Chongqing Police College, Chongqing 401331, China
This article proposes a smart learning system model based on big data. The system model is based on a big data architecture, combined with an adaptive general learning model, and provides information assistance and technical support for learners and teachers to learn through education big data and learning analysis technology. And based on the overall design framework, a learning early warning system model based on multi-modal data and an intervention mechanism process model are proposed. Experimental research shows that the intelligent learning system model can solve teaching resource management and the construction and application of various online courses. Help schools improve teaching quality, improve teaching efficiency, simplify teaching management, and promote teaching reform.
Big data, smart learning system, multi-modal data analysis
Yanbo Sun. Big Data Curriculum Design and Teaching Practice Based on Smart Learning Environment. Frontiers in Educational Research (2021) Vol. 4, Issue 11: 84-89. https://doi.org/10.25236/FER.2021.041115.
 Peng, H., Ma, S., & Spector, J. M. Personalized adaptive learning: an emerging pedagogical approach enabled by a smart learning environment. Smart Learning Environments, 6(1) (2019) 1-14.
 Kausar, S., Oyelere, S., Salal, Y., Hussain, S., Cifci, M., Hilcenko, S., ... & Huahu, X. Mining smart learning analytics data using ensemble classifiers. International Journal of Emerging Technologies in Learning (iJET), 15(12) (2020) 81-102.
 Cheng, L., & Zhenhua, L. Research on smart mobile classroom design from the perspective of game learning—Taking preschool education major of distance education as an example. Education Journal, 8(6) (2019) 349-353.
 Hwang, G. J., & Fu, Q. K. Advancement and research trends of smart learning environments in the mobile era. International Journal of Mobile Learning and Organisation, 14(1) (2020) 114-129.
 Trettin, C., Lăzăroiu, G., Grecu, I., & Grecu, G. The social sustainability of citizen-centered urban governance networks: sensor-based big data applications and real-time decision-making. Geopolitics, History and International Relations, 11(2) (2019) 27-33.
 Singh, H., & Miah, S. J. Smart education literature: A theoretical analysis. Education and Information Technologies, 25(4) (2020) 3299-3328.