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Akıllı Kent İdealine Ulaşmada Büyük Verinin Rolü

Yıl 2017, Cilt: 10 Sayı: 30, 200 - 215, 15.06.2017

Öz

Günümüzde hızlı nüfus
artışına paralel olarak, özellikle kentlerde yaşayan insan nüfusu da hızla
artmaktadır. Dolayısıyla, kentlerin kaynaklarını daha verimli kullanabileceği,
bilgi ve iletişim teknolojilerinden etkin yararlanabileceği, çevre ve insan
odaklı kent sistemlerine giderek daha çok ihtiyaç duyulmaktadır. Akıllı kent
kavramı, veriye dayalı çözüm önerilerini ileri teknoloji ile hayata geçirebilen
sistemler sunar. Günümüz bilgi çağında ve yoğun rekabet ortamında önemli bir
fırsat olan, akıllı kent idealine ulaşmada, çeşitli gereklilikler bulunmaktadır.
Büyük veri ile ona ilişkin yöntem ve teknolojileri etkin bir şekilde kullanmak,
bu gerekliliklerin başında gelmektedir. Kentler, büyük veri tanımına uyan
yüksek hacim, hız ve çeşitliliğe sahip veriler üretmektedirler. Dolayısıyla,
etkin, sürdürülebilir ve akıllı bir kent yaratmada büyük veri ile ona ilişkin
yöntem ve teknolojilerin rolünü ortaya koymak bu çalışmanın konusunu
oluşturmaktadır. Bu amaçla, akıllı kent kavramı, büyük veri kavramı
tanımlanmış, ardından büyük veriye ilişkin kullanılan yöntem ve teknolojiler
tanıtılmıştır. Son olarak, literatürde kentlere ilişkin gerçekleştirilen büyük
veri uygulamaları incelenmiş ve büyük verinin, ona ilişkin yöntem ve
teknolojilerle bir bütün olarak ele alınmasının kent uygulamaları açısından
daha yararlı olacağı kanısına varılmıştır.

