Year 2021,
Volume: 9 Issue: 4, 365 - 370, 30.10.2021
Okan Ozgonenel
,
Abdulkadir Gözüoğlu
References
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- [3] S. Nithin, P. Sivraj, K. K. Sasi, and R. Lagerstöm, "Development of a Real Time Data Collection Unit for distribution network in a smart grid environment," in 2014 Power and Energy Systems: Towards Sustainable Energy, 2014, pp. 1-5.
- [4] J. Li, L. Da-You, and Y. Bo, "Smart home research," in Proceedings of 2004 International Conference on Machine Learning and Cybernetics (IEEE Cat. No.04EX826), 2004, pp. 659-663 vol.2.
- [5] Z. Fan, G. Kalogridis, C. Efthymiou, M. Sooriyabandara, M. Serizawa, and J. McGeehan, The new frontier of communications research, 2010.
- [6] D. Han and J. Lim, "Smart home energy management system using IEEE 802.15.4 and zigbee," IEEE Transactions on Consumer Electronics, vol. 56, pp. 1403-1410, 2010.
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- [8] M. Darianian and M. P. Michael, "Smart Home Mobile RFID-Based Internet-of-Things Systems and Services," in 2008 International Conference on Advanced Computer Theory and Engineering, 2008, pp. 116-120.
- [9] A. R. Boynuegri, B. Yagcitekin, M. Baysal, A. Karakas, and M. Uzunoglu, "Energy management algorithm for smart home with renewable energy sources," in 4th International Conference on Power Engineering, Energy and Electrical Drives, 2013, pp. 1753-1758.
- [10] S. Kim, J. Hong, S. Kim, S. Kim, J. Kim, and J. Chun, "Restful Design and Implementation of Smart Appliances for Smart Home," in 2014 IEEE 11th Intl Conf on Ubiquitous Intelligence and Computing and 2014 IEEE 11th Intl Conf on Autonomic and Trusted Computing and 2014 IEEE 14th Intl Conf on Scalable Computing and Communications and Its Associated Workshops, 2014, pp. 717-722.
- [11] J. Lim, H. Son, B. Shin, and D. Lee, "CASPRE: A context-aware standby power reduction scheme for household appliances," in 2016 IEEE International Conference on Pervasive Computing and Communication Workshops (PerCom Workshops), 2016, pp. 1-6.
- [12] S. A. u. R. Omer and E. Muhammad, "Design of intelligent air conditioner controller using fuzzy logic," in 2017 International Conference on Innovations in Electrical Engineering and Computational Technologies (ICIEECT), 2017, pp. 1-5.
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- [14] R. B. Caldo, J. T. Seranilla, D. J. Castillo, K. S. Diocales, W. D. Gulle, B. L. Nuňez, et al., "Design and development of fuzzy logic controlled dimming lighting system using Arduino microcontroller," in 2015 International Conference on Humanoid, Nanotechnology, Information Technology,Communication and Control, Environment and Management (HNICEM), 2015, pp. 1-6.
- [15] R. D. Katznelson and J. Howells. Bepress. (2018, Feb 14). Inventing around Edison’s lamp patent: the role of patents in stimulating downstream development and competition [Online]. Available: http://works.bepress.com/cgi/viewcontent.cgi?article=1073&context=rkatznelson
- [16] A. Gozuoglu, O. Ozgonenel, and S. Karagol, "Fuzzy Logic Based Low Cost Smart Home Application," in 11th International Conference on Electrical and Electronics Engineering (Eleco2019), Bursa, 2019.
- [17] A. Gozuoglu and O. Ozgonenel, "Akıllı Şebeke ve Scada Benzeşimi için Eğitim Takımı Tasarımı," in Elektrik-Elektronik ve Biyomedikal Mühendisliği Konferansı (Eleco2018), Bursa, 2018.
- [18] Ç. Kurnaz and B. K. Engiz, "Bir Ortamdaki Elektrik Alan Şiddetinin Zaman Serisi Analizi ile Belirlenmesi," Uluslararası Mühendislik Araştırma ve Geliştirme Dergisi, vol. 10, pp. 29-35, 2018.
- [19] R. E. Abdel-Aal and A. Z. Al-Garni, "Forecasting monthly electric energy consumption in eastern Saudi Arabia using univariate time-series analysis," Energy, vol. 22, pp. 1059-1069, 1997/11/01/ 1997.
- [20] J. Jantzen, Foundations of fuzzy control. A practical approach, 2nd ed. Chichester, UK: Wiley, 2013.
- [21] U. I. S. o. I. a. C. Science. (2018, 24.04.2021). Household Power Consumption. Available: https://data.world/uci/individual-household-electric-power-consumption/workspace/file?filename=household_power_consumption.txt
- [22] G. E. P. Box, G. M. Jenkins, and G. C. Reinsel, Time Series Analysis: Forecasting and Control. Hoboken, NJ, USA: Wiley, 2008.
Fuzzy Logic Based Smart Home Automation and Forecasting Electric Energy Consumption
Year 2021,
Volume: 9 Issue: 4, 365 - 370, 30.10.2021
Okan Ozgonenel
,
Abdulkadir Gözüoğlu
Abstract
Monitor and control home electrical network in smarter way creates the base of Smart Grid technology while presenting solutions for energy crisis. The main purpose of this study is to implement a low-cost smart controller system for Smart Homes based on fuzzy logic functions, reducing unnecessary energy consumption, estimating the consumption by using time series applications. Forecasting and controlling the consumption in customer side makes the creation of load profiles easier. The created load profiles increase the efficiency while managing MV network with smart grid applications. In the study, STM32 microcontroller is the brain of the system. On the other hand, as software part Processing and Matlab is used.
