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Akıllı Binalarda Yapay Zekâ Destekli Enerji Yönetimi: Bir İnceleme

Yıl 2023, Cilt: 5 Sayı: 1, 39 - 63, 16.07.2023

Mertkan Sinoplu Eyüp Burak Ceyhan

https://doi.org/10.55440/umufed.1291719

Öz

Günümüzde küresel iklim değişikliği sebebiyle enerji yönetim sistemlerine olan ihtiyaç giderek artmaktadır. Bu çalışmada akıllı binalarda yapay zekâ destekli enerji yönetimi ile ilgili literatürdeki çalışmalar incelenmiştir. İncelemeye alınan çalışmaların araştırılmasında YÖKTEZ, IEEE, Web of Science, Science Direct ve ProQuest veri tabanlarından yararlanılmıştır. Bu veri tabanlarında önceden belirlenen anahtar kelimeler ile arama yapılıp, konu ile yakın içerikteki çalışmaların incelenmiştir. İncelemede çalışmaların amaçları ve içerikleri ile ilgili bilgi verilmiştir. Ayrıca ilgili çalışmaların daha rahat analiz edilmesi için çalışmaların adını, türünü, gerçekleştirildiği ülkeyi, konusunu, veri toplama aracını, örneklem büyüklüğünü ve sınırlılıklarını içerecek şekilde literatürdeki 32 çalışmanın yer aldığı bir tablo oluşturulup, inceleme için bu tablodan yararlanılmıştır. İncelenen çalışmalar içeriklerine ve sonuçlarına göre yorumlanıp, ileride yapılabilecek çalışmalar hakkında öneriler sunulmuştur. Çalışma kapsamında yapılan inceleme sonucunda, akıllı binalarda enerji sistemlerinin büyük bir çoğunluğunun sadece elektrik enerjisinin yönetimi üzerinde durduğu görülmüştür. Buna ek olarak araştırma kapsamına dâhil edilen çalışmaların büyük bir çoğunluğunun Hindistan’da gerçekleştirildiği, yapılan inceleme sonucunda görülmüştür.

