Smart Home System Using Sequential Pattern Mining

Gokhan Kaya; Burcu Becergen Yetkın; M. Ali Akcayol

Research Article

Smart Home System Using Sequential Pattern Mining

Year 2018, Issue: 4, 187 - 195, 04.12.2018

Gokhan Kaya Burcu Becergen Yetkın M. Ali Akcayol

Abstract

Smart home systems are one of today's active
working issues because of the increase comfort, raised living standards,
security, health, economic benefits. Smart home systems should interact with
the activities of people living in a house and be remotely accessible,
monitorable and controllable. A smart home system with the mentioned features
has been developed in this study. The system collects data from the behaviors
and interactions of the people in the house. It evaluates the collected data
adaptively and outputs the results. It produces control signals by using the
results. In addition, a simulation was developed to collect data from devices
such as an IoT device. The resulting data is examined using rule subtraction
from sequential patterns, a data mining method. In this way, the habits of the
users in a house are added to the system as a scenario. By using scenarios and
rules, the interaction with the user of the system is increased by predicting
what the user can do next. The results show energy saving and comfort increase
with the developed system.

Keywords

Smart home systems , Adaptive systems , Sequential pattern mining , Topological graph

References

Akbulut, F., Akan A., 2015, TIPTEKNO’15 Ulusal Kongresi, Smart Wearable Patient Tracking Systems, 440-443. Aksoy, S., 2017, Katkı Teknoloji, Değişen teknolojiler ve Endüstri 4.0, 34-44. Aktaş, F., Çeken, C. and Erdemli, Y. E., 2016, Nesnelerin İnterneti Teknolojisinin Biyomedikal Alanındaki Uygulamaları. Düzce Üniversitesi Bilim ve Teknoloji Dergisi, 4, 37-54. D. Xiangjun, G. Yongshun, C. Longbin, 2018, F-NSP + : A fast negative sequential patterns mining method with, Pattern Recognition, 84, 13-27. Dijkman, R. M., Sprenkels, B., Peetersa, T. and Janssen, A., 2015, Business models for the Internet of Things, International Journal of Information Management, 35, 672-678. Fang, C., Liu, X., Pardalos, P. M. and Pei, J., 2016, Optimization for a three-stage production system in the Internet of Things: procurement, production and product recovery, and acquisition. The International Journal of Advanced Manufacturing Technology, 83(5-8), 689-710. Fırat, O., 2017, İstanbul Üniversitesi İşletme Fakültesi Dergisi, 46: (2), 211-223. Gubbi, J., Buyya, R., Marusic, S. and Palaniswami, M., 2013, Internet of Things (IoT): A vision, architectural elements, and future directions. Future Generation Computer Systems, 29, 1645-1660. İlter, A. Ersoy, A., (2017), Retrieved from www.egiad.org.tr/akilli-uretim-cagi-sanayi-4-0/ Li, S., Da Xu, L. and Zhao, S., 2015 The internet of things: a survey. Information Systems Frontiers, 17, Iss. 2, 243-259. Paksoy, T., Karaoğlan, İ., Gökçen, H., Pardalos, P. M. and Torğul, B., 2016, An Experimental Research on Closed Loop Supply Chain Management with Internet of Things, Journal of Economics Bibliography, 3(1S), pp. 1-20. Peker, A., ve Eroğlu, Y., 2015, International Periodical For The Languages, Literature and History of Turkish or Turkic, 759-778. Richardson T., Jamieson P., (2014) ZigBee 3.0 – The Open, Global Standard for the Internet of Things ,Webinar. Sicari, S., Rizzardi, A., Grieco, L. A. and Coen-Porisini, A., 2015, Security, privacy and trust in Internet of Things: The road ahead. Computer Networks, 76, 146-164. Tao, F., Wang, Y., Zuo, Y., Yang, H. and Zhang, M., 2016, Internet of Things in product life-cycle energy management. Journal of Industrial Information Integration, 110. Verdouw, C. N., Wolfert, J., Beulens, A. J. and Rialland, A., 2016, Virtualization of food supply chains with the internet of things. Journal of Food Engineering, 176, 128-136. Wortmann, F. and Flüchter, K., 2015, Internet of Things, Bus Inf Syst Eng,, 57, 221–224. Younas, M., Awan, I. and Pescape, A., 2016, Internet of Things and Cloud Services. Future Generation Computer Systems, 56, 605-606.

