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Integrating Data-driven Mobile Computing Systems, the narrowband Internet of Things (NB-IoT) emerges as a pivotal communication technology facilitating the realization of a seamlessly interconnected ecosystem. While striving to broaden communication coverage and bolster overall reliability, NB-IoT entails trade-offs in performance benchmarks, notably latency, which can pose challenges in dynamically accommodating mobile IoT devices. In light of these intricacies, this paper introduces a dedicated wireless resource allocation strategy tailored to NB-IoT, specifically focusing on its applicability to mobile devices. Central to this innovative approach is utilizing Kalman filtering to predict the mobile positions of IoT devices. Additionally, the study formulates mathematical models to estimate communication reliability, supplemented by quantitative evaluations encompassing pivotal performance metrics such as block …