Kaynakça

  • (1) McCarney P., “The evolution of global city indicators and ISO37120: The first international standard on city indicators”, Statistical Journal of the IAOS, 31, 2015, s. 103– 110 (2) Singh B., “Smart city-smart life”, Dubai Expo 2020, Middle East Journal of Business Volume 10, Issue 4, Ekim 2015
  • (3) Abella A., Criado M.O. and Heredero C. P., “Information reuse in smart cities’ Ecosystems”, el profesional de la información, noviembre-diciembre, v. 24, n. 6., 2015
  • (4) Giffinger R., Christian F., Hans K., Robert K., Nataša P.M., Evert M., Smart cities: Ranking of European medium-sized cities. Vienna, Austria: Centre of Regional Science (SRF), Vienna University of Technology, 2007.
  • (5) http://www-03.ibm.com/press/us/en/pressrelease/27791.wss (Erişim Tarihi: 29.11.2016)
  • (6) Clarke R. Y., “Smart Cities and the Internet of Everything: The Foundation for Delivering Next-Generation Citizen Services”, IDC Goverment Insight, 2013.
  • (7)Vanolo A., “Smartmentality: The Smart City as Disciplinary Strategy”, Urban Studies, 2013, s.1-16
  • (8) http://www.iso.org/iso/catalogue_detail?csnumber=62436 (Erişim tarihi: 09.11.2016)
  • (9) https://www.iso.org/obp/ui/#iso:std:iso:37120:ed-1:v1:en (Erişim tarihi: 09.11.2016)
  • (10) http://www.citiesalliance.org/monitoring-performance (Erişim Tarihi: 29.11.2016)
  • (11) http://www.euro.who.int/en/home (Erişim Tarihi: 29.11.2016)
  • (12) https://www.uclg.org/en/organisation/about (Erişim Tarihi: 29.11.2016)
  • (13) http://www.iclei.org/ (Erişim Tarihi: 29.11.2016)
  • (14) http://icma.org/en/icma/home (Erişim Tarihi: 29.11.2016)
  • (15) Wessler M., OCP & CISSP, Big Data Analytics For Dummies, Published by John Wiley & Sons, Inc., Hoboken, New Jersey, 2013 (16) Gantz J., Reinsel D., “Extracting value from chaos”, IDC iview (1142), 2011 (17) NIST Big Data Public Working Group, Big data interoperability framework: Definitions, National Institute of Standards and Technology(NIST), 2015 (18) http://datascience.berkeley.edu/what-is-big-data/ (19) Davis K. and Patterson D., Ethics of Big Data, Published by O’Reilly Media, Inc.,2012, (20) Mitchel I., Locke M., Wilson M., Fuller A., White Book of Big Data, Fujitsu Services Ltd., 2012 (21) Russom P., Big Data Analytics, TDWI Best Practice Report, TDWI research, (22) Oğuzlar A., Veri Madenciliğine Giriş, Ekin Kitapevi, 2004.
  • (23) Han J., Pei J., and Kamber M., Data mining: concepts and techniques. Elsevier Inc., 2012.
  • (24) http://hadoop.apache.org/ (Erişim tarihi: 06.10.2016)
  • (25) Sitto K., Presser M., Field Guide to Hadoop: An Introduction to Hadoop, Its Ecosystem, and Aligned Technologies, O’Reilly Media Inc., 2015 (26) Grover M., Malaska T., Seidman J. & Shapira G., Hadoop Application Architectures Designing real-world big data applications, O’REILLY, 2015.
  • (27) https://tr.wikipedia.org/wiki/Makine_öğrenimi (Erişim tarihi: 07.10.2016)
  • (28) Chowdhury G. G., “Natural Language Processing”, Annual Review of Information Science and Technology, Vol: 37, Issue 1 2003 , s. 51–89 (29) Warden P., Big Data Glossary: A Guide to New Generation of Data Tools, O’Reilly Media Inc., 2011. (30) Gubbi J., Buyya R., Marusic S. , Palaniswami M., “Internet of Things (IoT): A vision, architectural elements, and future directions”, Future Generation Computer Systems, 29, 2013, s. 1645–1660
  • (31) Sundmaeker H., Guillemin P., Friess P., Woelfflé S., Vision and Challenges for Realising the Internet of Things, CERP(Cluster of Eurpean Research Project on the Internet of Things), European Commission - Information Society and Media DG, 2010.
  • (32) http://www.akillikentler.org/detay/22/6/gelecek-nesnelerin-internetinde.html (Erişim Tarihi: 10.10.2016)
