Grin logo
en de es fr
Shop
GRIN Website
Publier des textes, profitez du service complet
Go to shop › Informatique - Informatique Appliquée à la Gestion

A Multi-source Big Data Analytic System in Smart City for Urban Planning and Decision Making

Titre: A Multi-source Big Data Analytic System in Smart City for Urban Planning and Decision Making

Essai , 2016 , 6 Pages

Autor:in: Ali Reza Honarvar (Auteur), Ashkan Sami (Auteur)

Informatique - Informatique Appliquée à la Gestion
Extrait & Résumé des informations   Lire l'ebook
Résumé Extrait Résumé des informations

Various sensors are embedded in different places of smart cities to monitor and collect data about the status of cities. The goal of a smart city is to improve the quality of life by improving the efficiency of services and providing residents needs using different technologies and mining captured data in cities. Mining such data to extract valuable knowledge involve a large number of challenges because various sources of data in smart cities usually are big, independent, heterogeneous and no semantic is integrated and annotated to them.

In this PhD research these concerns will be tackled by developing and proposing a novel system and approach by leveraging linked open data and semantic web technologies, data mining mechanisms and big data processing platforms

Extrait


$ 0XOWLVRXUFH %LJ 'DWD $QDO\WLF 6\VWHP LQ 6PDUW &LW\ IRU 8UEDQ
3ODQQLQJ DQG 'HFLVLRQ 0DNLQJ
85 %1F- ;:->B->
-:0 ?47-: &-95
'HSDUWPHQW RI (OHFWULFDO DQG &RPSXWHU (QJLQHHULQJ ,VODPLF $]DG 8QLYHUVLW\ 6DIDVKDKU %UDQFK 6DIDVKDKU ,UDQ
&RPSXWHU 6FLHQFH DQG (QJLQHHULQJ DQG ,QIRUPDWLRQ 7HFKQRORJ\ 'HSDUWPHQW 6KLUD] 8QLYHUVLW\ 6KLUD] ,UDQ
^DOLUH]DKRQDUYDU VDPL`#VKLUD]XDFLU
1EC;>0?
53 -@- :@1>:1@ ;2 '45:3? &9->@ 5@E -@- :@13>-@5;: (>.-: #8-::5:3 -:0 1/5?5;: -75:3
.?@>-/@
)->5;A? ?1:?;>? ->1 19.10010 5: 05221>1:@ <8-/1? ;2 ?9->@ /5@51? @; 9;:5@;> -:0 /;881/@ 0-@- -.;A@ ?@-@A? ;2
/5@51? '41 3;-8 ;2 - ?9->@ /5@E 5? @; 59<>;B1 @41 =A-85@E ;2 8521 .E 59<>;B5:3 @41 1225/51:/E ;2 ?1>B5/1? -:0
<>;B505:3 >1?501:@?G :110? A?5:3 05221>1:@ @1/4:;8;351? -:0 95:5:3 /-<@A>10 0-@- 5: /5@51? 5:5:3 ?A/4 0-@-
@; 1D@>-/@ B-8A-.81 7:;C81031 5:B;8B1 - 8->31 :A9.1> ;2 /4-881:31? .1/-A?1 B->5;A? ?;A>/1? ;2 0-@- 5: ?9->@
/5@51? A?A-88E ->1 .53 5:01<1:01:@ 41@1>;31:1;A? -:0 :; ?19-:@5/ 5? 5:@13>-@10 -:0 -::;@-@10 @; @419 : @45?
#4 >1?1->/4 @41?1 /;:/1>:? C588 .1 @-/7810 .E 01B18;<5:3 -:0 <>;<;?5:3 - :;B18 ?E?@19 -:0 -<<>;-/4 .E
81B1>-35:3 85:710 ;<1: 0-@- -:0 ?19-:@5/ C1. @1/4:;8;351? 0-@- 95:5:3 91/4-:5?9? -:0 .53 0-@- <>;/1??5:3
<8-@2;>9?
,1752'8&7,21 $1'
