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FAQIHAH BINTI SHEIKH                                                                                                                                                                    SV : WAN NURUL HUSNA                                                                                                                         K242/34




                                                                                                                                                                      MOHAMMAD                                                                                                                                                                   BINTI WAN NORDIN

















                                Application of Fuzzy Analytical Hierarchy Process (FAHP)












                                                                                                                                  In the Selection of Study Area



















                   01                                                                                                                                                                                                                                                              02


                                                                                                                                                                                                                                                                                                                     PROBLEMM

                                              A      B      S     T     R      A     C      T                                                                                                                                                                                                                        P     R      O      B     L     E
                                              ABSTRACT
                                                                                                                                                                                                                                                                                                               S     T     A      T     E     M       E     N       T
                                                                                                                                                                                                                                                                                                               STATEMENT
















                                                                                                                                                                                                                                                                                                         Many  students  face  difficulties  such  as  overcrowded  spaces,  frequent



                A study area is a location or environment used by a person to carry out learning activities. It can                                                                                                                                                                                      distractions, and a lack of facilities that meet their study needs. As a result,




                include various of places that is suitable for a person to focus on studies. A suitable study area can                                                                                                                                                                                   this can lead to reduced motivation, stress, and poor academic performance.



                contribute  to  the  effectiveness  of  the  learning  process.  Choosing  a  suitable  study  area  is  very                                                                                                                                                                            Moreover,  these  challenges  not  only  affect  study  quality  but  also  how


                                                                                                                                                                                                                                                                                                         effectively students manage their time and energy. This situation highlights
                important,  especially  for  university  students  who  often  face  various  challenges  every  semester

                                                                                                                                                                                                                                                                                                         the  need  for  a  better,  structured  approach  that  can  help  students  choose

                such as assignments, exams, and presentations. This research found several problem that faced of
                                                                                                                                                                                                                                                                                                         wisely the most suitable study area.

                many  students  such  as  overcrowded  spaces,  frequent  distractions,  and  a  lack  of  facilities  that




                meet their study needs. As a result, this can lead to reduced motivation, stress, and poor academic




                performance.  This  research  proposes  a  Fuzzy  Analytical  Hierarchy  Process  (FAHP)  approach  to                                                                                                                                                              03

                                                                                                                                                                                                                                                                                                              OBJECTIVESS
                determine the most important criteria and rank four study areas which are library, study lounges,                                                                                                                                                                                             O      B      J   E    C      T     I  V      E




                outdoor study spot and dormitory rooms among university students in UiTM Machang, Kelantan.




                This study was rated for criteria and alternatives by five decision makers using a linguistic scale.



                The  evaluation  was  conducted  based  on  four  main  criteria  namely  environmental  conditions(C1),




                amenities  and  facilities(C2),  capacity  and  space  management(C3)  and  also  flexibility  and



                availability(C4). The findings show the effectiveness of using FAHP in identifying the best area to                                                                                                                                                                                To determine the most important criteria for the selection of study area by


                                                                                                                                                                                                                                                                                                   applying the FAHP method.
                study is the library (A1), the highest ranking, followed by study louges (A2), outdoor study spot (A3),

                                                                                                                                                                                                                                                                                                   To rank the most suitable study area among students in UiTM

                and dormitory room (A4). Among the criteria, environmental conditions have been identified as the
                                                                                                                                                                                                                                                                                                Machang,Kelantan by utilizing the FAHP method.

                most important criteria, followed by highlighting the importance in the student decision-making




                process.  This  study  shows  the  importance  of  FAHP  in  identifying  complex  problems  in  decision



                making and provides the formation of a productive and consistent learning routine.