  • (33) Sharma N., Perniu L., Chong R.F., Iyer A, Nandan C., Mitea A.C., Nonvinkere M., Danubianu M., Database Fundamentals A book for the community by the community, IBM Corporation, First Edition, 2010
  • (34) Batty M., "Big data, smart cities and city planning." Dialogues in Human Geography 3.3 (2013): 274-279.
  • (35) Bettencourt L. M. (2014). The uses of big data in cities. Big Data, 2(1), 12-22.
  • (36) Vilajosana I., Llosa J., Martinez B., Domingo-Prieto M., Angles A., & Vilajosana X. (2013). Bootstrapping smart cities through a self-sustainable model based on big data flows. IEEE Communications Magazine, 51(6), 128-134. (37) Khan, Z., Anjum A., & Kiani S. L. (2013, December). Cloud based big data analytics for smart future cities. In Proceedings of the 2013 IEEE/ACM 6th international conference on utility and cloud computing (pp. 381-386). IEEE Computer Society.
  • (38) Rabari C., & Storper M. (2014). The digital skin of cities: urban theory and research in the age of the sensored and metered city, ubiquitous computing and big data. Cambridge Journal of Regions, Economy and Society, rsu021. 2011 (39) Kitchin R. (2014). The real-time city? Big data and smart urbanism.GeoJournal, 79(1), 1-14.
  • (40) Suciu G., Vulpe A., Halunga S., Fratu O., Todoran G., & Suciu V. (2013, May). Smart cities built on resilient cloud computing and secure internet of things. In 2013 19th International Conference on Control Systems and Computer Science (pp. 513-518). IEEE. (41) Bonomi F., Milito R., Zhu J., & Addepalli S. (2012, August). Fog computing and its role in the internet of things. In Proceedings of the first edition of the MCC workshop on Mobile cloud computing (pp. 13-16). ACM.
  • (42) Zanella A., Bui N., Castellani A., Vangelista L., & Zorzi M. (2014). Internet of things for smart cities. IEEE Internet of Things Journal, 1(1), 22-32. (43) Vlacheas P., Giaffreda R., Stavroulaki V., Kelaidonis D., Foteinos V., Poulios G., & Moessner K. (2013). Enabling smart cities through a cognitive management framework for the internet of things. IEEE communications magazine, 51(6), 102-111.
  • (44) Jin J., Gubbi J., Marusic S., & Palaniswami M. (2014). An information framework for creating a smart city through internet of things. IEEE Internet of Things Journal, 1(2), 112-121
  • (45) Perera C., Zaslavsky A., Christen P., & Georgakopoulos D. (2014). Sensing as a service model for smart cities supported by internet of things.Transactions on Emerging Telecommunications Technologies, 25(1), 81-93.
  • (46) Sanchez L., Galache J. A., Gutierrez V., Hernandez J. M., Bernat J., Gluhak A., & Garcia T. (2011, June). Smartsantander: The meeting point between future internet research and experimentation and the smart cities. InFuture Network & Mobile Summit (FutureNetw), 2011 (pp. 1-8). IEEE.
  • (47) Jara A. J., Genoud D., & Bocchi Y. (2015). Big data for smart cities with KNIME a real experience in the SmartSantander testbed. Software: Practice and Experience, 45(8), 1145-1160.
  • (48) Khan Z., Anjum A., Soomro K., & Tahir M. A. (2015). Towards cloud based big data analytics for smart future cities. Journal of Cloud Computing, 4(1), 1.
  • (49) Ji Z., Ganchev I., O'Droma M., Zhao L., & Zhang X. (2014). A cloud-based car parking middleware for IoT-based smart cities: design and implementation. Sensors, 14(12), 22372-22393.
  • (50) Strohbach M., Ziekow H., Gazis V., & Akiva N., Towards a big data analytics framework for IoT and smart city applications. In Modeling and Processing for Next-Generation Big-Data Technologies (pp. 257-282). Springer International Publishing, 2015
  • (51) Muñoz H. J. M., Vercher J. B., Muñoz L., Galache J. A., Presser M., Gómez L. A. H., & Pettersson J. (2011, May). Smart cities at the forefront of the future internet. In The Future Internet Assembly (pp. 447-462). Springer Berlin Heidelberg.