352%/(0 67$7(0(17
'41 :1@C;>7 ;2 <4E?5/-8 ;.61/@? C45/4 ->1 19.10010
C5@4 ?1:?;>? ?;2@C->1 -:0 :1@C;>7 /;::1/@5B5@E @4-@
19<;C1>? @41?1 ;.61/@? @; /;881/@ -:0 1D/4-:31 0-@-
5? /-8810 :@1>:1@ ;2 '45:3? "' -:3 #-:
'41 :@1>:1@ ;2 '45:3? <1>95@? ;.61/@? @; .1 ?1:?10
-:0 /;:@>;8810 >19;@18E />1-@5:3 ;<<;>@A:5@51? 2;>
9;>1 05>1/@ 5:@13>-@5;: ;2 @41 <4E?5/-8 C;>80 5:@;
/;9<A@1> .-?10 ?E?@19? -:0 >1?A8@5:3 5: 59<>;B10
1225/51:/E -//A>-/E -:0 1/;:;95/ .1:125@ @F;>5
*41: ;' 5? -A391:@10 C5@4 ?1:?;>? -:0
-/@A-@;>? @41 @1/4:;8;3E .1/;91? -: 5:?@-:/1 ;2 @41
9;>1 31:1>-8 /8-?? ;2 /E.1> <4E?5/-8 ?E?@19? C45/4
-8?; 1:/;9<-??1? @1/4:;8;351? ?A/4 -? ?9->@ 3>50?
?9->@ 4;91? 5:@188531:@ @>-:?<;>@-@5;: -:0 ?9->@
/5@51? :;: : 0
?9->@ /5@E 5? @41 5:@13>-@5;: ;2 9A8@5<81
@1/4:;8;35/-8 ?;8A@5;:? @; 9-:-31 /5@EG? -??1@? '41
3;-8 ;2 - ?9->@ /5@E 5? @; 59<>;B1 @41 =A-85@E ;2 8521 .E
59<>;B5:3 @41 1225/51:/E ;2 ?1>B5/1? -:0 <>;B505:3
>1?501:@?G :110? A?5:3 05221>1:@ @1/4:;8;351? -:0
-:-8EF5:3 /-<@A>10 0-@- 5: /5@51? &9->@ /5@51? 01-8
C5@4 >1-8 8521 A>.-: /4-881:31? &;91 ;2 @41?1
/4-881:31? 5:/8A01 1:B5>;:91:@-8 ?A?@-5:-.585@E
?;/5;1/;:;95/ 5::;B-@5;: <->@5/5<-@;>E 3;B1>:-:/1
.1@@1> <A.85/ ?1>B5/1? <8-::5:3 -:0 /;88-.;>-@5B1
01/5?5;: 9-75:3 4-:
)->5;A? ?1:?;>? ->1 19.10010 5: 05221>1:@ <8-/1?
;2 ?9->@ /5@51? ?A/4 -? <->75:3 8;@? ?@>11@? 1@/ @;
9;:5@;> -:0 /;881/@ 0-@- -.;A@ ?@-@A? ;2 /5@51?
)->5;A? ?1:?;>? /-: .1 /-@13;>5F10 5:@; @4>11
05221>1:@ /-@13;>51? <4E?5/-8 ?1:?;>? 9;.581 -:0
C1->-.81 ?1:?;>? -:0 ?;/5-8 9105- ;> B5>@A-8 ?1:?;>?
-/4 ?;A>/1 >1281/@? - ?<1/525/ -?<1/@ ;2 @41 A>.-:
1:B5>;:91:@ '41?1 ?1:?;>? /-<@A>1 -:0 31:1>-@1 0-@-
5: 05221>1:@ 2;>9-@? -:0 ?<110 &9->@ 91@1> 0-@- ;2
A@585@E ?1>B5/1? C1-@41> -:0 <;88A@5;: 91-?A>10 0-@-
@>-:?<;>@-@5;: @>-225/ 9;.585@E @>-/1 0-@- ;2 ;.61/@?
B145/81? -:0 4A9-: @4>;A34 #& 0-@- ->1 ?;91
1D-9<81? ;2 0-@- C45/4 ->1 31:1>-@10 -:0 /-<@A>10 5:
?9->@ /5@51? 1:1>-@10 0-@- 5: ?9->@ /5@51? C45/4 5?
/-<@A>10 .E ?1:?;>? 5? - 3;;0 1D-9<81 ;2 .53 0-@- -:0
4-? .11: /4->-/@1>5F10 -? - ?;>@ ;2 .53 0-@-
1>7;B5/4 '41?1 75:0 ;2 0-@- /-: .1
=A-852510 .E @41 .53 0-@- /4->-/@1>5?@5/? B;8A91
B18;/5@E B->51@E -:0 B1>-/5@E -:
5:5:3 ?A/4 0-@- @; 1D@>-/@ B-8A-.81 7:;C81031
/-: .1 .1:125/5-8 2;> A>.-: <8-::5:3 -:0 01/5?5;:
9-75:3 @ 19<;C1>? @41 =A-85@E ;2 8521 @4>;A34
59<>;B5:3 @41 1225/51:/E ;2 ?1>B5/1? -:0 <>;B505:3
>1?501:@?G :110? 5:5:3 ?1:?;> 0-@- C45/4 5?
/-<@A>10 5: ?9->@ /5@E /-: .1 /;:?501>10 2>;9 @C;
B51C<;5:@? 5>?@ @41 B;8A91 B->51@E -:0 B18;/5@E ;2
31:1>-@10 0-@- .>5:3? @41 >1-8 @591 -:0 .53 0-@-
<>;/1??5:3 :110? ;2 ?A/4 0-@- @; 1D@>-/@ -<<8510
!"
$ " $ "
#
$ !#

