Gestão da informação no contexto de smart campus: uma revisão sistemática da literatura

Laís de Paiva Freire

ORCID iD Universidade Federal Rural do Semi-Árido (UFERSA) Brasil

Silvio Martins Santos

ORCID iD Universidade Federal Rural do Semi-Árido (UFERSA) Brasil

Ana Carolina Dutra Ramos

ORCID iD Instituto Federal de Educação, Ciência e Tecnologia da Paraíba (IFPB) Brasil

Alysson Filgueira Milanez

ORCID iD Universidade Federal Rural do Semi-Árido (UFERSA) Brasil

Kennedy Reurison Lopes

ORCID iD Universidade Federal Rural do Semi-Árido (UFERSA) Brasil

David Candeia Medeiros Maia

ORCID iD Instituto Federal de Educação, Ciência e Tecnologia da Paraíba (IFPB) Brasil

Resumo

Smart Campus ou Campus Inteligente são nomenclaturas comuns utilizadas para definir um ambiente de estudos acadêmicos onde há alguma aplicação de novas tecnologias, tais como IoT (Intenet of Things) e Cloud Computing, para o benefício tanto da própria instituição de ensino como dos indivíduos que dela desfrutam. Esse trabalho tem por objetivo reunir informações de diversas fontes de pesquisa sobre essas tecnologias, bem como sobre o progresso que tem sido realizado envolvendo suas aplicações em campus de instituições de ensino e pesquisa. Esse levantamento contribui com a organização de conhecimentos, e a apresentação de lacunas de pesquisa e, assim, visando nortear e estimular novos projetos para câmpus inteligentes. Através de uma Revisão Sistemática da Literatura, realizou-se uma busca em bases de dados para averiguar o que já foi publicado sobre a aplicação de gerência da informação no contexto de Smart Campus. Através da combinação de strings de busca, foi possível direcionar o retorno da pesquisa para atender ao escopo desejado. Os resultados apontam para grandes avanços e especial foco na área administrativa, no tocante a tomadas de decisão, realçando a disparidade em questão de quantidade de artigos provenientes de projetos no exterior, em especial o continente asiático, comparados ao resto do mundo. Verificou-se, por fim, a larga quantidade de propostas de aplicações sem, contudo, estudos práticos que demonstrassem sua eficiência, perfazendo 60% dos trabalhos analisados.

Palavras-chave


campus inteligente; gerenciamento de informações; organização de conhecimento


Texto completo:

Referências


AGARWAL, P.; G.V.V., R. K.; AGARWAL, P. IoT based framework for smart campus: covid-19

readiness. In: 2020 WORLD CONFERENCE ON SMART TRENDS IN SYSTEMS, SECURITY AND SUSTAINABILITY (WORLDS4), 4., 2020, London. Proceedings […]. London: IEEE, 2020, p. 539-542. DOI: https://doi.org/10.1109/WorldS450073.2020.9210382.

AGUILAR, M. G. S.; ROSILLO, V. M. L.; PEREZ, C. O. M.; ARELLANO, M. R. M.; RAMIREZ, J. R. B.; TREJO, J. A. O. Analysis of wastewater production to implement circular economy solutions in a smart cities university campus living lab. In: 2019 IEEE INTERNATIONAL SMART CITIES CONFERENCE (ISC2), 2019, Casablanca. Proceedings […]. Casablanca: IEEE, 2019, p. 366-371. DOI: https://doi.org/10.1109/ISC246665.2019.9071711.

BANDEIRA, L. K. R.; CASIMIRO, A. H. T.; LIMA, E. S. Smart campus e a gestão da informação: aplicabilidades na Universidade Federal de Campina Grande. Perspectivas em Gestão e Conhecimento, v. 10, n. especial, p. 23-27, 2020. Disponível em: https://periodicos.ufpb.br/index.php/pgc/article/view/49229. Acesso em 03 abr. 2022.

BONAFINI, F.; CARVALHO, D. F.; DEPARI, A.; FERRARI, P.; FLAMMINI, A.; PASETTI, M.; RINALDI, S.; SISINNI, E. Evaluating indoor and outdoor localization services for lorawan in smart city applications. In: 2019 WORKSHOP ON METROLOGY FOR INDUSTRY 4.0 AND IOT (MetroInd4.0&IoT), 2., 2019, Naples. Proceedings […]. Naples: IEEE, 2019, p. 300-305. DOI: https://doi.org/10.1109/METROI4.2019.8792901.

