Concepção e Desenvolvimento de um Serviço Distribuído de Coleta e Tratamento de Dados para Ambientes de Internet das Coisas
Resumo
O desenvolvimento da Internet das Coisas (IoT) levou a um aumento do número e da variedade de dispositivos conectados à Internet. Sensores tornaram-se uma parte regular do nosso ambiente, instalados em carros e edifícios, bem como telefones inteligentes e outros dispositivos que coletam continuamente dados sobre nossas vidas, mesmo sem a nossa intervenção. Com tais dispositivos conectados, uma gama de aplicações tem sido desenvolvida e implantada, incluindo aquelas que lidam com grandes volumes de dados. Neste artigo, apresentamos uma proposta para o gerenciamento de dados em um ambiente de IoT, contribuindo com a especificação de funcionalidades e a concepção de técnicas para coletar, filtrar e armazenar dados de forma eficiente. O diferencial da proposta apresentada neste trabalho é que o sistema proposto pode ser integrado a diferentes middlewares. Um protótipo foi desenvolvido para validação da proposta em um estudo de caso sobre um cenário de sistema de casa inteligente.
Palavras-chave:
Internet das Coisas, Gerenciamento de dados
Referências
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Ghosh, A., and Das, S. K. (2008). Coverage and connectivity issues in wireless sensor networks: A survey. Pervasive and Mobile Computing, 4(3), 303-334.
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(7), 1645-1660.
Kreps, J., Narkhede, N., and Rao, J. (2011). Kafka: A distributed messaging system for log processing. In Network Meets Database, pages 1-7.
Lakshman, A., and Malik, P. (2010). Cassandra: a decentralized structured storage system. ACM SIGOPS Operating Systems Review. 44(2), 35-40.
Le-Phuoc, D., Nguyen-Mau, H. Q., Parreira, J. X., and Hauswirth, M. (2012). A middleware framework for scalable management of linked streams. Web Semantics: Science, Services and Agents on the World Wide Web, 16:42-51.
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Misra, P., Simmhan, Y., and Warrior, J. (2015). Towards a Practical Architecture for the Next Generation Internet of Things. arXiv preprint arXiv:1502.00797.
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Soldatos, J., Serrano, M., Hauswirth, M. (2012b) Convergence of Utility Computing with the Internet-of-Things. In Innovative Mobile and Internet Services in Ubiquitous Computing, 2012 6th International Conference, pages 874-879.
Soldatos, J., Kefalakis, N., Hauswirth, M., Serrano, M., Calbimonte, J. P., Riahi, M., and Skorin-Kapov, L. (2015b). OpenIoT: Open Source Internet-of-Things in the Cloud. In Springer International Publishing, pages 13-25.
Storm. Disponível em <http://storm.incubator.apache.org>. Acessado em Janeiro, 2016.
Streamparse. Disponível em <https://pypi.python.org/pypi/streamparse/2.1.3>. Acessado em Janeiro, 2016.
Teixeira, T., Hachem, S., Issarny, V., and Georgantas, N. (2011). Service oriented middleware for the internet of things: A perspective. Pages 220-229. Springer Berlin Heidelberg, Berlin, Heidelberg.
Zookeeper. Disponível em <http://zookeeper.apache.org>. Acessado em Janeiro, 2016.
Atzori, L., Iera, A., and Morabito, G. (2010). The internet of things: A survey. Computer networks, 54(15), 2787-2805.
Bahga, A., and Madisetti, V. (2014). Internet of Things: A Hands-on Approach. 1a. ed. VPT.
Botta, A., de Donato, W., Persico, V., & Pescapé, A. (2016). Integration of cloud computing and internet of things: a survey. Future Generation Computer Systems. 56(1), 684-700.
Cassandra (2016) “Cassandra”. Disponível em: <http://cassandra.apache.org>. Acessado em Janeiro, 2016.
Ferreira, H. G. C., Canedo, E. D., De Sousa Júnior, R. T. (2014). A ubiquitous communication architecture integrating transparent UPnP and REST APIs. International Journal of Embedded Systems, 6(2-3), 188-197.
Chaqfeh, M., and Mohamed, N. (2012). “Challenges in middleware solutions for the internet of things.” In Collaboration Technologies and Systems (CTS), 2012 International Conference on, pages 21-26. IEEE.
Cockcroft, A., and Sheahan, D. (2011). “Benchmarking cassandra scalability on awsover a million writes per second.” Disponível em [link]. Acessado em janeiro de 2016.
Cooper, J., and James, A. (2009). Challenges for database management in the internet of things. IETE Technical Review, 26(5), 320-329.
Fersi, G. (2015). “Middleware for Internet of Things: A Study.” In International Conference on Distributed Computing in Sensor Systems, pages 230-235. IEEE.
Fremantle, P. (2014). A reference architecture for the Internet of Things. WSO2 White paper.