B-8A-.81 7:;C81031
1/;:0
5@ 1B;71? @41
59;@-:/1 ;2 95:5:3 9A8@581 ?;A/1 0-@- B1?A?
?5:381 ?;A/1 0-@- -:0 @41 5:@13-@5;: :110? ;2
9A8@581 ?;A/1 0-@- 5: ?9-@ /5@51?
'41 ?1/;:0 B51C;5:@ /-: .1 5:B1?@53-@10 2;9
B-5;A? -?1/@?
5:5:3 ?1:?; 0-@- 5:011:01:@8E
2;9 ?1--@10 ?1:?;? 5:5:3 0-@- 2;9 9A8@581
4;9;31:1;A? ?1:?;? C5@4 ?5958- 3;-8 5: -:
-85/-@5;: 0;9-5: 5:5:3 9A8@5 ?;A/1 0-@- 2;9
41@1;31:1;A? 0-@- ?;A/1? -:0 ?1:?;? 5: 052211:@
-85/-@5;: 0;9-5:? //;05:3 @; ?1/;:0 B51C;5:@
/;981D5@E ;2 95:5:3 ?9-@ /5@EG? ?1:?; 0-@- B-51?
2;9 ?5981 @; /;985/-@10 /-?1 5: @411 -?1/@?
1?1/@5B18E ;C1B1 @41 A?12A8:1?? -:0 :;B18@E ;2
@41 1D@-/@10 5:2;9-@5;: 5? 9;1 C41: @41 :A9.1 ;2
0-@- ?;A/1? 5:/1-?1 -:0 /;981D5@E 5? 4534
8-31 :A9.1 ;2 0-@- ?;A/1? -1 -B-58-.81 5:
?9-@ /5@E .1/-A?1 ;2 @41 ' -0B-:/191:@ -:0 1-?1
;2 5:?@-88-@5;: -:0 018;E91:@ ;2 ?1:?;? 5: 1B1E
8-/1 ;2 - /5@E 5:5:3 -B-58-.81 ?5:381 ?;A/1 0-@- 5:
/5@51? 4-B1 .11: 0;:1 5: 1B5;A? 1?1-/41? ?A/4 -?
@-/1 -:-8E?5? -:0 95:5:3 2; ?9-@ /5@51? -:3 #-:
:-8EF5:3 ?9-@ 1:13E 0-@- 2;9 ?9-@
1:13E @5-8? %;?-5- 585; 3-5:5:3 5:?534@
5:@; @-225/ -@@1: 2;9 A.-: @-:?;@-@5;: 0-@-
4-F-15 -:0 31@@5:3 5:?534@? ;: 4A9-: 0-58E
.14-B5; 2;9 ?1:?; 0-@- /;881/@10 5: 4;91? ;;7
'4;A34 2A:/@5;:5:3 @;31@41 ?E:13E /-: .1
-/451B10 5 1 ;A@/;91? /-: .1 -/451B10 @4-@ C;A80
:;@ .1 -/451B-.81 5: C;75:3 5:011:01:@8E
#AA?@6KB5 A:5/5-8 ;3-:5F-@5;:? 5: /5@51?
;0A/1 ; /-@A1 B-5;A? 0-@-?1@? 2; @415
;3-:5F-@5;:G? A;?1? -:0 ;.819? -@ 4-:0 '45?
/-A?1? 5:011:01:@ -:0 05?--@1 0-@- ?58;? 18-@10 @;
- ?5:381 A.-: ?E?@19 @; .1 /1-@10 '41?1 0-@-?1@? -1
05B1?1 5: 0-@- 9;018? -:0 ?/419-? D@-/@5:3 -:E
/;18-@5;: -:0 5:@118-@5;: -9;:3 05B1?1 0-@-
?;A/1? -:0 0-@-?1@? 5? 12;910 5: - 9-:A-8
2-?45;: @4112; 31-@ -9;A:@ ;2 @591 -:0 122;@ 5?
:11010 '-/785:3 @41 5:@1;1-.585@E /4-881:31 ;2
B-5;A? 0-@- ?;A/1? 5: /5@51? ;B501 -: ;;@A:5@E
@; 81B1-31 @41 ;@1:@5-8 ;2 /;9.5:10 0-@- ?;A/1? @;
1D@-/@ 7:;C81031 @4-@ /-: ?A;@ A.-: 8-::1?
-:0 01/5?5;: 9-71? :@13-@5:3 9A8@5 ?;A/1 0-@- 5:
?9-@ /5@51? -:-8EF5:3 -:0 95:5:3 ;2 @419 5:B;8B1 -
8-31 :A9.1 ;2 /4-881:31? .1/-A?1 B-5;A? ?;A/1?
;2 0-@- 5: ?9-@ /5@51? A?A-88E -1 5:011:01:@
41@1;31:1;A? -:0 :; ?19-:@5/ 5? 5:@13-@10 -:0
-::;@-@10 @; @419
'45? #4 1?1-/4 5? -5910 -@ A:01?@-:05:3 -:0
-001??5:3 @41 /4-881:31? ;2 -005:3 ?19-:@5/ @; @41
B-5;A? 0-@- ?;A/1? -//;05:3 @; @41 -85/-@5;:
0;9-5: ;2 @41 ?1:?;? -:0 .53 ?1:?; 0-@- 5:@13-@5;:
5: ?9-@ /5@51? '45? 1?1-/4 5? -8?; /;:?50110 @41
/4-881:31? ;2 7:;C81031 1D@-/@5;: 2;9 5:@13-@10
?19-:@5/ -::;@-@10 0-@- C5@4 /4-881:31? -:35:3
2;9 4-:085:3 @41 ?5F1 -:0 B-51@E -:0 /;9-1 @41
1221/@5B1:1?? ;2 @45? 7:;C81031 B1?A? 1D@-/@10
7:;C81031 2;9 - ?5:381 ?;A/1 0-@- 5: A.-:
8-::5:3 -:0 01/5?5;: 9-75:3 '41 501-8 3;-8 ;2 @45?
1?1-/4 5? @; ;B501 - ?E?@19 @; 4-:1?? @41 ;@1:@5-8
;2 /;9.5:10 41@1;31:1;A? 0-@- ?;A/1? 5: ?9-@
/5@51? @; 31@ 5:?534@? 2; ?A;@5:3 A.-: 8-::5:3
-:0 01/5?5;: 9-75:3 -:0 @411-2@1 A:01?@-:0 @41
0E:-95/ ;2 /5@51? -:0 -A391:@ @41 /;:B1:51:/1 ;2
A.-: 1?501:@?
5(6($5+ 48(67,216
$ *4-@ 7:;C81031 /-: .1 1D@-/@10 2;9
5:@13-@10 9A8@5 ?;A/1 0-@- B1?A? ?5:381 ?;A/1 0-@-
5: ?9-@ /5@51? 2; A.-: 8-::5:3 -:0 01/5?5;:
9-75:3
$ ;C @; 11?1:@ .53 ?1:?; 0-@- -:0 0;9-5:
7:;C81031 @; 2-/585@-@1 @41 0-@- 5:@13-@5;: -:0
19;C1 -:-8E@5/? 5: ?9-@ /5@E
$ ;C @; 5:@13-@1 -:0 -:-8EF1 .53 ?1:?; 0-@- @;
/;9141:0 -:0 9-:-31 /5@E 0E:-95/?
$ *4-@ @1/4:;8;351? /-: .1 -8510 @; @-/781 @41
5:@1;1-.585@E /4-881:31 ;2 /;:@19;-E 0-@-
?58;? 5: ;01 @; 81B1-31 @41 ;@1:@5-8 ;2
/;9.5:10 0-@- ?;A/1?
5(/$7(' :25.
%-50 ;31?? 5: A.-:5F-@5;: 4-? 1:/;A:@110 9-:E
1;81 C5@4 /;:/1:? ?A/4 -? @-225/ /;:31?@5;:
1:13E /;:?A9@5;: -:0 ;88A@5;: (.-: /;9A@5:3
-? - :1C 19135:3 25180 -59? @; @-/781 @41?1 5??A1? .E
A?5:3 @41 0-@- @4-@ 4-? .11: 31:1-@10 5: /5@51? ?A/4
-? @-225/ 28;C 4A9-: 9;.585@E -:0 31;3-45/-8
0-@- ,41:3 1?5@1 @41 2-/@ @4-@ A.-:
/;9A@5:3 /A1:@8E 5? -@ :-?/1:@ ?@-31 @411 -1 -
81:@E ;2 C;7? 4-B1 .11: 0;:1 @; /;:@5.A@1 @; @45?
25180 : @45? ?1/@5;: - :A9.1 ;2 1?1-/41? -1
1?1:@10 C45/4 18-@10 @; @41 /A1:@ -:0 A.-:
/;9A@5:3 1?1-/41? 15@41 5: @19? ;2 @41 91@4;0?
-:0 91@4;0;8;351? ; 5: @19? ;2 @41 3;-8? @4-@ 4-B1
.11: 2;88;C10
;:?;85 1@ -8
;:?;85 /;:?@A/@10 -
?19-:@5/ 8-@2;9 2; @41 9A:5/5-85@E ;2 -@-:5-
;:1 ;2 @41 9-5: /5@51? 5: ?;A@41: @-8E @ 1D45.5@? -
/;:?5?@1:@ 95:59-8 -:0 /;9141:?5B1 ?19-:@5/ 0-@-
9;018 2; @41 /5@E .-?10 ;: 5:7 1: -@-
%
!!