BYTHEWAY, A. The Information Management Body of Knowledge. In: BYTHEWAY, A. Investing in information: The Information Management Body of Knowledge. Springer, p. 25-34, 2004. DOI: https://doi.org/10.1007/978-3-319-11909-0_2.

CARRIÓN, D.; GONZÁLEZ, J. W.; ISAAC, I. A.; LÓPEZ, G. J.; CARDONA, H. A. Load characterization based on voltage and current phasorial measurements in micro-grids. In: 2017 INTERNATIONAL CONFERENCE ON INFORMATION SYSTEMS AND COMPUTER SCIENCE (INCISCOS), 2017, Quito. Proceedings […]. Quito: IEEE, 2017, p. 1-6. DOI: https://doi.org/10.1109/INCISCOS.2017.23.

CAVUS, N.; MRWEBI, S. E.; IBRAHIM, I.; MODUPEOLA, T.; REEVES, A. Y. Internet of things and its applications to smart campus: a systematic literature review. International Journal of Interactive Mobile Technologies, 2023, v. 17, n. 23, p. 17-35. DOI: https://doi.org/10.3991/ijim.v16i23.36215.

CECCARINI, C.; MIRRI, S.; PRANDI, C.; SALOMONI, P. A data visualization exploration to

facilitate a sustainable usage of premises in a smart campus context. In: EAI INTERNATIONAL CONFERENCE ON SMART OBJECTS AND TECHNOLOGIES FOR SOCIAL GOOD (GOODTECHS '20), 6., 2020, New York. Proceedings […]. New York: ACM, 2020, p. 24-29. DOI: https://doi.org/10.1145/3411170.3411241.

CHANG, Y.-C.; LAI, Y.-H. Campus edge computing network based on IoT street lighting nodes. IEEE Systems Journal, v. 14, n. 1, p. 164-171, 2020. DOI: https://doi.org/10.1109/JSYST.2018.2873430.

CHEN, Z.; LIU, Y. Research and construction of university data governance platform based on smart campus environment. In: 2021 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND ADVANCED MANUFACTURE (AIAM2021), 3., 2021, New York. Proceedings […]. New York: ACM, 2022, p. 450-455. DOI: https://doi.org/10.1145/3495018.3495097.

CHERNOGOROVA, Y.; DIMOVA, R. Digital transformation: a case study for providing e-services via moodle in universities. In: 2019 ANNUAL CONFERENCE OF THE EUROPEAN ASSOCIATION FOR EDUCATION IN ELECTRICAL AND INFORMATION ENGINEERING (EAEEIE), 29, 2019, Ruse. Proceedings […]. Ruse: IEEE, 2019, p. 1-4. DOI: https://doi.org/10.1109/EAEEIE46886.2019.9000426.

CHIU, P.-S.; CHANG, J.-W.; LEE, M.-C.; CHEN, C.-H.; LEE, D.-S. Enabling intelligent environment by the design of emotionally aware virtual assistant: a case of smart campus. IEEE Access, 2020, v. 8, p. 62032-62041. DOI: https://doi.org/10.1109/ACCESS.2020.2984383.

CORNO, F.; RUSSIS, L. D.; SÁENZ, J. P. On the design of an energy and user aware study room. In: 2017 IEEE PES INNOVATIVE SMART GRID TECHNOLOGIES CONFERENCE EUROPE (ISGT-EUROPE), 2017, Turin. Proceedings […]. Turin: IEEE, 2017, p. 1-6. DOI: https://doi.org/10.1109/ISGTEurope.2017.8260192.

ENQING, J.; PEIXIANG, R.; HUANJIN, W.; YANPING, S. Discussion on construction method of smart campus basic platform based on 3D geographic information technology. In: 2017 CHINESE AUTOMATION CONGRESS (CAC), 2017, Jinan, Proceedings […]. Jinan: IEEE, 2017, p. 7790-7794. 2017. DOI: https://doi.org/10.1109/CAC.2017.8244189.

FENG, X.; ZHANG, J.; CHEN, J.; WANG, G.; ZHANG, L.; LI, R. Design of intelligent bus positioning based on internet of things for smart campus. IEEE Access, v. 6, 2018, p. 60005-60015. DOI: https://doi.org/10.1109/ACCESS.2018.2874083.