References
- [1] V. S. Babu, U. A. Kumar, R. Priyadharshini, K. Premkumar, and S. Nithin, "An intelligent controller for smart home," in 2016 International Conference on Advances in Computing, Communications and Informatics (ICACCI), 2016, pp. 2654-2657.
- [2] A. Datta, P. Mohanty, and M. Gujar, "Accelerated deployment of Smart Grid technologies in India - Present scenario, challenges and way forward," in ISGT 2014, 2014, pp. 1-5.
- [3] S. Nithin, P. Sivraj, K. K. Sasi, and R. Lagerstöm, "Development of a Real Time Data Collection Unit for distribution network in a smart grid environment," in 2014 Power and Energy Systems: Towards Sustainable Energy, 2014, pp. 1-5.
- [4] J. Li, L. Da-You, and Y. Bo, "Smart home research," in Proceedings of 2004 International Conference on Machine Learning and Cybernetics (IEEE Cat. No.04EX826), 2004, pp. 659-663 vol.2.
- [5] Z. Fan, G. Kalogridis, C. Efthymiou, M. Sooriyabandara, M. Serizawa, and J. McGeehan, The new frontier of communications research, 2010.
- [6] D. Han and J. Lim, "Smart home energy management system using IEEE 802.15.4 and zigbee," IEEE Transactions on Consumer Electronics, vol. 56, pp. 1403-1410, 2010.
- [7] D. Han and J. Lim, "Design and implementation of smart home energy management systems based on zigbee," IEEE Transactions on Consumer Electronics, vol. 56, pp. 1417-1425, 2010.
- [8] M. Darianian and M. P. Michael, "Smart Home Mobile RFID-Based Internet-of-Things Systems and Services," in 2008 International Conference on Advanced Computer Theory and Engineering, 2008, pp. 116-120.
- [9] A. R. Boynuegri, B. Yagcitekin, M. Baysal, A. Karakas, and M. Uzunoglu, "Energy management algorithm for smart home with renewable energy sources," in 4th International Conference on Power Engineering, Energy and Electrical Drives, 2013, pp. 1753-1758.
- [10] S. Kim, J. Hong, S. Kim, S. Kim, J. Kim, and J. Chun, "Restful Design and Implementation of Smart Appliances for Smart Home," in 2014 IEEE 11th Intl Conf on Ubiquitous Intelligence and Computing and 2014 IEEE 11th Intl Conf on Autonomic and Trusted Computing and 2014 IEEE 14th Intl Conf on Scalable Computing and Communications and Its Associated Workshops, 2014, pp. 717-722.
- [11] J. Lim, H. Son, B. Shin, and D. Lee, "CASPRE: A context-aware standby power reduction scheme for household appliances," in 2016 IEEE International Conference on Pervasive Computing and Communication Workshops (PerCom Workshops), 2016, pp. 1-6.
- [12] S. A. u. R. Omer and E. Muhammad, "Design of intelligent air conditioner controller using fuzzy logic," in 2017 International Conference on Innovations in Electrical Engineering and Computational Technologies (ICIEECT), 2017, pp. 1-5.
- [13] A. Afram and F. Janabi-Sharifi, "Theory and applications of HVAC control systems – A review of model predictive control (MPC)," Building and Environment, vol. 72, pp. 343-355, 2014/02/01/ 2014.
- [14] R. B. Caldo, J. T. Seranilla, D. J. Castillo, K. S. Diocales, W. D. Gulle, B. L. Nuňez, et al., "Design and development of fuzzy logic controlled dimming lighting system using Arduino microcontroller," in 2015 International Conference on Humanoid, Nanotechnology, Information Technology,Communication and Control, Environment and Management (HNICEM), 2015, pp. 1-6.
- [15] R. D. Katznelson and J. Howells. Bepress. (2018, Feb 14). Inventing around Edison’s lamp patent: the role of patents in stimulating downstream development and competition [Online]. Available: http://works.bepress.com/cgi/viewcontent.cgi?article=1073&context=rkatznelson
- [16] A. Gozuoglu, O. Ozgonenel, and S. Karagol, "Fuzzy Logic Based Low Cost Smart Home Application," in 11th International Conference on Electrical and Electronics Engineering (Eleco2019), Bursa, 2019.
- [17] A. Gozuoglu and O. Ozgonenel, "Akıllı Şebeke ve Scada Benzeşimi için Eğitim Takımı Tasarımı," in Elektrik-Elektronik ve Biyomedikal Mühendisliği Konferansı (Eleco2018), Bursa, 2018.
- [18] Ç. Kurnaz and B. K. Engiz, "Bir Ortamdaki Elektrik Alan Şiddetinin Zaman Serisi Analizi ile Belirlenmesi," Uluslararası Mühendislik Araştırma ve Geliştirme Dergisi, vol. 10, pp. 29-35, 2018.
- [19] R. E. Abdel-Aal and A. Z. Al-Garni, "Forecasting monthly electric energy consumption in eastern Saudi Arabia using univariate time-series analysis," Energy, vol. 22, pp. 1059-1069, 1997/11/01/ 1997.
- [20] J. Jantzen, Foundations of fuzzy control. A practical approach, 2nd ed. Chichester, UK: Wiley, 2013.
- [21] U. I. S. o. I. a. C. Science. (2018, 24.04.2021). Household Power Consumption. Available: https://data.world/uci/individual-household-electric-power-consumption/workspace/file?filename=household_power_consumption.txt
- [22] G. E. P. Box, G. M. Jenkins, and G. C. Reinsel, Time Series Analysis: Forecasting and Control. Hoboken, NJ, USA: Wiley, 2008.