The Role of Big Data in Reaching Smart City Ideal

Yıl 2017, Cilt: 10 Sayı: 30, 200 - 215, 15.06.2017

Öz

Today, in parallel
with rapid population growth, the population of people living in urban areas is
increasing rapidly. Therefore, there is a growing need for environmental and
human-focused urban systems, where cities can use resources more efficiently
and take advantage of information and communication technologies more effectively.
The concept of smart city offers systems that can pass on solutions based on
the data to advanced technology. There are various requirements in reaching the
ideal of smart city which is an important opportunity in today's information
age and intense competition environment. The use of big data and related
methods and technologies is at the top of these requirements. Cities generate
data with high volume, velocity and variety that fits the definition of big
data.
Therefore, it
is the theme of this paper to put forth big data and the role of the methods
and technologies related to it in creating an efficient, sustainable and smart
city. For this purpose, the concept of smart city, the concept of big data has
been defined, followed by the methods and technologies that are used in
relation to big data. Finally, in the literature, big data applications related
to cities have been examined and it has been concluded that the handling of big
data as a whole with its related methods and technologies will be more
beneficial in terms of urban applications.

Kaynakça

  • (1) McCarney P., “The evolution of global city indicators and ISO37120: The first international standard on city indicators”, Statistical Journal of the IAOS, 31, 2015, s. 103– 110 (2) Singh B., “Smart city-smart life”, Dubai Expo 2020, Middle East Journal of Business Volume 10, Issue 4, Ekim 2015
  • (3) Abella A., Criado M.O. and Heredero C. P., “Information reuse in smart cities’ Ecosystems”, el profesional de la información, noviembre-diciembre, v. 24, n. 6., 2015
  • (4) Giffinger R., Christian F., Hans K., Robert K., Nataša P.M., Evert M., Smart cities: Ranking of European medium-sized cities. Vienna, Austria: Centre of Regional Science (SRF), Vienna University of Technology, 2007.
  • (5) http://www-03.ibm.com/press/us/en/pressrelease/27791.wss (Erişim Tarihi: 29.11.2016)
  • (6) Clarke R. Y., “Smart Cities and the Internet of Everything: The Foundation for Delivering Next-Generation Citizen Services”, IDC Goverment Insight, 2013.
  • (7)Vanolo A., “Smartmentality: The Smart City as Disciplinary Strategy”, Urban Studies, 2013, s.1-16
  • (8) http://www.iso.org/iso/catalogue_detail?csnumber=62436 (Erişim tarihi: 09.11.2016)
  • (9) https://www.iso.org/obp/ui/#iso:std:iso:37120:ed-1:v1:en (Erişim tarihi: 09.11.2016)
  • (10) http://www.citiesalliance.org/monitoring-performance (Erişim Tarihi: 29.11.2016)
  • (11) http://www.euro.who.int/en/home (Erişim Tarihi: 29.11.2016)
  • (12) https://www.uclg.org/en/organisation/about (Erişim Tarihi: 29.11.2016)
  • (13) http://www.iclei.org/ (Erişim Tarihi: 29.11.2016)
  • (14) http://icma.org/en/icma/home (Erişim Tarihi: 29.11.2016)
  • (15) Wessler M., OCP & CISSP, Big Data Analytics For Dummies, Published by John Wiley & Sons, Inc., Hoboken, New Jersey, 2013 (16) Gantz J., Reinsel D., “Extracting value from chaos”, IDC iview (1142), 2011 (17) NIST Big Data Public Working Group, Big data interoperability framework: Definitions, National Institute of Standards and Technology(NIST), 2015 (18) http://datascience.berkeley.edu/what-is-big-data/ (19) Davis K. and Patterson D., Ethics of Big Data, Published by O’Reilly Media, Inc.,2012, (20) Mitchel I., Locke M., Wilson M., Fuller A., White Book of Big Data, Fujitsu Services Ltd., 2012 (21) Russom P., Big Data Analytics, TDWI Best Practice Report, TDWI research, (22) Oğuzlar A., Veri Madenciliğine Giriş, Ekin Kitapevi, 2004.
  • (23) Han J., Pei J., and Kamber M., Data mining: concepts and techniques. Elsevier Inc., 2012.
  • (24) http://hadoop.apache.org/ (Erişim tarihi: 06.10.2016)
  • (25) Sitto K., Presser M., Field Guide to Hadoop: An Introduction to Hadoop, Its Ecosystem, and Aligned Technologies, O’Reilly Media Inc., 2015 (26) Grover M., Malaska T., Seidman J. & Shapira G., Hadoop Application Architectures Designing real-world big data applications, O’REILLY, 2015.
  • (27) https://tr.wikipedia.org/wiki/Makine_öğrenimi (Erişim tarihi: 07.10.2016)
  • (28) Chowdhury G. G., “Natural Language Processing”, Annual Review of Information Science and Technology, Vol: 37, Issue 1 2003 , s. 51–89 (29) Warden P., Big Data Glossary: A Guide to New Generation of Data Tools, O’Reilly Media Inc., 2011. (30) Gubbi J., Buyya R., Marusic S. , Palaniswami M., “Internet of Things (IoT): A vision, architectural elements, and future directions”, Future Generation Computer Systems, 29, 2013, s. 1645–1660