GADGAY, B.; SHUBHANGI, D. C.; ABHIJEET, R. VTU campus surveillance and student smart accessibility system using IoT. In: 2021 IEEE INTERNATIONAL CONFERENCE ON COMPUTATION SYSTEM AND INFORMATION TECHNOLOGY FOR SUSTAINABLE SOLUTIONS (CSITSS), 2021, Bangalore. Proceedings […]. Bangalore: IEEE, 2021, p. 1-6. DOI: https://doi.org/10.1109/CSITSS54238.2021.9683672.

HOSSAIN, I.; DAS, D.; RASHED, M. G. Internet of things based model for smart campus: challenges and limitations. In: 2019 INTERNATIONAL CONFERENCE ON COMPUTER, COMMUNICATION, CHEMICAL, MATERIALS AND ELECTRONIC ENGINEERING (IC4ME2), 2019, Rajshashi. Proceeding […]. Rajshashi: IEEE, 2019, p. 1-4. DOI: https://doi.org/10.1109/IC4ME247184.2019.9036629.

JIANG, D.; LIN, L.; DUAN, X.; LEI, Y.; JIAO, B. Campus lecture system based on chinese text classification. In: 2018 IEEE ADVANCED INFORMATION MANAGEMENT, COMMUNICATES, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (IMCEC), 2., 2018, Xi’an. Proceedings […]. Xi’an: IEEE, 2018, p. 799-802. DOI: https://doi.org/10.1109/IMCEC.2018.8469695.

KHAIRALLA, M.; GAOUDA, A. M.; ABDEL-HAFEZ, M.; SHUAIB, K.; ALAHMAD, M. Challenges in load profile monitoring: case study. In: 2015 INTERNATIONAL CONFERENCE ON ELECTRICAL AND INFORMATION TECHNOLOGIES (ICEIT), 2015, Marrakech. Proceedings […]. Marrakech: IEEE, 2015. p. 65-70. DOI: https://doi.org/10.1109/EITech.2015.7162954.

KITCHENHAM, B.; CHARTERS, S. M. Guidelines for performing Systematic Literature Reviews in Software Engineering. Technical Report EBSE 2007-001, Keele University and Durham University Joint Report, 2007. Disponível em: https://www.elsevier.com/__data/promis_misc/525444systematicreviewsguide.pdf. Acesso em: 20 mar. 2022.

LEITE, F. C. L. Modelo genérico de gestão da informação científica para instituições de pesquisa na perspectiva da comunicação científica e do acesso aberto. 2011. Tese (Doutorado em Ciência da Informação) — Universidade de Brasília, Brasília, 2011. Disponível em: https://repositorio.unb.br/handle/10482/9753. Acesso em: 20 mar. 2022.

LI, C. Development of artificial intelligence campus and higher education management system under the background of big data and WSN. In: 2022 INTERNATIONAL CONFERENCE ON ELECTRONICS AND RENEWABLE SYSTEMS (ICEARS), 2022, Tuticorin. Proceedings […]. Tuticorin: IEEE, 2022, p. 750-753. DOI: https://doi.org/10.1109/ICEARS53579.2022.9752451.

LI, J.; CHEN, L.; XIE, C.; LI, M. The construction and application of university virtual campus card under the background of internet+. In: 2019 IEEE/ACIS INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION SCIENCE (ICIS), 18., 2019, Beijing. Proceedings […]. Beijing: IEEE, 2019, p. 557-561. DOI: https://doi.org/10.1109/ICIS46139.2019.8940296.

LUO, L. Data acquisition and analysis of smart campus based on wireless sensor. Wireless Personal Communications, v. 102, p. 2897-2911, 2018. DOI: https://doi.org/10.1007/s11277-018-5314-4.

LI, S.; GUO, Z.; LIU, Y.; SHOU, G.; HU, Y. The intelligent video management system: a use case of software defined class. In: 2017 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND EDUCATION (ICCSE), 12., 2017, Houston. Proceedings […]. Houston: IEEE, 2017, p. 149-154. DOI: https://doi.org/10.1109/ICCSE.2017.8085480.

LI, W. Research on teaching management based on smart campus platform and smart classroom. In: INTERNATIONAL CONFERENCE ON INFORMATION SYSTEMS AND COMPUTER AIDED EDUCATION (ICISCAE 2021), 4., 2021, Dalian. Proceedings […]. Dalian: ACM, 2021, p. 279-283. DOI: https://doi.org/10.1145/3482632.3482690.

