary and a discussion of some extensions lC1X9Op
of the paper. GSW{h[Op
5. Finally, conclusions and future work are summarized 1*r{%6
6. The basic questions posed above are then discussed and lm&C!{K
conclusions are drawn. uu>[WFh
7. Section 7 is the conclusion of the paper. ]~(Ipz2NP
Chapter 0. Abstract =fHt|}.K
1. A basic problem in the design of xx is presented by the choice of a Z<r&- !z
xx rate for the measurement of experimental variables. kx1-.~)p(z
2. This paper examines a new measure of xx in xx based on fuzzy r\[HR ^`
mathematics which overcomes the difficulties found in other xx BsB}noN}
measures. |U^
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3. This paper describes a system for the analysis of the xx. hP,1;`[1
4. The method involves the construction of xx from fuzzy relations. #IBBaxOk
5. The procedure is useful in analyzing how groups reach a decision. z PV/{)S
6. The technique used is to employ a newly developed and versatile jVRd[
xx algorithm. f8?K_K;\
7. The usefulness of xx is also considered. .(S,dG0P
8. A brief methodology used in xx is discussed. ~N'KIP[W
9. The analysis is useful in xx and xx problem. z4-AOTo2y
10. A model is developed for a xx analysis using fuzzy matrices. I/WnF"yP
11. Algorithms to combine these estimates and produce a xx are [1nI%/</>
&9s6p6eb
presented and justified. ']vX
12. The use of the method is discussed and an example is given. )X^nzhZ2O"
13. Results of an experimental applications of this xx analysis =,@SZsM*B
procedure are given to illustrate the proposed technique. I;-{#OE,
14. This paper analyses problems in o3WkbMJWM
15. This paper outlines the functions carried out by ... m'qMcCE
16. This paper includes an illustration of the ... \R-u+ci$ZY
17. This paper provides an overview and information useful for Z@ws,f^e
approaching N'`*#UI+
18. Emphasis is placed on the construction of a criterion function by &6\rKOsn
which the xx in achieving a hierarchical system of objectives are iqoPD4A
evaluated. t'Q48QAb?
19. The main emphasis is placed on the problem of xx C6P6 hJm
20. Our proposed model is verified through experimental study. ;%jt;Xv9
21. The experimental results reveal interesting examples of fuzzy ixS78KIr
phases of: xx, xx 4_"ZSVq]#
22. The compatibility of a project in terms of cost, and xx are likewise ev?>Nq+Z
represented by linguistic variables. QHM39Eu]
23. A didactic example is included to illustrate the computational kv5Qxj}
procedure ^2??]R&Q
Chapter 1. Introduction g]ihwm~
Time 'QV4=
h`
1. Over the course of the past 30 years, .. has emerged form intuitive WWO jyj
2. Technological revolutions have recently hit the industrial world !c&^b@
yw
3. The advent of ... systems for has had a significant impact on the uVO9r-O8p
4. The development of ... is explored & aLR'*]6
5. During the past decade, the theory of fuzzy sets has developed in a ?)X@4Jem
variety of directions Ww p^dx`!
6.The concept of xx was investigated quite intensively in recent years -?(RoWv@X&
7. There has been a turning point in ... methodology in accordance
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3@%9E
with the advent of ... }n=NHHtJ
8. A major concern in ... today is to continue to improve... Gt%kok
9. A xx is a latecomer in the part representation arena. ` WB|h)Y
S&Sf}uK
10. At the time of this writing, there is still no standard way of xx 7h<K)aT
11. Although a lot of effort is being spent on improving these b?$09,{0
weaknesses, the efficient and effective method has yet to be 3q>"#+R.t
developed. xr/
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12. The pioneer work can be traced to xx [1965]. J53;w:O
13. To date, none of the methods developed is perfect and all are far }';&
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from ready to be used in commercial systems. qcot
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Objective / Goal / Purpose kC0!`$<2f)
1. The purpose of the inference engine can be outlined as follows: Y
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2. The ultimate goal of the xx system is to allow the non-experts to .9xGLmg
utilize the existing knowledge in the area of manual handling of loads, fUL"fMoU
and to provide intelligent, computer-aided instruction for xxx. +Xp;T`,v
3. The paper concerns the development of a xx ~c^-DAgB
4. The scope of this research lies in +XE21hb
5. The main theme of the paper is the application of rule-based $-RhCnE
decision making. IMZKlU3
6. These objectives are to be met with such thoroughness and ^ztf:'l@C
confidence as to permit ... o^?{j*)g
7. The objectives of the ... operations study are as follows: fq|2E&&v
8. The primary purpose/consideration/objective of DR /)hAE
9. The ultimate goal of this concept is to provide }WbN)
10. The main objective of such a ... system is to 1Tq$ E[
11. The aim of this paper is to provide methods to construct such v~\ 45eEA
probability distribution. qt(:bEr^6b
12. In order to achieve these objectives, an xx must meet the 1l_}O1
following requirements: }gW/heUE
13. In order to take advantage of their similarity =T)2wcXBB
14. more research is still required before final goal of ... can be ,[\(U!Z7:%
completed [,^dM:E/
15. In this trial, the objective is to generate... F9\Ot^~
16. for the sake of concentrating on ... research issues (J&Xo.<Z-
17. A major goal of this report is to extend the utilization of a recently <o+
7U
developed procedure for the xx. fWyDWU
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18. For an illustrative purpose, four well-known OR problems are nZCpT
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studied in presence of fuzzy data: xx. 1H=wl=K
19. A major thrust of the paper is to discuss approaches and o%%x'uC
strategies for structuring ..methods rR@n>
Xx
20. This illustration points out the need to specify ?d<:V.1U@
21. The ultimate goal is both descriptive and prescriptive. AvE^
F1
22. Chapter 2. Literature Review |OZ>/l {
23. A wealth of information is to be found in the statistics literature, df6Ν4L
for example, regarding xx I~LQ1_
24. A considerable amount of research has been done .. during the N!B Oq`#da
last decade BG:`Fq"T
25. A great number of studies report on the treatment of =6<w'>
uncertainties associated with xx. sNfb %r
26. There is considerable amount of literature on planning ] ZGvRA&
27. However, these studies do not provide much attention to E#$_uZ4
uncertainty in xx. o+-Ge
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28. Since then, the subject has been extensively explored and it is |M<.O~|D6}
still under investigation as well in methodological aspects as in ZqbM%(=z(`
concrete applications. xrVZxK:!