Anahtar Kelimeler

Enerji Yönetimi Akıllı Sistemler Akıllı Bina Yapay Zekâ

Kaynakça

  • [1] Sefa Özbek. “Panel Veri Yöntemi ile Seçilmiş Ülke Ekonomilerinde Fosil Yakıt Talebinin İncelenmesi.” Yönetim ve Ekonomi Dergisi, 30(1), 113-131, 2023.
  • [2] Our World in Data. Global fossil fuel consumption. https://ourworldindata.org/fossilfuels. Yayın tarihi 2022. Erişim Tarihi Mayıs 30, 2023.
  • [3] Kinza Shafique, Bilal A. Khawaja, Farah Sabir, Sameer Qazi & Muhammad Mustaqim. “Internet of Things (IoT) for Next-Generation Smart Systems: A Review of Current Challenges, Future Trends and Prospects for Emerging 5G-IoT Scenarios”. IEEE Access, 8, ss. 23022-23040, IEEE, 2020.
  • [4] Vasif Vagifoğlu Nabiyev. “Yapay zeka: insan-bilgisayar etkileşimi”. Seçkin Yayıncılık, 2012.
  • [5] Dae-Man Han ve Jae-Hyun Lim. "Smart home energy management system using IEEE 802.15. 4 and zigbee." IEEE Transactions on Consumer Electronics, 56.3, ss. 1403- 1410, 2010.
  • [6] Farid Fermani, Mehdi Parvizimosaed, Hassan Monsef ve Ashkan Rahimi-Kian "A conceptual model of a smart energy management system for a residential building equipped with CCHP system.", International Journal of Electrical Power & Energy Systems, 95, ss. 523-536, 2018.
  • [7] Jinsoo Han, Chang-sic Choi, Wan-ki Park, Ilwoo Lee ve Sang-ha Kim. "Smart home energy management system including renewable energy based on ZigBee and PLC.", IEEE Transactions on Consumer Electronics, 60.2, ss. 198-202, 2014.
  • [8] Bin Zhou, Wentao Li, Kaw Wing Chan, Yijia Cao, Yonghong Kuang, Xi Liu ve Xiong Wang. "Smart home energy management systems: Concept, configurations, and scheduling strategies.", Renewable and Sustainable Energy Reviews, 61, ss. 30-40 2016.
  • [9] Amjad Anvari-Moghaddam, Hassan Monsef ve Ashkan Rahimi-Kian. "Optimal smart home energy management considering energy saving and a comfortable lifestyle.", IEEE Transactions on Smart Grid, 6.1, ss. 324-332, 2014.
  • [10] U. Ramani, T. Santhoshkumar ve M. Thilagaraj. "IoT based energy management for smart home.", 2019 2nd International conference on power and embedded drive control (ICPEDC), ss. 533-536, IEEE, 2019.
  • [11] Jan Michael, Christian Henke ve Ansgar Trächtler. "Decentralized Energy Management for Smart Home System of Systems.", IEEE International Systems Conference (SysCon), IEEE, 2019.
  • [12] J. Ashley Jenifer, T. Sivachandrabanu ve A. Darwin Jose Raju. "Automation and energy management of smart home using LabVIEW.", International Conference on Energy Efficient Technologies for Sustainability (ICEETS), ss. 845-849, IEEE, 2016.
  • [13] Aqeel H. Kazmi, Michael J. OGrady ve Gregory M. P. OHare. "Energy management in the smart home.", IEEE 10th International Conference on Ubiquitous Intelligence and Computing ve IEEE 10th International Conference on Autonomic and Trusted Computing, ss. 480-486, IEEE, 2013.
  • [14] Zhaoguang Pan, Hongbin Sun ve Qinglai Guo. "TOU-based optimal energy management for smart home.", IEEE PES ISGT Europe, ss. 1-5, IEEE, 2013.
  • [15] Jan Vanus, Zdenek Machacek, Jiri Koziorek, Wojciech Walendziuk, Vaclav Kolar ve Zdenek Jaron. "Advanced energy management system in Smart Home Care.", International Journal of Applied Electromagnetics and Mechanics, 52.1-2, ss. 517-524, 2016.
  • [16] Murad Khan, Muhammad Toaha Raza Khan, Malik Muhammad Saad ve Dongkyun Kim. "A User Profile-based Smart Home Energy Management System.", International Conference on Information and Communication Technology Convergence (ICTC), ss. 646-651, IEEE, 2020.
  • [17] Anand Kumar, Rahul Singh, Yiqin Cai ve Santiago Grijalva. "Smart Home Energy Management System With Optimal Source Selection in a Real-Time Pricing Environment.", IEEE International Conference on Consumer Electronics (ICCE), ss.1- 6, IEEE, 2020.
  • [18] Adam Zipperer, Patricia A. Aloise-Young, Siddharth Suryanarayanan, Robin Roche, Lieko Earle, Dane Christensen, Pablo Bauleo ve Daniel Zimmerle. "Electric energy management in the smart home: Perspectives on enabling technologies and consumer behavior.", Proceedings of the IEEE 101.11, ss. 2397-2408, 2013.
  • [19] Vignesh Mani, Gunasekhar Abhilash, ve Suresh Lavanya. "Iot based smart energy management system.", International Journal of Applied Engineering Research, 12.16, ss. 5455-5462, 2017.
  • [20] Saman Hasan Abdalla, "Energy management system for smart home,", Yayımlanmamış Yüksek Lisans Tezi, Elektrik-Elektronik Mühendisliği Bölümü, Gaziantep Üniversitesi, Türkiye, 2019.
  • [21] Ninad Gaikwad, Naren Srivaths Raman ve Prabir Barooah. "Smart home energy management system for power system resiliency.", IEEE Conference on Control Technology and Applications (CCTA), ss. 1072-1079, IEEE, 2020.
  • [22] Ömer Cihan Kıvanç, Bekir Tevfik Akgün, Semih Bilgen, Salih Barış Öztürk, Suat Baysan ve Ramazan Nejat Tuncay. "Designing a smart home energy management system to improve cost/comfort factor.", 12th International Conference on Electrical and Electronics Engineering (ELECO), ss. 44-48, IEEE, 2020.
  • [23] Anshul Agarwal ve Krithi Ramamritham. "Sensor Minimization for Energy Management in Smart Buildings.", IEEE First International Conference on Smart Technologies for Power, Energy and Control (STPEC), ss. 1-6, IEEE, 2020.
  • [24] Zara Ahmad, Misbah Hassan Abbasi, Aabshar Khan, Ibsan Seith Mall, Muhammad Faisal Nadeem Khan ve Intisar Ali Sajjad. "Design of IoT embedded smart energy management system.", International Conference on Engineering and Emerging Technologies (ICEET), ss. 1-5, IEEE, 2020.
  • [25] K. T. Prajwal ve V. S. N. V. Sitaram Gupta. "Smart home energy management system using fuzzy logic for continuous power supply with economic utilisation of electrical energy.", 2nd International Conference on Inventive Systems and Control (ICISC), ss. 274-279, IEEE, 2018.