LI, Y. Application of big data technology in campus security management under the background of information age. Journal of Physics: Conference Series, v. 1881, 022097, 2021. DOI: https://dx.doi.org/10.1088/1742-6596/1881/2/022097.

LIN, J.; LUO, W. Big data analysis model of smart campus education based on university students’ behavior analysis. In: 2021 INTERNATIONAL CONFERENCE ON INFORMATION SYSTEMS AND COMPUTER AIDED EDUCATION (ICISCAE 2021), 4., 2021, Dalian. Proceedings […]. Dalian: ACM, 2021, p. 74-77. DOI: https://doi.org/10.1145/3482632.3482648.

LIU, H.; ZHU, Y.; ZANG, T.; XU, Y.; YU, J.; TANG, F. Jointly modeling heterogeneous student behaviors and interactions among multiple prediction tasks. ACM Transactions on Knowledge Discovery from Data, v. 16, n. 1, p. 1-24, 2021. DOI: https://doi.org/10.1145/3458023.

LIU, Y.; SHOU, G.; HU, Y.; GUO, Z.; LI, H.; PENG, F.; SEAH, H. S. Towards a smart campus: innovative applications with WiCloud platform based on mobile edge computing. In: 2017 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND EDUCATION (ICCSE), 12., 2017, Houston. Proceedings […]. Houston: IEEE, 2017, p. 133-138. DOI: https://doi.org/10.1109/ICCSE.2017.8085477.

MALHOTRA, R.; KUMAR, D.; GUPTA, D. P. An Android application for campus information system. Procedia Computer Science, v. 172, p. 863-868, 2020. DOI: https://doi.org/10.1016/j.procs.2020.05.124.

MOHOTTIGE, I. P.; SUTJARITTHAM, T.; RAJU, N.; GHARAKHEILI, H. H.; SIVARAMAN, V. Role of campus WiFi infrastructure for occupancy monitoring in a large university. In: 2018 IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION FOR SUSTAINABILITY (ICIAFS), 2018, Colombo. Proceedings […]. Colombo: IEEE, 2018, p. 1-5. DOI: https://doi.org/10.1109/ICIAFS.2018.8913341.

MUHAMAD, W.; KURNIAWAN, N. B.; SUHARDI; SETIADI, Y. Smart campus features, technologies, and applications: A systematic literature review. In: IEEE INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY SYSTEMS AND INNOVATION (ICITSI), 2017, Bandung. Proceedings […]. Bandung: IEEE, 2017, p. 384-391. DOI: https://doi.org/10.1109/ICITSI.2017.8267975.

NGUYEN-ANH, T.; LE-TRUNG, Q. An IoT reconfiguration framework applied ontology-based modeling and bayesian-based reasoning for context management. In: 2019 6TH NAFOSTED CONFERENCE ON INFORMATION AND COMPUTER SCIENCE (NICS), 6., 2019, Hanoi. Proceedings […]. Hanoi: IEEE, 2019, 540-545. DOI: https://doi.org/10.1109/NICS48868.2019.9023885.

ONN, T. C.; ALDUAIS, N. A. M.; ABDULLAH, J.; SAAD, A.-M. H.; RAMLI, A. A.; MAHDIN, H. B.; KASIM, S.; MUSTAPHA, A.; MOSTAFA, S. A.; JAWAD, M. S.; GHANEM, W. A. H. M.; ABDUL-QAWY, A. S. H. IoT-based contactless body temperature scanning system for a smart and safe campus. In: 2021 INTERNATIONAL SYMPOSIUM ON AGENTS, MULTI-AGENT SYSTEMS AND ROBOTICS (ISAMSR), 4., 2021, Batu Pahat. Proceedings […]. Batu Pahat: IEEE, 2021, p. 39-44. DOI: https://doi.org/10.1109/ISAMSR53229.2021.9567862.

QUIROGA, E. A. C. Smart campus at the Universidad Militar Nueva Granada: creation of base map and applications for campus tree monitoring. Revista Ingenierías Universidad de Medellín, v. 20, n. 38, p. 33-50, 2021. DOI: https://doi.org/10.22395/rium.v20n38a2.