  • (31) Sundmaeker H., Guillemin P., Friess P., Woelfflé S., Vision and Challenges for Realising the Internet of Things, CERP(Cluster of Eurpean Research Project on the Internet of Things), European Commission - Information Society and Media DG, 2010.
  • (32) http://www.akillikentler.org/detay/22/6/gelecek-nesnelerin-internetinde.html (Erişim Tarihi: 10.10.2016)
  • (33) Sharma N., Perniu L., Chong R.F., Iyer A, Nandan C., Mitea A.C., Nonvinkere M., Danubianu M., Database Fundamentals A book for the community by the community, IBM Corporation, First Edition, 2010
  • (34) Batty M., "Big data, smart cities and city planning." Dialogues in Human Geography 3.3 (2013): 274-279.
  • (35) Bettencourt L. M. (2014). The uses of big data in cities. Big Data, 2(1), 12-22.
  • (36) Vilajosana I., Llosa J., Martinez B., Domingo-Prieto M., Angles A., & Vilajosana X. (2013). Bootstrapping smart cities through a self-sustainable model based on big data flows. IEEE Communications Magazine, 51(6), 128-134. (37) Khan, Z., Anjum A., & Kiani S. L. (2013, December). Cloud based big data analytics for smart future cities. In Proceedings of the 2013 IEEE/ACM 6th international conference on utility and cloud computing (pp. 381-386). IEEE Computer Society.
  • (38) Rabari C., & Storper M. (2014). The digital skin of cities: urban theory and research in the age of the sensored and metered city, ubiquitous computing and big data. Cambridge Journal of Regions, Economy and Society, rsu021. 2011 (39) Kitchin R. (2014). The real-time city? Big data and smart urbanism.GeoJournal, 79(1), 1-14.
  • (40) Suciu G., Vulpe A., Halunga S., Fratu O., Todoran G., & Suciu V. (2013, May). Smart cities built on resilient cloud computing and secure internet of things. In 2013 19th International Conference on Control Systems and Computer Science (pp. 513-518). IEEE. (41) Bonomi F., Milito R., Zhu J., & Addepalli S. (2012, August). Fog computing and its role in the internet of things. In Proceedings of the first edition of the MCC workshop on Mobile cloud computing (pp. 13-16). ACM.
  • (42) Zanella A., Bui N., Castellani A., Vangelista L., & Zorzi M. (2014). Internet of things for smart cities. IEEE Internet of Things Journal, 1(1), 22-32. (43) Vlacheas P., Giaffreda R., Stavroulaki V., Kelaidonis D., Foteinos V., Poulios G., & Moessner K. (2013). Enabling smart cities through a cognitive management framework for the internet of things. IEEE communications magazine, 51(6), 102-111.
  • (44) Jin J., Gubbi J., Marusic S., & Palaniswami M. (2014). An information framework for creating a smart city through internet of things. IEEE Internet of Things Journal, 1(2), 112-121
  • (45) Perera C., Zaslavsky A., Christen P., & Georgakopoulos D. (2014). Sensing as a service model for smart cities supported by internet of things.Transactions on Emerging Telecommunications Technologies, 25(1), 81-93.
  • (46) Sanchez L., Galache J. A., Gutierrez V., Hernandez J. M., Bernat J., Gluhak A., & Garcia T. (2011, June). Smartsantander: The meeting point between future internet research and experimentation and the smart cities. InFuture Network & Mobile Summit (FutureNetw), 2011 (pp. 1-8). IEEE.
  • (47) Jara A. J., Genoud D., & Bocchi Y. (2015). Big data for smart cities with KNIME a real experience in the SmartSantander testbed. Software: Practice and Experience, 45(8), 1145-1160.
  • (48) Khan Z., Anjum A., Soomro K., & Tahir M. A. (2015). Towards cloud based big data analytics for smart future cities. Journal of Cloud Computing, 4(1), 1.
  • (49) Ji Z., Ganchev I., O'Droma M., Zhao L., & Zhang X. (2014). A cloud-based car parking middleware for IoT-based smart cities: design and implementation. Sensors, 14(12), 22372-22393.
  • (50) Strohbach M., Ziekow H., Gazis V., & Akiva N., Towards a big data analytics framework for IoT and smart city applications. In Modeling and Processing for Next-Generation Big-Data Technologies (pp. 257-282). Springer International Publishing, 2015
  • (51) Muñoz H. J. M., Vercher J. B., Muñoz L., Galache J. A., Presser M., Gómez L. A. H., & Pettersson J. (2011, May). Smart cities at the forefront of the future internet. In The Future Internet Assembly (pp. 447-462). Springer Berlin Heidelberg.
Toplam 36 adet kaynakça vardır.

Ayrıntılar

Konular Bilgisayar Yazılımı, Ekonomi, Siyaset Bilimi
Bölüm Araştırma Makalesi
Yazarlar

Emrah Akdamar

Yayımlanma Tarihi 15 Haziran 2017
Gönderilme Tarihi 1 Mayıs 2017
Yayımlandığı Sayı Yıl 2017 Cilt: 10 Sayı: 30

Kaynak Göster

APA Akdamar, E. (2017). Akıllı Kent İdealine Ulaşmada Büyük Verinin Rolü. Kent Akademisi, 10(30), 200-215.

International Refereed and Indexed Journal of Urban Culture and Management | Kent Kültürü ve Yönetimi Uluslararası Hakemli İndeksli Dergi

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