Um Sistema de Controle Neuro-Fog para Infraestruturas Residenciais via Objetos Inteligentes
Abstract
In recent years, the use of the fog computing paradigm is increasingly present in studies and services offered by a smart city, as the intelligent home systems which are one of the services to be highlighted. However, such paradigm brings two major challenges within the context of intelligent homes: how to extract the data that will be used in the decision-making process efficiently, and how to enable interoperability among the devices. Thus, this work proposes ImPeRIum, an intelligent decision system which forms a fog computational environment to manage the applications of the residence. ImPeRIum was evaluated in both the simulated environment and the real environment. When compared with other works in literature, ImPeRIum showed an advance in the state of the art and It obtained three promising results: (i) high hit rate with a low delay in the decision-making process; (ii) efficient in the information dissemination with a low overhead in infrastructure; and (iii) robustness in processing with a low energy consumption.
References
Bonomi, F., Milito, R., Natarajan, P., and Zhu, J. (2014). Fog Computing: A Platform for Internet of Things and Analytics, pages 169–186. Springer International Publishing, Cham.
Cheng, J. and Kunz, T. (2009). A survey on smart home networking. Carleton University, Systems and Computer Engineering.
Coutinho, A. A. T. R., Carneiro, E. O., and Greve, F. G. P. (2016). Computação em névoa: Conceitos, aplicações e desaos. pages 266 – 315.
Dameri, R. P. (2017). Using ICT in Smart City, pages 45–65. Springer International Publishing, Cham.
Eugster, P. T., Felber, P. A., Guerraoui, R., and Kermarrec, A.-M. (2003). The many faces of publish/subscribe. ACM Comput. Surv., 35(2):114–131.
Farias, C., Soares, H., Pirmez, L., Delicato, F., Santos, I., Carmo, L. F., Souza, J., Zomaya, A., and Dohler, M. (2014). A control and decision system for smart buildings using wireless sensor and actuator networks. Transactions on Emerging Telecommunications Technologies, 25(1):120–135.
Filho, G., Ueyama, J., Faical, B., Guidoni, D., and Villas, L. (2015a). Residi: An intelligent decision platform for residential infrastructure using wireless sensors and actuators. In Computer Networks and Distributed Systems (SBRC), 2015 XXXIII Brazilian Symposium on, pages 237–245.
Filho, G. P. R., Ueyama, J., Faical, B. S., Pessin, G., d. Farias, C. M., Pazzi, R. W., Guidoni, D. L., and Villas, L. A. (2015b). An energy-aware system for decisionmaking in a residential infrastructure using wireless sensors and actuators. In Network Computing and Applications (NCA), 2015 IEEE 14th International Symposium on, pages 9–16.
Filho, G. P. R., Ueyama, J., Villas, L., Pinto, A., Goncalves, V. P., and Seraphini, S. (2013). An intelligent approach for improving energy efciently in smart grids. In International Conference on Wireless Networks (ICWN), volume 12, pages 227–233.
Filho, G. P. R., Ueyama, J., Villas, L. A., Pinto, A. R., Goncalves, V. P., Pessin, G., Pazzi, R. W., and Braun, T. (2014). Nodepm: A remote monitoring alert system for energy consumption using probabilistic techniques. Sensors, 14(1):848.
Filho, G. P. R., Villas, L. A., Freitas, H., Valejo, A., Guidoni, D. L., and Ueyama, J. (2018). Residi: Towards a smarter smart home system for decision-making using wireless sensors and actuators. Computer Networks, 135:54 – 69.
Lee, J. H., Lee, H., Kim, M. J., Wang, X., and Love, P. E. (2014). Context-aware inference in ubiquitous residential environments. Computers in Industry, 65(1):148 – 157.
Ma, M., Preum, S. M., and Stankovic, J. A. (2017). Cityguard: A watchdog for safetyaware conict detection in smart cities. In Internet-of-Things Design and Implementation (IoTDI), 2017 IEEE/ACM Second International Conference on, pages 259–270. IEEE.
Mahmood, A., Khan, I., Razzaq, S., Najam, Z., Khan, N., Rehman, M., and Javaid, N. (2014). Home appliances coordination scheme for energy management (hacs4em) In Procedia Computer Science, vousing wireless sensor networks in smart grids. lume 32, pages 469 – 476. Elsevier.
Mahmud, R., Kotagiri, R., and Buyya, R. (2017). Fog Computing: A Taxonomy, Survey and Future Directions, pages 103–130. Springer Singapore, Singapore.
Maia, P., Baffa, A., Cavalcante, E., Delicato, F. C., Batista, T., and Pires, P. F. (2015). Uma plataforma de middleware para integração de dispositivos e desenvolvimento de aplicações em e-health. pages 361 – 374.
Mantoro, T., Ayu, M. A., and Elnour, E. E. (2011). Web-enabled smart home using wireless node infrastructure. In Proceedings of the 9th International Conference on Advances in Mobile Computing and Multimedia, MoMM’11, pages 72–79, New York, NY, USA. ACM.
Ramlee, R., Othman, M., Leong, M., Ismail, M., and Ranjit, S. (2013). Smart home In Information and Communication Technology system using android application. (ICoICT), 2013 International Conference of, pages 277–280, Bandung. IEEE.
Rocha Filho, G. P., Mano, L. Y., Valejo, A. D. B., Villas, L. A., and Ueyama, J. (2018). A low-cost smart home automation to enhance decision-making based on fog computing and computational intelligence. IEEE Latin America Transactions, 16(1):186–191.
Santos, B. P., Silva, L., Celes, C., Borges, J. B., Neto, B. S. P., Vieira, M. A. M., Vieira, L. F. M., Goussevskaia, O. N., and Loureiro, A. (2016). Internet das coisas: da teoriaa prática. Minicursos SBRC-Simpósio Brasileiro de Redes de Computadores e Sistemas Distribudos.
Soares, H., Pirmez, L., Delicato, F., and de Farias, C. (2012). Conde: Um sistema de controle e decisao para edicios inteligentes usando redes de sensores e atuadores sem o. In XXX Simposio Brasileiro de Redes de Computadores e Sistemas Distribuidos (SBRC), pages 117 – 130.
Stanford-Clark, A. and Nipper, A. (2014). Mq telemetry transport.
Stojkoska, B. L. R. and Trivodaliev, K. V. (2017). A review of internet of things for smart home: Challenges and solutions. Journal of Cleaner Production, 140, Part 3:1454 – 1464.
Internet of Zanella, A., Bui, N., Castellani, A., Vangelista, L., and Zorzi, M. (2014). things for smart cities. IEEE Internet of Things Journal, 1(1):22–32.