RAZZAQ, M. A.; MAHAR, J. A.; AHMAD, M.; SAHER, N.; MEHMOOD, A.; CHOI, G. S. Hybrid auto-scaled service-cloud-based predictive workload modeling and analysis for smart campus system. IEEE Access, v. 9, p. 42081-42089, 2021. DOI: https://doi.org/10.1109/ACCESS.2021.3065597.

REVATHI, R.; SUGANYA, M. N.; GLADIS, M. N. R.; FARITHA, B. J. IoT based cloud integrated smart classroom for smart and a sustainable campus. Procedia Computer Science, v. 172, p. 77-81, 2020. DOI: https://doi.org/10.1016/j.procs.2020.05.012.

SHAN, M. A smart campus system based on intention recognition and internet of things. In: 2020 INTERNATIONAL CONFERENCE ON UNIVERSAL VILLAGE (UV), 5., 2020, Boston. Proceedings […]. Boston: IEEE, 2020, p. 1-8. DOI: https://doi.org/10.1109/UV50937.2020.9426208.

SIMA, C. A.; POPESCU, M. O.; POPESCU, C. L.; ALEXANDRU, M.; POPA, L. B.; DUMBRAVA, V.; PANAIT, C. Energy management of a cluster of buildings in a university campus. In: 2021 12TH INTERNATIONAL SYMPOSIUM ON ADVANCED TOPICS IN ELECTRICAL ENGINEERING (ATEE), 12., 2021, Bucharest. Proceedings […]. Bucharest: IEEE, 2021, p. 1-6. DOI: https://doi.org/10.1109/ATEE52255.2021.9425325.

SNEESL, R.; JUSOH, Y. Y.; JABAR, M. A.; ABDULLAH, S. Conceptualizing IoT-based smart campus adoption model for higher education institutions: a systematic literature review. In: 2022 Applied Informatics International Conference (AiIC), 2022, Serdang. Proceedings […]. Serdang: IEEE, 2022, p. 7-1. DOI: https://doi.org/10.1109/AiIC54368.2022.9914033.

SOMSUPHAPRUNGYOS, S.; BOONBRAHM, S.; BURANARACH, M. Inferring students’ activity using RFID and ontology. In: JOINT INTERNATIONAL CONFERENCE OF SEMANTIC TECHNOLOGY (JIST 2016), 6., 2016, Singapore. Proceedings […]. Singapore, 2016. Disponível em: https://ceur-ws.org/Vol-1741/paos2016_paper1.pdf. Acesso em: 03 abr. 2022.

SUBBARAO, V.; SRINIVAS, K.; PAVITHR, R. S. A survey on internet of things based smart, digital green and intelligent campus. In: 2019 INTERNATIONAL CONFERENCE ON INTERNET OF THINGS: SMART INNOVATION AND USAGES (IoT-SIU), 4., 2019, Ghaziabad. Proceedings […].Ghaziabad: IEEE, 2019, p. 1-6. DOI: https://doi.org/10.1109/IoT-SIU.2019.8777476.

SUTJARITTHAM, T.; GHARAKHEILI, H. H.; KANHERE, S. S.; SIVARAMAN, V. Data-driven monitoring and optimization of classroom usage in a smart campus. In: 2018 ACM/IEEE INTERNATIONAL CONFERENCE ON INFORMATION PROCESSING IN SENSOR NETWORKS (IPSN), 17., 2018, Porto. Proceedings […]. Porto: IEEE, 2018a, p. 224-229. DOI: https://doi.org/10.1109/IPSN.2018.00050.

SUTJARITTHAM, T.; GHARAKHEILI, H. H.; KANHERE, S. S.; SIVARAMAN, V. Demo abstract: a tool to access and visualize classroom attendance data from a smart campus. In: 2018 ACM/IEEE INTERNATIONAL CONFERENCE ON INFORMATION PROCESSING IN SENSOR NETWORKS (IPSN), 17., 2018, Porto. Proceedings […]. Porto: IEEE, 2018b, p. 140-141. DOI: https://doi.org/10.1109/IPSN.2018.00033.

TAGLIABUE, L. C.; CECCONI, F. R.; RINALDI, S.; FLAMMINI, A.; CIRIBINI, A. L. C. Energy and comfort management of the educational spaces through IoT network for IAQ assessment in the eLUX Lab. In: IOP CONFERENCE SERIES: EARTH AND ENVIRONMENTAL SCIENCE, v. 296, 2019, Milan. Proceedings […]. Milan: IOP, 2019. DOI: https://dx.doi.org/10.1088/1755-1315/296/1/012056.

