SK Telecom today announced that, in collaboration with MediaTek, a global application processor maker, and Nota AI, a startup specializing in AI lightweighting, it has developed a smartphone power-saving technology using on-device AI.
In general, the device performs data transmission and reception while connected to the base station, and even after the completion of data transmission/reception, the device stays connected to the base station for a set amount of time to standby for data that may occur in the future, which leads to non-negligible consumption of power.
SKT, together with MediaTek and Nota, developed an on-device AI-based technology that enables the device to predict, in real-time, whether data transmission will occur within a certain period of time, thereby controlling an optimal connection status between the device and the base station. That is, if the prediction indicates that data is likely to occur, it will continue to maintain connection between the device and the base station. On the other hand, if it thinks that data is unlikely to occur, it will disconnect from the base station to prevent unnecessary use of power.
The three companies focused on selecting optimal AI model and lightweighting the model using techniques such as quantization and pruning to enable low-latency and low-power operation on smartphones. They then applied the lightweight AI model to a real smartphone modem to verify its real-time operation, and secured a level of prediction accuracy that can translate into smartphone power savings.