--0539 '41 ;0A/10 9;018 5? 81D5/-85F10
2; @41 @-85-: /;:@1D@ '41 5??A1 ;2 1/;:/585:3 8-31
/5@E 0-@- ?;A/1? ;2 052211:@ :-@A1 5:@; - A:52;910
-:0 5:@13-@10 ?19-:@5/ 0-@- 9;018 5? /8-5910 @;
@-/781 .E @45? 8-@2;9
5?/4;2 1@ -8
5?/4;2 ;B5010 -
05?/A??5;: -;A:0 @41 :110 2; /;99;: ?19-:@5/
01?/5@5;:? 2; ?9-@ /5@E 0-@- @; 2-/585@-@1 2A@A1
?1B5/1? 5: ?9-@ /5@51? 85:710 0-@- 9;018 2;
?19-:@5/ -::;@-@5;: ;2 0-@- ?@1-9? 5: ?9-@ /5@E
1:B5;:91:@? -1 .15:3 .A58@ 5: ( # 5@E #A8?1
;61/@ .E -A@4;? 5: 5?/4;2
-; 1@ -8
-; 01?53:10 - ?19-:@5/
5:2;9-@5;: 9;018 @; 11?1:@ /;981D 1B1:@ -:0
A@585F10 @45? 5:2;9-@5;: 9;018 2; @41 05?/;B1E -:0
5:@13-@5;: ;2 ?1:?; 0-@- ?@1-9? '41E 1?1:@10 -:
A@;9-@10 ;981D B1:@ 98191:@-@5;: E?@19
C45/4 1/15B1? -: 1B1:@ 1=A1?@ 01?/5.10
A?5:3 /;981D 1B1:@ ?1B5/1 5:2;9-@5;: 9;018 -:0
-A@;9-@5/-88E 05?/;B1? -:0 /;9;?1? @41 9;?@
?A5@-.81 0-@- ?@1-9? 2; @41 -@5/A8- 1B1:@ 1=A1?@
#?E88505? 1@ -8 #?E88505? 1?1:@10 - C1.
.-?10 8-@2;9 2; ;:@;8;3E 5:@13-@5;: -:0
B5?A-85F-@5;: ;2 8-31 ?/-81 -:0 41@1;31:1;A? A.-:
0-@- ;/5-8 9105- ?@1-9? A.85/-88E -B-58-.81
9A:5/5-8 1/;0? -:0 1?;A/1? 2;9 7:;C81031
1;?5@;51? -1 A?10 -? @41 05B1?1 5:A@ ?;A/1? ;2
@41 ?E?@19 ? - ?;8A@5;: @; @-/781 @41 41@1;31:15@E
;2 0-@- ?;A/1? -: ;:@;8;3E C-? 01B18;10 -:0
A@585F10 @; 5:@13-@1 05B1?1 0-@- ?;A/1? .A@ :;
01@-58? -.;A@ @41 01B18;10 ;:@;8;3E -:0 @41
5:@13-@5;: 91/4-:5?9 C11 05?/A??10 '41 ;;?10
8-@2;9 /-: 1D@-/@ @5B5-8 7:;C81031 ?A/4 -? 31@@5:3
@41 :A9.1 ;2 ;.61/@? 5: - ?1/525/ -1- 588A?@-@1? @41
21=A1:/E ;2 ;.61/@? 11?1:@? - ?1/525/ /-@13;E
05?@5.A@5;: .-?10 ;: -31 B1:A1? A?1 ;81 -:0
25:-88E 11?1:@? @41 ;A8-5@E ;2 - ?1/525/ -@4
-9;:3 @41 /;:?50110 3;A? ;2 1?;:
'41 3-? 1D5?@ 5: @41 18-@10 1B5;A? C;7? @4-@
:110 9;1 5:B1?@53-@5;:? -1 -? 2;88;C?
;:?5015:3 -88 0-@- ?;A/1? 5: ?9-@ /5@51? -:0
5:@13-@5;: ;2 @419 C45/4 /-: .1 .1:125/5-8 2;
A.-: 8-::5:3 -:0 01/5?5;: 9-75:3 ?A/4 -?
@-225/ /;:05@5;:? -5 -:0 ;88A@5;: 91-?A191:@?
5: B-5;A? 8-/1? ;2 - /5@E ?9-@ 91@1? ;2 A.-:
A@585@51? # @-/1 ;2 ;.61/@ -:0 B145/81 ; 1B1:
4A9-:? /--/5@E ;2 -75:3? ?;/5-8 9105- -:0
/;C0 ?1:?5:3 1@/
1B18;5:3 - /;9141:?5B1 ;:@;8;3E @4-@ /-:
9;018 1B1E -?1/@? ;2 1B1:@? -:0 ?/1:-5;? 5:
/5@51?
??A1? ;2 1D@-/@5;: ;2 45001: -:0 :;: @5B5-8