                                                                                                                                                                                                                                                                                                               05



                                                                                                                                                                                                                                                                                                                                        R     E     S      U      L    T     S        A     N       D
                                                                                                                                                                                                                                                                                                                                        RESULTS AND


                      04                       M       E     T     H      O      D      O      L     O      G      Y                                                                                                                                                                                                                       D      I  S     C      U      S     S      I  O      N
                                                                                                                                                                                                                                                                                                                                           DISCUSSION
                                               METHODOLOGY &&




                                             I  M        P     L    E     M        E     N      T     A      T     I  O      N
                                             IMPLEMENTATION












                                                                                                                                                                                                                                                                                                                                            Summaries of weights and normalization of each criteria


                                                                                                             Step 1: Constructing the paireise                                                       Step 4: Determination of fuzzy preference


                                                                                                             comparison matrices                                                                     weights
















                                                                                                                                                                                                     Step 5 & 6: Defuzzification and normalization                                                                                                                                        Final ranking of alternatives

                                                                                                             Step 2: Evaluation of consisteny ratio                                                  of fuzzy preferences weights






























                                                                                                                                                                                                                                                                                                                   The  analysis  has  successfully  identified  the  top  study  area  based  on  university  student


                                                                                                                                                                                                                                                                                                                   evaluation scores. The selection area with the score closest to 1 is considered the best, as it

                                                                                                            Step 3: Determination of geometric                                                       Step 7: Computation of global weights                                                                         indicates  the  most  optimal  performance.  As  a  result,  Library  (A1)  was  ranked  as  the  top


                                                                                                            means                                                                                                                                                                                                  suitable study area by students from UiTM Machang, Kelantan Branch, securing the highest



                                                                                                                                                                                                                                                                                                                   score of 0.5765. Following Library, the other area, Study Lounges (A2),Outdoor Study Spot


                                                                                                                                                                                                                                                                                                                   (A3), and Dormitory Room (A4) were ranked second, third, and fourth, with scores of 0.2232,

                                                                                                                                                                                                     Step 8: Final ranking of alternatives                                                                         0.1352,  0.0651  respectively.  These  rankings  demonstrate  a  clear  preference  among  the



                                                                                                                                                                                                                                                                                                                   students,  highlighting  Library  as  the  leading  choice,  while  the  others  followed  at  a


                                                                                                                                                                                                                                                                                                                   considerable distance.





                                                                      Tool used :


                                                                                                                                                                                                                                                                                                             07


                     06


                                                                                                                                                                                                                                                                                                                            RECOMMENDATIONS

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                                            CONCLUSION                                                                                                                                                                                                                                                                      R      E     C      O      M       M        E     N      D      A      T     I  O      N      S
                                            C
                                                  O
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                                                                             U
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                                                                                          I









                     In  summary,  the  first  objective  for  this  study  was  achieved  as  the  FAHP                                                                                                                                                                                    For future research, it is recommended to explore other MCDM methods such as



                     method  effectively  identified  the  most  important  and  least  important                                                                                                                                                                                           Multi-Criteria  Optimization  and  Compromise  Solution  (VIKOR)  and  Elimination



                     criteria.  Thus,  the  analysis  showed  that  environmental  conditions  (C1)  was                                                                                                                                                                                    and Choice Expressing the Reality (ELECTRE). The VIKOR method is useful for


                     the  most  preferred  criterion,  while  flexibility  and  availability  (C2)  was  the



                     lowest preferred. Furthermore, the second objective was also achieved, as                                                                                                                                                                                              finding a compromise solution that balances overall performance and individual



                     the FAHP method successfuly ranked the alternatives. It was able to provide                                                                                                                                                                                            criteria  regret.  Meanwhile,  ELECTRE  is  suitable  for  eliminating  less  suitable



                     a  clear  overview  of  students’  choice  based  on  the  ranking  obtained.  The                                                                                                                                                                                     alternatives  through  pairwise  comparisons,  especially  in  complex  decision-


                     most  preferred  and  least  preferred  alternatives  according  to  the                                                                                                                                                                                               making  situations  involving  conflicting  criteria.  Applying  these  methods  may



                     implementation  of  the  FAHP  method  are  Library  (A1)  and  Dormitory  Room                                                                                                                                                                                        provide  more  comprehensive  insights  and  strengthen  the  decision-making



                     (A4), respectively.                                                                                                                                                                                                                                                    process.
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