29. Many research studies have been carried out on this topic. RA/ =w&
30. Problem of xx draws recently more and more attention of system 7lDaok
analysis. uP{+?#a_-\
31. Attempts to resolve this dilemma have resulted in the 3
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development of 7
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32. Many complex processes unfortunately, do not yield to this "UoCT7X
design procedure and have, therefore, not yet been automated. pmW6~%}*
33. Most of the methods developed so far are deterministic and /or QE#-A@c
probabilistic in nature. h w ;d m
34. The central issue in all these studies is to <Xs@
\
35. The problem of xx has been studied by other investigators, F
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however, these studies have been based upon classical statistical iTug
vb
approaches. @0UwI%.
36. Applied ... techniques to +wz`
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37. Characterized the ... system as c;21i;&,9
BBU84s[
38. Developed an algorithm to |,a%z-l
39. Developed a system called ... which qN1e{T8u
40. Uses an iterative algorithm to deduce &Qtp"#{
41. Emphasized the need to dWW-tHv#
42. Identifies six key issues surrounding high technology nz&b5Xb2
43. A comprehensive study of the... has been undertaken v E3{H
44. Much work has been reported recently in these filed cy&
45. Proposed/Presented/State that/Described/Illustrated/ hpqHllL
Indicated/Has shown / showed/Address/Highlights a8bX"#OR&N
46. Point out that the problem of pu2 wEQ
47. A study on ...was done / developed by [] \]f5
48. Previous work, such as [] and [], deal only with (sV]UGrZ
49. The approach taken by [] is 2rR@2Vsw2
50. The system developed by [] consists w!B,kqTG
51. A paper relevant to this research was published by [] 45r]wT(C
52. []'s model requires consideration of... jlRl2 #"
53. []' model draws attention to evolution in human development pjX%LsX\
54. []'s model focuses on... `eMrP`
55. Little research has been conducted in applying ... to nJldz;
56. The published information that is relevant to this research... .\ ;l-U
57. This study further shows that {dy`
%It
58. Their work is based on the principle of :Bx+WW&P.i
59. More history of ... can be found in xx et al. [1979]. B&%L`v2[
60. Studies have been completed to established =1
{H
Sf
61. The ...studies indicated that J+/}K>2#
62. Though application of xx in the filed of xx has proliferated in lgCHGv2@
recent years, effort in analyzing xx, especially xx, is lacking. EFa{O`_@U
Problem / Issue / Question T =eT^?v
63. Unfortunately, real-world engineering problems such as D_l/Gxdpr
manufacturing planning do not fit well with this narrowly defined wq:b j=j
model. They tend to span broad activities and require consideration N<L$gw+)$D
of multiple aspects. _qC+'RE3
64. Remedy / solve / alleviate these problems -,K*~z.l
67. ... is a difficult problem, yet to be adequately resolved E<D+)A
t/v@vJ`vSH
68. Two major problems have yet to be addressed im_w+h%^
69. An unanswered question jHkyF`<+
70. This problem in essence involves using x to obtain a solution. SBCL1aM
71. An additional research issue to be tackled is .... |QnUK5D$
72. Some important issues in developing a ... system are discussed #W>x
\
73. The three prime issues can be summarized: X0^zw^2W
74. The situation leads to the problem of how to determine the ... uuI3NAi~
75. There have been many attempts to L]c 8d
76. It is expected to be serious barrier to [=XZza.z
77. It offers a simple solution in a limited domain for a complex ]}nu9z<
problem. C!$Xv&"r
1. There are several ways to get around this problem. 7,pje
j
2. As difficult as it seems to be, xx is by no means new. pd=7^"[};
3. The problem is to recognize xx from a design representation. Am2*-
4. A xx problem can trace its roots to xx. <