7:;C81031 @4-@ /-: ;:8E .1 1D85/5@ .E 1D8;5@5:3
0-@- 95:5:3 91/4-:5?9? ;: 5:@13-@10 9A8@581
?;A/1 ?19-:@5/ -::;@-@10 0-@-?1@;:?5015:3 @41
?/-8-.585@E ;2 @41 ?E?@19? 0A1 @; @41 :-@A1 ;2 0-@-
?;A/1? 5: ?9-@ /5@E C45/4 .5:3? @41 :;@5;: ;2
H53 -@-I 5: 95:0
0(7+2'2/2* $1'
(;3(7(' 2175,%87,216
5:710 1: -@- ;:@;8;351? -:0 ;@41
?19-:@5/ C1. @1/4:;8;351? ;1: A - :1C 0;9-5: 2;
5:@13-@5:3 9A8@581 ?;A/1 0-@- 5: ?9-@ /5@E @; 31@
:;: @5B5-8 7:;C81031 E /;9.5:5:3 -:0 5:@13-@5:3
9A8@581 0-@- ?;A/1? 5:@118-@5;:? /;18-@5;:? -:0
:1C /;:/8A?5;:? /-: .1 ;.@-5:10 C45/4 -1 -85/-.81
5: A.-: 8-::5:3 -:0 01/5?5;: 9-75:3
'41 /4-881:31 ;2 7:;C81031 1D@-/@5;: 2;9
41@1;31:1;A? 9A8@581 ?;A/1 0-@- 5: - ?9-@ /5@E
/-: .1 -881B5-@10 .E ?E:@-/@5/ -:0 ?19-:@5/
5:@1;1-.585@E ;2 0-@- '41?1 ?;8A@5;:? /-: .1
-/451B10 .E /;:2;95:3 @; A:5B1?-8 7:;C81031
11?1:@-@5;: 8-:3A-31 -:0 ;B505:3 - 2;9-8
?1/525/-@5;: ;2 ?4-10 /;:/1@A-85F-@5;: ;:?;85
19-:@5/ 91@- 0-@- 5? -@@-/410 @; -C 0-@- 5:
@45? /;:?501-@5;: .A@ ?19-:@5/-88E -::;@-@5:3 0-@-
:110? @; /-12A88E @-01;22 .1@C11: 1D1??5.585@E
/;981D5@E -? C188 -? @41 4A31 B;8A91 ;2 @41
31:1-@10 0-@- C45/4 4-? @; .1 ;/1??10 5?/4;2
'4112;1 C5@4 ?/-8-.585@E 5: 95:0 - 8-@2;9
C588 .1 ;;?10 -:0 01?53:10 @; -001?? @41?1 5??A1?
11 A?5:3 .53 0-@- 8-@2;9? ?A/4 -? -0;; -:0
-7 -1 6A?@525-.81
'41 @-?7? 12;910 5: 0-@- 95:5:3 -:0
7:;C81031 05?/;B1E ;/1?? -1 7:;C81031
5:@1:?5B1 -:0 /-: .1:125@ 2;9 A?5:3 B-5;A?
7:;C81031 ?;A/1? 5: @41 0;9-5: ;2 05?/;A?1 '4A?
7:;C81031 8-E? - /A/5-8 ;81 411 :;C81031 /-:
.1 5: @41 59-E 0-@- 5@?182 5: 1D@1:-8 0-@- ; 5: @41
0-@- -:-8EF1G? 95:0 %5?@;?75
;91
/;:?501-@5;:? -1 :11010 5: ;01 @; 81B1-31 @41
.1:125@? ;2 9A8@581 ?;A/1 0-@- -? - A:52;9
5:@13-@10 0-@- ?;A/1 -:0 .-/73;A:0 7:;C81031 ;2
- /5@E 2; A.-: /;9A@5:3 (?5:3 85:710 ;1: 0-@-
-:0 ?19-:@5/ C1. @1/4:;8;351? @; 1:5/4 @41 -C 0-@-
5: ?9-@ /5@E -:0 81B1-35:3 @41 -;-/41? 4-B1 .11:
;;?10 2; 5:@13-@5:3 1D@1:-8 7:;C81031 ?;A/1?
@; ?@-31? ;2 0-@- 95:5:3 ;/1?? -1 C18/;91
:A9.1 ;2 -;-/41? 4-B1 .11: ;;?10 C45/4
/;9.5:1 91@4;0? 2;9 0-@- 95:5:3 -:0 7:;C81031
05?/;B1E C5@4 ?19-@5/ C1. 0-@- 9;B5:3 @41
?19-:@5/ C1. ; ?A;@5:3 @41 ?@-31? ;2 0-@- 95:5:3
;/1?? -1 @41 3;-8? ;2 @41?1 -;-/41? 9;:3
@419 /;:?5015:3 @4;?1 C45/4 A?1 -:0 ?19-@5/
$# %
!