Garg, N. (2013). Apache Kafka. Packt Publishing Ltd. Birmingham.
Ghosh, A., and Das, S. K. (2008). Coverage and connectivity issues in wireless sensor networks: A survey. Pervasive and Mobile Computing, 4(3), 303-334.
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(7), 1645-1660.
Kreps, J., Narkhede, N., and Rao, J. (2011). Kafka: A distributed messaging system for log processing. In Network Meets Database, pages 1-7.
Lakshman, A., and Malik, P. (2010). Cassandra: a decentralized structured storage system. ACM SIGOPS Operating Systems Review. 44(2), 35-40.
Le-Phuoc, D., Nguyen-Mau, H. Q., Parreira, J. X., and Hauswirth, M. (2012). A middleware framework for scalable management of linked streams. Web Semantics: Science, Services and Agents on the World Wide Web, 16:42-51.
Xively platform. Disponível em <http://xively.com>. Acessado em Janeiro, 2016.
Lu, B., & Xiaohui, Y. (2016). Research on Cassandra Data Compaction Strategies for Time-Series Data. In Journal of computers, 11(6), 504 – 512.
Mashal, I., Alsaryrah, O., Chung, T. Y., Yang, C. Z., Kuo, W. H., and Agrawal, D. P. (2015). Choices for interaction with things on Internet and underlying issues. Ad Hoc Networks, 28(1), 68-90.
Misra, G., Kumar, V., Agarwal, A., and Agarwal, K. (2016). Internet of Things (IoT)–A Technological Analysis and Survey on Vision, Concepts, Challenges, Innovation Directions, Technologies, and Applications. American Journal of Electrical and Electronic Engineering, 4(1), 23-32.
Misra, P., Simmhan, Y., and Warrior, J. (2015). Towards a Practical Architecture for the Next Generation Internet of Things. arXiv preprint arXiv:1502.00797.
Nan, C., Lee, Y., Tila, F., and Kim, D. H. (2016). Design and Implementation of Middleware Based on ID and IP Address for Actuator Networks. International Journal of Smart home. 10(1), 41-48.
Perera, C., Zaslavsky, A., Christen, P., and Georgakopoulos, D. (2014). Context aware computing for the internet of things: A survey. IEEE Communications Surveys & Tutorials, 16(1):414-454.
Pires, P. F., Cavalcante, E., Barros, T., Delicato, F. C., Batista, T., and Costa, B. (2014). A platform for integrating physical devices in the Internet of Things. In Embedded and Ubiquitous Computing, 12th IEEE International Conference, pages 234-241.
Qin, W., Li, Q., Sun, L., Zhu, H., Liu, Y. (2011) RestThing: A Restful Web service infrastructure for mash-up physical and Web resources. In Embedded and Ubiquitous Computing, 9th International Conference, pages 197-204.
Rafiei, D., and Mendelzon, A. (1997). Similarity-based queries for time series data. ACM SIGMOD, 26(2):13-25.
Shahrivari, S. (2014). Beyond batch processing: towards real-time and streaming big data. Computers, 3(4):117-129.
Soldatos, J., Serrano, M., Hauswirth, M. (2012b) Convergence of Utility Computing with the Internet-of-Things. In Innovative Mobile and Internet Services in Ubiquitous Computing, 2012 6th International Conference, pages 874-879.
Soldatos, J., Kefalakis, N., Hauswirth, M., Serrano, M., Calbimonte, J. P., Riahi, M., and Skorin-Kapov, L. (2015b). OpenIoT: Open Source Internet-of-Things in the Cloud. In Springer International Publishing, pages 13-25.
Storm. Disponível em <http://storm.incubator.apache.org>. Acessado em Janeiro, 2016.
Streamparse. Disponível em <https://pypi.python.org/pypi/streamparse/2.1.3>. Acessado em Janeiro, 2016.
Teixeira, T., Hachem, S., Issarny, V., and Georgantas, N. (2011). Service oriented middleware for the internet of things: A perspective. Pages 220-229. Springer Berlin Heidelberg, Berlin, Heidelberg.
Zookeeper. Disponível em <http://zookeeper.apache.org>. Acessado em Janeiro, 2016.
Publicado
04/10/2016
Como Citar
HUACARPUMA, Ruben C.; DE SOUSA JÚNIOR, Rafael T.; HOLANDA, Maristela; LIFSCHITZ, Sérgio.
Concepção e Desenvolvimento de um Serviço Distribuído de Coleta e Tratamento de Dados para Ambientes de Internet das Coisas. In: SIMPÓSIO BRASILEIRO DE BANCO DE DADOS (SBBD), 31. , 2016, Salvador/BA.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2016
.
p. 28-39.
ISSN 2763-8979.
DOI: https://doi.org/10.5753/sbbd.2016.24306.