TANG, Z. On study of application of big data and cloud computing technology in smart campus. In: IOP CONFERENCE SERIES: EARTH AND ENVIRONMENTAL SCIENCE, v. 100, 2017, Singapore. Proceedings […]. Singapore: IOP, 2017. DOI: https://dx.doi.org/10.1088/1755-1315/100/1/012026.

TERZIEVA, V.; ILCHEV, S.; TODOROVA, K.; ANDREEV, R. Towards a design of an intelligent educational system. IFAC-PapersOnLine, v. 54, n. 13, p. 363-368, 2021. DOI: https://doi.org/10.1016/j.ifacol.2021.10.474.

TORRES, N.; MARTINS, P.; PINTO, P.; LOPES, S. I. Smart & sustainable mobility on campus: a secure IoT tracking system for the BIRA bicycle. In: 2021 IBERIAN CONFERENCE ON INFORMATION SYSTEMS AND TECHNOLOGIES (CISTI), 16., 2021, Chaves. Proceedings […]. Chaves: IEEE, 2021, p. 1-7. DOI: https://doi.org/10.23919/CISTI52073.2021.9476495.

USKOV, V.; BAKKEN, J. P.; SHAH, A.; SYAMALA, J.; RACHAKONDA, R.; USKOVA, M. Software/hardware systems and technology for smart engineering education. In: 2018 IEEE WORLD ENGINEERING EDUCATION CONFERENCE (EDUNINE)., 2018, Buenos Aires. Proceedings […]. Buenos Aires: IEEE, 2018, p. 1-6. DOI: https://doi.org/10.1109/EDUNINE.2018.8450960.

WAHID, A.; LUHRIYANI, S.; NURHIKMAH; PARENRENG, J. M.; B, M. F.; NUR, M. I. Smart campus framework: a solution for new normal education system. In: 2021 IEEE INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY, INFORMATION SYSTEMS AND ELECTRICAL ENGINEERING (ICITISEE), 5., 2021, Purwokerto. Proceedings […]. Purwokerto: IEEE, 2021, p. 266-271. DOI: https://doi.org/10.1109/ICITISEE53823.2021.9655952.

WANG, B.; ZHANG, S.; PENG, X.; ZHANG, Z. Campus behavior analyses of college students based on large-scale data. In: 2021 IEEE INTERNATIONAL CONFERENCE ON POWER ELECTRONICS, COMPUTER APPLICATIONS (ICPECA), 2021, Shenyang. Proceedings […]. Shenyang: IEEE, 2021, p. 349-354. DOI: https://doi.org/10.1109/ICPECA51329.2021.9362568.

WASIM, M.; AHMED, I.; AHMAD, J.; HASSAN, M. M. A novel deep learning based automated academic activities recognition in cyber-physical systems. IEEE Access, v. 9, p. 63718-63728, 2021. DOI: https://doi.org/10.1109/ACCESS.2021.3073890.

WIGATI, N. A.; HIDAYANTO, A. N. Smart campus implementation effects towards student interest in higher education: a systematic literature review. In: INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY, COMPUTER AND ELECTRICAL ENGINEERING (ICITACEE), 8., Semarang. Proceedings […]. Semarang: IEEE, 2021, p. 101-106. DOI: https://doi.org/10.1109/ICITACEE53184.2021.9617467.

WU, F.; ZHENG, Q.; TIAN, F.; SUO, Z.; ZHOU, Y.; CHAO, K.-M.; XU, M.; SHAH, N.; LIU, J.; LI, F. Supporting poverty-stricken college students in smart campus. Future Generation Computer Systems, v. 111, p. 599-616, 2020. DOI: https://doi.org/10.1016/j.future.2019.09.017.

WU, R.; ZHANG, M. Research on the development and perfection of higher education management based on internet and information technology. In: 2021 INTERNATIONAL CONFERENCE ON INFORMATION SYSTEMS AND COMPUTER AIDED EDUCATION (ICISCAE 2021), 4., 2021, Dalian. Proceedings […]. Dalian: ACM, 2021, p. 943-947. DOI: https://doi.org/10.1145/3482632.3483056.

WU, Z. Transformation of higher education management mode and coping strategies based on big data. Journal of Physics: Conference Series, v. 1881, 2021. DOI: https://dx.doi.org/10.1088/1742-6596/1881/2/022037.