Artificial Intelligence Assisted Energy Management in Smart Buildings: A Review

Yıl 2023, Cilt: 5 Sayı: 1, 39 - 63, 16.07.2023

Mertkan Sinoplu Eyüp Burak Ceyhan

https://doi.org/10.55440/umufed.1291719

Öz

Today, the need for energy management systems is increasing due to global climate change. In this study, studies on artificial intelligence supported energy management in smart buildings in the literature were examined. YÖKTEZ, IEEE, Web of Science, Science Direct and ProQuest databases were used to search for the studies included in the review. In these databases, a search was made with predetermined keywords and 32 studies related to the subject were examined. In the review, information was given about the aims and contents of the studies. In addition, a table was created to include the name, country, type, subject of the studies, data collection tool, sample size and limitations of the study, and this table was used for easier analysis. Different interpretations were made according to the content and results of the studies examined, and suggestions were made about the features of the study that could be improved. As a result of the examination made within the scope of the study, it has been seen that the majority of energy systems in smart buildings only focus on the management of electrical energy. In addition, it was seen as a result of the examination that the majority of the studies included in the scope of the research were carried out in India.

Anahtar Kelimeler

Energy Management Smart Systems Smart Building Artificial Intelligence

Kaynakça

  • [1] Sefa Özbek. “Panel Veri Yöntemi ile Seçilmiş Ülke Ekonomilerinde Fosil Yakıt Talebinin İncelenmesi.” Yönetim ve Ekonomi Dergisi, 30(1), 113-131, 2023.
  • [2] Our World in Data. Global fossil fuel consumption. https://ourworldindata.org/fossilfuels. Yayın tarihi 2022. Erişim Tarihi Mayıs 30, 2023.
  • [3] Kinza Shafique, Bilal A. Khawaja, Farah Sabir, Sameer Qazi & Muhammad Mustaqim. “Internet of Things (IoT) for Next-Generation Smart Systems: A Review of Current Challenges, Future Trends and Prospects for Emerging 5G-IoT Scenarios”. IEEE Access, 8, ss. 23022-23040, IEEE, 2020.
  • [4] Vasif Vagifoğlu Nabiyev. “Yapay zeka: insan-bilgisayar etkileşimi”. Seçkin Yayıncılık, 2012.
  • [5] Dae-Man Han ve Jae-Hyun Lim. "Smart home energy management system using IEEE 802.15. 4 and zigbee." IEEE Transactions on Consumer Electronics, 56.3, ss. 1403- 1410, 2010.
  • [6] Farid Fermani, Mehdi Parvizimosaed, Hassan Monsef ve Ashkan Rahimi-Kian "A conceptual model of a smart energy management system for a residential building equipped with CCHP system.", International Journal of Electrical Power & Energy Systems, 95, ss. 523-536, 2018.
  • [7] Jinsoo Han, Chang-sic Choi, Wan-ki Park, Ilwoo Lee ve Sang-ha Kim. "Smart home energy management system including renewable energy based on ZigBee and PLC.", IEEE Transactions on Consumer Electronics, 60.2, ss. 198-202, 2014.
  • [8] Bin Zhou, Wentao Li, Kaw Wing Chan, Yijia Cao, Yonghong Kuang, Xi Liu ve Xiong Wang. "Smart home energy management systems: Concept, configurations, and scheduling strategies.", Renewable and Sustainable Energy Reviews, 61, ss. 30-40 2016.
  • [9] Amjad Anvari-Moghaddam, Hassan Monsef ve Ashkan Rahimi-Kian. "Optimal smart home energy management considering energy saving and a comfortable lifestyle.", IEEE Transactions on Smart Grid, 6.1, ss. 324-332, 2014.
  • [10] U. Ramani, T. Santhoshkumar ve M. Thilagaraj. "IoT based energy management for smart home.", 2019 2nd International conference on power and embedded drive control (ICPEDC), ss. 533-536, IEEE, 2019.
