The article breaks down the communication architecture of shared bicycles, covering smart lock hardware, cellular and Bluetooth connectivity, QR‑code unlocking, payment integration, GPS positioning challenges, and the rise of NB‑IoT as the dominant IoT protocol.
At the HiPM Product Innovation Summit, Haro’s senior product expert shared a five‑point framework and a three‑stage evolution of intelligent bike dispatch, revealing how data‑driven, human‑machine collaboration can transform chaotic bike distribution into efficient, asset‑maximizing operations.
The paper presents a graph convolutional network approach that leverages multi‑task learning and spectral graph convolutions to forecast shared‑bike inflow, outflow, and demand gaps across a city’s non‑Euclidean parking network, demonstrating improved accuracy over traditional time‑series baselines while noting scalability and directional graph limitations.
This article explores why Mobike bikes unexpectedly sing Christmas songs, detailing the electronic lock’s cloud‑based unlocking process, the evolution from kinetic to solar power, the hardware modules involved, and the massive IoT platform that supports millions of rides worldwide.