XU, X.; LI, D.; SUN, M.; YANG, S.; YU, S.; MANOGARAN, G.; MASTORAKIS, G.; MAVROMOUSTAKIS, C. X. Research on key technologies of smart campus teaching platform based on 5G network. IEEE Access, v. 7, p. 20664-20675, 2019. DOI: https://doi.org/10.1109/ACCESS.2019.2894129.

XU, X.; ZHAO, X. The construction and practice of multimedia intelligent classroom in the information age. In: 2021 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND ARTIFICIAL INTELLIGENCE (CSAI '21), 5., 2021, Beijing. Proceedings […]. Beijing: ACM, 2022, p. 372-378. DOI: https://doi.org/10.1145/3507548.3507605.

YANG, A.-M.; LI, S.-S.; REN, C.-H.; LIU, H.-X.; HAN, Y.; LIU, L. Situational awareness system in the smart campus. IEEE Access, v. 6, p. 63976-63986, 2018. DOI: https://doi.org/10.1109/ACCESS.2018.2877428.

YANG, C.-T.; CHEN, S.-T.; LIU, J.-C.; LIU, R.-H.; CHANG, C.-L. On construction of an energy monitoring service using big data technology for the smart campus. Cluster Computing, v. 23, p. 265-288, 2020. DOI: https://doi.org/10.1007/s10586-019-02921-5.

ZHANG, L.; OKSUZ, O.; NAZARYAN, L.; YUE, C.; WANG, B.; KIAYIAS, A.; BAMIS, A. Encrypting wireless network traces to protect user privacy: a case study for smart campus. In: 2016 IEEE INTERNATIONAL CONFERENCE ON WIRELESS AND MOBILE COMPUTING, NETWORKING AND COMMUNICATIONS (WiMob), 12., 2016, New York. Proceedings […]., New York: IEEE, 2016, p. 1-8. DOI: https://doi.org/10.1109/WiMOB.2016.7763266.

ZHANG, P.; CHEN, X.; MA, X.; WU, Y.; JIANG, H.; FANG, D.; TANG, Z.; MA, Y. SmartMTra: robust indoor trajectory tracing using smartphones. IEEE Sensors Journal, v. 17, n. 12, p. 3613-3624, 2017. DOI: https://doi.org/10.1109/JSEN.2017.2692263.

ZHANG, Z. Construction of smart campus in post-epidemic era: based on the case study of chinese universities. In: 2021 INTERNATIONAL CONFERENCE ON EDUCATION AND E-LEARNING, 5., 2022, Virtual Event Japan. Proceedings […]., Japan: ACM, 2022, p. 15-20. DOI: https://doi.org/10.1145/3502434.3502477.

,

ZHICHENG, D.; FENG, L. Evaluation of the smart campus information portal. In: Proceedings of the 2018 INTERNATIONAL CONFERENCE ON EDUCATION AND E-LEARNING (ICEEL '18), 2., 2018, .Bali. Proceedings […]., Bali: ACM, 2018, p. 73-79. DOI: https://doi.org/10.1145/3291078.3291083.

ZHU, M. Architecture design of intelligent campus one-stop service platform based on middle platform and micro service. In: 2021 IEEE INTERNATIONAL CONFERENCE ON ELECTRONIC MEASUREMENT & INSTRUMENTS (ICEMI), 15., 2021, Nanjing. Proceedings […]., Nanjing: IEEE, , 2021, p. 59-63. DOI: https://doi.org/10.1109/ICEMI52946.2021.9679645.


DOI: http://dx.doi.org/10.18265/2447-9187a2022id7835

O arquivo PDF selecionado deve ser carregado no navegador caso tenha instalado um plugin de leitura de arquivos PDF (por exemplo, uma versão atual do Adobe Acrobat Reader).

Como alternativa, pode-se baixar o arquivo PDF para o computador, de onde poderá abrí-lo com o leitor PDF de sua preferência. Para baixar o PDF, clique no link abaixo.

Caso deseje mais informações sobre como imprimir, salvar e trabalhar com PDFs, a Highwire Press oferece uma página de Perguntas Frequentes sobre PDFs bastante útil.

Download do PDF
Imprimir artigo
Exibir metadados
Como citar este documento

Visitas a este artigo: 623

Total de downloads do artigo: 355