  • [11] Jan Michael, Christian Henke ve Ansgar Trächtler. "Decentralized Energy Management for Smart Home System of Systems.", IEEE International Systems Conference (SysCon), IEEE, 2019.
  • [12] J. Ashley Jenifer, T. Sivachandrabanu ve A. Darwin Jose Raju. "Automation and energy management of smart home using LabVIEW.", International Conference on Energy Efficient Technologies for Sustainability (ICEETS), ss. 845-849, IEEE, 2016.
  • [13] Aqeel H. Kazmi, Michael J. OGrady ve Gregory M. P. OHare. "Energy management in the smart home.", IEEE 10th International Conference on Ubiquitous Intelligence and Computing ve IEEE 10th International Conference on Autonomic and Trusted Computing, ss. 480-486, IEEE, 2013.
  • [14] Zhaoguang Pan, Hongbin Sun ve Qinglai Guo. "TOU-based optimal energy management for smart home.", IEEE PES ISGT Europe, ss. 1-5, IEEE, 2013.
  • [15] Jan Vanus, Zdenek Machacek, Jiri Koziorek, Wojciech Walendziuk, Vaclav Kolar ve Zdenek Jaron. "Advanced energy management system in Smart Home Care.", International Journal of Applied Electromagnetics and Mechanics, 52.1-2, ss. 517-524, 2016.
  • [16] Murad Khan, Muhammad Toaha Raza Khan, Malik Muhammad Saad ve Dongkyun Kim. "A User Profile-based Smart Home Energy Management System.", International Conference on Information and Communication Technology Convergence (ICTC), ss. 646-651, IEEE, 2020.
  • [17] Anand Kumar, Rahul Singh, Yiqin Cai ve Santiago Grijalva. "Smart Home Energy Management System With Optimal Source Selection in a Real-Time Pricing Environment.", IEEE International Conference on Consumer Electronics (ICCE), ss.1- 6, IEEE, 2020.
  • [18] Adam Zipperer, Patricia A. Aloise-Young, Siddharth Suryanarayanan, Robin Roche, Lieko Earle, Dane Christensen, Pablo Bauleo ve Daniel Zimmerle. "Electric energy management in the smart home: Perspectives on enabling technologies and consumer behavior.", Proceedings of the IEEE 101.11, ss. 2397-2408, 2013.
  • [19] Vignesh Mani, Gunasekhar Abhilash, ve Suresh Lavanya. "Iot based smart energy management system.", International Journal of Applied Engineering Research, 12.16, ss. 5455-5462, 2017.
  • [20] Saman Hasan Abdalla, "Energy management system for smart home,", Yayımlanmamış Yüksek Lisans Tezi, Elektrik-Elektronik Mühendisliği Bölümü, Gaziantep Üniversitesi, Türkiye, 2019.
  • [21] Ninad Gaikwad, Naren Srivaths Raman ve Prabir Barooah. "Smart home energy management system for power system resiliency.", IEEE Conference on Control Technology and Applications (CCTA), ss. 1072-1079, IEEE, 2020.
  • [22] Ömer Cihan Kıvanç, Bekir Tevfik Akgün, Semih Bilgen, Salih Barış Öztürk, Suat Baysan ve Ramazan Nejat Tuncay. "Designing a smart home energy management system to improve cost/comfort factor.", 12th International Conference on Electrical and Electronics Engineering (ELECO), ss. 44-48, IEEE, 2020.
  • [23] Anshul Agarwal ve Krithi Ramamritham. "Sensor Minimization for Energy Management in Smart Buildings.", IEEE First International Conference on Smart Technologies for Power, Energy and Control (STPEC), ss. 1-6, IEEE, 2020.
  • [24] Zara Ahmad, Misbah Hassan Abbasi, Aabshar Khan, Ibsan Seith Mall, Muhammad Faisal Nadeem Khan ve Intisar Ali Sajjad. "Design of IoT embedded smart energy management system.", International Conference on Engineering and Emerging Technologies (ICEET), ss. 1-5, IEEE, 2020.
  • [25] K. T. Prajwal ve V. S. N. V. Sitaram Gupta. "Smart home energy management system using fuzzy logic for continuous power supply with economic utilisation of electrical energy.", 2nd International Conference on Inventive Systems and Control (ICISC), ss. 274-279, IEEE, 2018.
Toplam 25 adet kaynakça vardır.

