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A Context Aware Energy-Saving Scheme for Smart Camera Phones based on Activity Sensing

机译:基于活动感测的智能相机手机的语境意识节能方案

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Nowadays more and more users tend to take photos with their smart phones. However, energy-saving continues to be a thorny problem for smart camera phones, since smart phone photographing is a very power hungry function. In this paper, we propose a context aware energy-saving scheme for smart camera phones, by accurately sensing the user's activities in the photographing process. Our solution is based on the observation that during the process of photographing, most of the energy are wasted in the preparations before the shooting. By leveraging the embedded sensors like the accelerometer and gyroscope, our solution is able to extract representative features to perceive the user's current activities including body movement, arm movement and wrist movement. Furthermore, by maintaining an activity state machine, our solution can accurately determine the user's current activity states and make the corresponding energy saving strategies. Experiment results show that, our solution is able to perceive the user's activities with an average accuracy of 95.5% and reduce the overall energy consumption by 46.5% for smart camera phones compared to that without energy-saving scheme.
机译:如今越来越多的用户倾向于与他们的智能手机拍照。然而,节能仍然是智能摄像机手机的棘手问题,因为智能手机拍摄是一个非常动力的饥饿功能。在本文中,通过在拍摄过程中准确地感知用户的活动,我们提出了一种用于智能相机手机的上下文知识节能方案。我们的解决方案基于观察,在拍摄过程中,大多数能量在射击前浪费在拍摄前的制剂中。通过利用嵌入式传感器,如加速度计和陀螺仪,我们的解决方案能够提取代表特征,以认为用户的目前的活动包括身体运动,臂运动和手腕运动。此外,通过维护活动状态机,我们的解决方案可以准确地确定用户的当前活动状态,并进行相应的节能策略。实验结果表明,我们的解决方案能够将用户的活动感知为95.5%的平均精度,并将整体能耗降低46.5%,而智能摄像机与没有节能方案相比,智能摄像机。

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