C1. @1/4:;8;351? @; ?A;@ 7:;C81031 05?/;B1E
-:0 95:5:3 @1/4:5=A1? C45/4 95:1 @41 ?19-:@5/
1:5/410 0-@- -1 18-@10 @; @41 3;-8? -:0 1?1-/4
=A1?@5;:? 91:@5;:10 5: @45? #4 1?1-/4
67$*(6 2) 5(6($5+
; 2A825885:3 @45? #4 1?1-/4 -:0 1-/45:3 @41
?;8A@5;:? 2; @41 0125:10 1?1-/4 =A1?@5;:? 25B1 ?@1?
-1 105/@10 '41?1 ?@1? -1 -? 2;88;C? -:0
588A?@-@10 5: 253A1
-@- /;881/@5;: 2;9 ?;A/1? ;2 0-@- 5: - ?9-@
/5@E
9-@ /5@EG? ?/1:-5;? -:0 1B1:@? 5:?1/@5;: -:0
:@;8;3E 01B18;91:@
:5/4 0-@- C5@4 ?19-:@5/ -:0 5:@13-@5;:
1B18; - .53 0-@- -:-8E@5/ ?E?@19 @; 05?/;B1
7:;C81031 2; ?A;@5:3 A.-: 8-::5:3 -:0
01/5?5;: 9-75:3 .-?10 ;: /5@E 0E:-95/?
B-8A-@1 @41 ?E?@19 @; A:01?@-:0 4;C @41 /5@E
?@-714;801? -:0 01/5?5;: 9-71? /-: .1:125@
2;9 @41 ?E?@19 -:0 1B-8A-@1 @41 :;B18@E -:0
12;9-:/1 ;2 05?/;B110 7:;C81031 -:0
?E?@19
53A1 )5?A-8 ?@1? ;2 @41 1?1-/4
; @41 25?@ ?@1 -B-58-.81 ;1: 0-@-?1@ 2;9
5@E#A8?1 0-@-?1@ /;881/@5;: A4-99-0 :@5F- 85
5? .15:3 A?10 '45? 0-@-?1@ /;:@-5:? ;-0 @-225/
0-@- ;88A@5;: 0-@- C1-@41 0-@- -75:3 0-@- 1@/
;2 -4A? 1:9-7 : -005@5;: @; @45? 0-@-?1@ -
:A9.1 ;2 ;1: 0-@-?1@ A.85?410 .E B-5;A?
3;B1:91:@? @4-@ /-: .1 A?10 2; @41 1D1591:@? 5:
@45? 1?1-/4 ; 1D-981 /5@E ;2 -4A? ;B501? -:
;1: 0-@- 8-@2;9 /-8810 1: -@- -4A?
:;: : 0 C45/4 /;:@-5:? /5@E 18-@10 5:2;9-@5;:
31:1-@10 .E B-5;A? ?1:?;? 018;E10 C5@45: @41
/5@E 1 3 @-225/ /;:31?@5;: 81B18 -5 =A-85@E -:0
@-?4 .5: 81B18 1@/
; @41 ?1/;:0 ?@1 ;2 @45? 1?1-/4 B-5;A?
?/1:-5;? -:0 1B1:@? 5: /5@51? -1 .15:3 5:?1/@10 @;
31@ ?;91 5:?534@? -.;A@ 01B18;5:3 - /;9141:?5B1
;:@;8;3E @; 9;018 31:1-@10 0-@- 5: ?9-@ /5@51? '41
;:@;8;3E -:0 @4-@ -1 .15:3 01B18;10 5: @41
?1/;:0 ?@1 ;B501? -: ;;@A:5@E @; -::;@-@1 0-@-
C5@4 ?19-:@5/ -:0 5:@13-@1 B-5;A? ?;A/1? ;2 0-@- 5:
@41 @450 ?@1 7:;C81031 1D@-/@5:3 .E 1D8;5@5:3 .53
0-@- 8-@2;9? 2;9 ?19-@5/ -::;@-@10 0-@- A?5:3
?19-:@5/ C1. 0-@- 95:5:3 91/4-:5?9? -:0
01B18;5:3 -;5-@1 -;-/41? -1 .15:3 12;9
5: ?@1 5:-88E @; 1B-8A-@1 @41 1221/@5B5@E ;2 @41
01B18;10 -;-/41? -:0 ;;?10 ?E?@19 ?;91
1B-8A-@5;:? C588 .1 12;910 @; 5:B1?@53-@1 @41
?;8A@5;:? 2; =A1?@5;:? -:0 /;:?50110 ;.819? 5:
@45? 1?1-/4
5()(5(1(6
:;:
: 0
:85:1
B-58-.81
-@
KWWSV
HQZLNLSHGLDRUJZLNL,QWHUQHWBRIB7KLQJV
//1??10
:;: : 0 :85:1 B-58-.81 -@ KWWSRGDDGN //1??10
@F;5 -
'41 5:@1:1@ ;2 @45:3?
?AB1E RPSXWHU QHWZRUNV
17;B5/4 - 2Q FOXVWHUL]DWLRQ RI ELJ GDWD
VWUHDPV ? 8 ? :
5?/4;2 ! # - #
19-:@5/ 9;01885:3 ;2 ?9-@ /5@E 0-@- ? 8 ? :
;:?;85 ! # ) # % % -
$ 6PDUW LW\ 'DWD 0RGHO EDVHG RQ 6HPDQWLFV
%HVW 3UDFWLFH DQG 3ULQFLSOHV ? 8 ? :
;;7 - ! 5:5:3 @41 4;91 1:B5;:91:@
-RXUQDO RI LQWHOOLJHQW LQIRUPDWLRQ V\VWHPV
-: * - 5:5:3 .53 0-@- /A1:@ ?@-@A? -:0
2;1/-?@ @; @41 2A@A1 $0 V,*.'' ([SORUDWLRQV
1HZVOHWWHU
-:3 #-: $ 1 - '-/1 -:-8E?5? -:0 95:5:3 2;
?9-@ /5@51? 5??A1? 91@4;0? -:0 -85/-@5;:? ,(((
RPPXQLFDWLRQV 0DJD]LQH
-:3 #-: $ * , - , * '-/1 :-8E?5?
-:0 5:5:3 2; 9-@ 5@51? ??A1? 1@4;0? -:0
85/-@5;:?
,((( RPPXQLFDWLRQV 0DJD]LQH
);8A91
-; - 6HPDQWLF GLVFRYHU\ DQG
LQWHJUDWLRQ RI XUEDQ GDWD VWUHDPV ? 8 ? :
4-: , 1 - ';C-0? /8;A0 .-?10 .53 0-@- -:-8E@5/?
2; ?9-@ 2A@A1 /5@51? -RXUQDO RI ORXG RPSXWLQJ
4-F-15 , % ) - 53 -@- :-8E@5/
3ODWIRUP IRU 6PDUW 7UDQVSRUWDWLRQ ? 8 ? :
A4-99-0 :@5F- 85 - 5@E1:/4
RQILJXUDEOH %HQFKPDUN WR (YDOXDWH 563 (QJLQHV
8VLQJ 6PDUW LW\ 'DWDVHWV ? 8 ? :
#?E88505? ' #8-@2;9 2;
(.-: :-8E@5/? -:0 19-:@5/ -@- :@13-@5;: 5: 5@E
#8-::5:3
RPSXWHU$LGHG $UFKLWHFWXUDO 'HVLJQ
%
!