Ayrıntılar

Birincil Dil Türkçe
Konular Yapay Zeka
Bölüm Makaleler
Yazarlar

Mertkan Sinoplu 0000-0003-4642-5090

Eyüp Burak Ceyhan 0000-0002-5005-968X

Yayımlanma Tarihi 16 Temmuz 2023
Gönderilme Tarihi 13 Mayıs 2023
Yayımlandığı Sayı Yıl 2023 Cilt: 5 Sayı: 1

Kaynak Göster

APA Sinoplu, M., & Ceyhan, E. B. (2023). Akıllı Binalarda Yapay Zekâ Destekli Enerji Yönetimi: Bir İnceleme. Uluslararası Batı Karadeniz Mühendislik Ve Fen Bilimleri Dergisi, 5(1), 39-63. https://doi.org/10.55440/umufed.1291719
AMA Sinoplu M, Ceyhan EB. Akıllı Binalarda Yapay Zekâ Destekli Enerji Yönetimi: Bir İnceleme. UMÜFED. Temmuz 2023;5(1):39-63. doi:10.55440/umufed.1291719
Chicago Sinoplu, Mertkan, ve Eyüp Burak Ceyhan. “Akıllı Binalarda Yapay Zekâ Destekli Enerji Yönetimi: Bir İnceleme”. Uluslararası Batı Karadeniz Mühendislik Ve Fen Bilimleri Dergisi 5, sy. 1 (Temmuz 2023): 39-63. https://doi.org/10.55440/umufed.1291719.
EndNote Sinoplu M, Ceyhan EB (01 Temmuz 2023) Akıllı Binalarda Yapay Zekâ Destekli Enerji Yönetimi: Bir İnceleme. Uluslararası Batı Karadeniz Mühendislik ve Fen Bilimleri Dergisi 5 1 39–63.
IEEE M. Sinoplu ve E. B. Ceyhan, “Akıllı Binalarda Yapay Zekâ Destekli Enerji Yönetimi: Bir İnceleme”, UMÜFED, c. 5, sy. 1, ss. 39–63, 2023, doi: 10.55440/umufed.1291719.
ISNAD Sinoplu, Mertkan - Ceyhan, Eyüp Burak. “Akıllı Binalarda Yapay Zekâ Destekli Enerji Yönetimi: Bir İnceleme”. Uluslararası Batı Karadeniz Mühendislik ve Fen Bilimleri Dergisi 5/1 (Temmuz 2023), 39-63. https://doi.org/10.55440/umufed.1291719.
JAMA Sinoplu M, Ceyhan EB. Akıllı Binalarda Yapay Zekâ Destekli Enerji Yönetimi: Bir İnceleme. UMÜFED. 2023;5:39–63.
MLA Sinoplu, Mertkan ve Eyüp Burak Ceyhan. “Akıllı Binalarda Yapay Zekâ Destekli Enerji Yönetimi: Bir İnceleme”. Uluslararası Batı Karadeniz Mühendislik Ve Fen Bilimleri Dergisi, c. 5, sy. 1, 2023, ss. 39-63, doi:10.55440/umufed.1291719.
Vancouver Sinoplu M, Ceyhan EB. Akıllı Binalarda Yapay Zekâ Destekli Enerji Yönetimi: Bir İnceleme. UMÜFED. 2023;5(1):39-63.
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