Year 2018, Issue: 4, 187 - 195, 04.12.2018

Gokhan Kaya Burcu Becergen Yetkın M. Ali Akcayol

Abstract

References

Akbulut, F., Akan A., 2015, TIPTEKNO’15 Ulusal Kongresi, Smart Wearable Patient Tracking Systems, 440-443. Aksoy, S., 2017, Katkı Teknoloji, Değişen teknolojiler ve Endüstri 4.0, 34-44. Aktaş, F., Çeken, C. and Erdemli, Y. E., 2016, Nesnelerin İnterneti Teknolojisinin Biyomedikal Alanındaki Uygulamaları. Düzce Üniversitesi Bilim ve Teknoloji Dergisi, 4, 37-54. D. Xiangjun, G. Yongshun, C. Longbin, 2018, F-NSP + : A fast negative sequential patterns mining method with, Pattern Recognition, 84, 13-27. Dijkman, R. M., Sprenkels, B., Peetersa, T. and Janssen, A., 2015, Business models for the Internet of Things, International Journal of Information Management, 35, 672-678. Fang, C., Liu, X., Pardalos, P. M. and Pei, J., 2016, Optimization for a three-stage production system in the Internet of Things: procurement, production and product recovery, and acquisition. The International Journal of Advanced Manufacturing Technology, 83(5-8), 689-710. Fırat, O., 2017, İstanbul Üniversitesi İşletme Fakültesi Dergisi, 46: (2), 211-223. Gubbi, J., Buyya, R., Marusic, S. and Palaniswami, M., 2013, Internet of Things (IoT): A vision, architectural elements, and future directions. Future Generation Computer Systems, 29, 1645-1660. İlter, A. Ersoy, A., (2017), Retrieved from www.egiad.org.tr/akilli-uretim-cagi-sanayi-4-0/ Li, S., Da Xu, L. and Zhao, S., 2015 The internet of things: a survey. Information Systems Frontiers, 17, Iss. 2, 243-259. Paksoy, T., Karaoğlan, İ., Gökçen, H., Pardalos, P. M. and Torğul, B., 2016, An Experimental Research on Closed Loop Supply Chain Management with Internet of Things, Journal of Economics Bibliography, 3(1S), pp. 1-20. Peker, A., ve Eroğlu, Y., 2015, International Periodical For The Languages, Literature and History of Turkish or Turkic, 759-778. Richardson T., Jamieson P., (2014) ZigBee 3.0 – The Open, Global Standard for the Internet of Things ,Webinar. Sicari, S., Rizzardi, A., Grieco, L. A. and Coen-Porisini, A., 2015, Security, privacy and trust in Internet of Things: The road ahead. Computer Networks, 76, 146-164. Tao, F., Wang, Y., Zuo, Y., Yang, H. and Zhang, M., 2016, Internet of Things in product life-cycle energy management. Journal of Industrial Information Integration, 110. Verdouw, C. N., Wolfert, J., Beulens, A. J. and Rialland, A., 2016, Virtualization of food supply chains with the internet of things. Journal of Food Engineering, 176, 128-136. Wortmann, F. and Flüchter, K., 2015, Internet of Things, Bus Inf Syst Eng,, 57, 221–224. Younas, M., Awan, I. and Pescape, A., 2016, Internet of Things and Cloud Services. Future Generation Computer Systems, 56, 605-606.

There are 1 citations in total.

Details

Primary Language	English
Subjects	Engineering
Journal Section	Articles
Authors	Gokhan Kaya Burcu Becergen Yetkın M. Ali Akcayol
Publication Date	December 4, 2018
Published in Issue	Year 2018 Issue: 4

Cite

APA	Kaya, G., Becergen Yetkın, B., & Akcayol, M. A. (2018). Smart Home System Using Sequential Pattern Mining. The Eurasia Proceedings of Science Technology Engineering and Mathematics(4), 187-195.