)XWXUHV 9ROXPH 7KH 1H[W LW\1HZ 7HFKQRORJLHV DQG
WKH )XWXUH RI WKH %XLOW (QYLURQPHQW
#AA?@6KB5 # '41 ;81 ;2 ?9-@ 0-@- 5: ?9-@
4;91 41-8@4 9;:5@;5:3 /-?1 3URFHGLD RPSXWHU
6FLHQFH 9ROXPH
%5?@;?75 # # 19-:@5/ *1. 5: 0-@- 95:5:3
-:0 7:;C81031 05?/;B1E $ FRPSUHKHQVLYH VXUYH\
:HE 6HPDQWLFV 6FLHQFH 6HUYLFHV DQG $JHQWV RQ WKH
:RUOG :LGH :HE
%;?-5- 585; # * 53 -@- 9-@ :13E -:0
#105/@5B1 :-8E@5/? 7LPH 6HULHV 3UHGLFWLRQ RI 6PDUW
(QHUJ\ 'DWD :85:1 B-58-.81 -@ ! /;9
,41:3 + * - + (.-: /;9A@5:3
/;:/1@? 91@4;0;8;351? -:0 -85/-@5;:? $0
7UDQVDFWLRQV RQ ,QWHOOLJHQW 6\VWHPV DQG 7HFKQRORJ\
$# %
!
This paper has already been published at https://www.researchgate.net/publication/304019828

Frequently asked questions

What is the title of this document?

The title is "A Multi-Source Big Data Analytic System in Smart City for Urban Planning and Decision Making."

Who are the authors of this document?

The authors are listed as 85 %1F- ;:->B-> and -:0 ?47-: &-95. Additional author information including department and university affiliations, and email address (^DOLUH]DKRQDUYDU VDPL`#VKLUD]XDFLU) are provided for one author.

What is the primary focus of this document?

The document focuses on designing and implementing a multi-source Big Data analytic system for smart cities, specifically related to urban planning and decision-making.

What are some of the key themes covered in this document?

Key themes include challenges of urban planning, the role of multi-source data, smart city applications, data analysis, and the use of big data technologies for improving urban environments and decision processes.

What are the objectives of the study described in this document?

The objectives include identifying important parameters to develop smart cities and design new solutions regarding smart governance aspects. It aims to collect data that is collated and exchanged to improve quality of life.

What is the problem statement addressed in this document?

The problem is centered around the need for advanced analytics to handle diverse data sets which must be integrated into smart cities.

What types of data are analyzed in this project?

The types of data analyzed in the project include parameters that aid in the implementation of smart cities and governance, as well as data on the relationship between citizens and governance.

What does this document contribute to urban planning and decision-making?

The document contributes by creating insights related to the process of the urban environment, and developing analysis regarding the decision-making process in the urban environment.

How can the performance and benefits of the proposed methods be demonstrated?

Performance is demonstrated through analysis of urban data, the performance of the data analysis methods, and the relationship between collected data and the quality of citizen life.

What types of data collection methods are addressed?

This document addresses the nature of big data for both structured and unstructured methods.

What aspects of smart cities does the document intend to demonstrate?

The aspects of smart cities that the document will demonstrate are based on the specific implementation, where collected parameters can be compared to standard parameters from data collected.

Does this paper acknowledge any previously published work?

This paper has been published at https://www.researchgate.net/publication/304019828

Fin de l'extrait de 6 pages  - haut de page

Résumé des informations

Titre
A Multi-source Big Data Analytic System in Smart City for Urban Planning and Decision Making
Auteurs
Ali Reza Honarvar (Auteur), Ashkan Sami (Auteur)
Année de publication
2016
Pages
6
N° de catalogue
V338435
ISBN (ebook)
9783668281837
Langue
anglais
mots-clé
big data smart city urban planning
Sécurité des produits
GRIN Publishing GmbH
Citation du texte
Ali Reza Honarvar (Auteur), Ashkan Sami (Auteur), 2016, A Multi-source Big Data Analytic System in Smart City for Urban Planning and Decision Making, Munich, GRIN Verlag, https://www.grin.com/document/338435
Lire l'ebook
  • Si vous voyez ce message, l'image n'a pas pu être chargée et affichée.
  • https://cdn.openpublishing.com/images/brand/1/preview_popup_advertising.jpg
  • Si vous voyez ce message, l'image n'a pas pu être chargée et affichée.
  • Si vous voyez ce message, l'image n'a pas pu être chargée et affichée.
  • Si vous voyez ce message, l'image n'a pas pu être chargée et affichée.
  • Si vous voyez ce message, l'image n'a pas pu être chargée et affichée.
  • Si vous voyez ce message, l'image n'a pas pu être chargée et affichée.
  • Si vous voyez ce message, l'image n'a pas pu être chargée et affichée.
Extrait de  6  pages
Grin logo
  • Grin.com
  • Page::Footer::PaymentAndShipping
  • Contact
  • Prot. des données
  • CGV
  • Imprint