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Mobile Phone Middleware Architecture for Energy and Context Awareness in Location-Based Services

机译:用于基于位置的服务中的能源和上下文意识的移动电话中间件体系结构

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摘要

The disruptive innovation of smartphone technology has enabled the development of mobile sensing applications leveraged on specialized sensors embedded in the device. These novel mobile phone applications rely on advanced sensor information processes, which mainly involve raw data acquisition, feature extraction, data interpretation and transmission. However, the continuous accessing of sensing resources to acquire sensor data in smartphones is still very expensive in terms of energy, particularly due to the periodic use of power-intensive sensors, such as the Global Positioning System (GPS) receiver. The key underlying idea to design energy-efficient schemes is to control the duty cycle of the GPS receiver. However, adapting the sensing rate based on dynamic context changes through a flexible middleware has received little attention in the literature. In this paper, we propose a novel modular middleware architecture and runtime environment to directly interface with application programming interfaces (APIs) and embedded sensors in order to manage the duty cycle process based on energy and context aspects. The proposed solution has been implemented in the Android software stack. It allows continuous location tracking in a timely manner and in a transparent way to the user. It also enables the deployment of sensing policies to appropriately control the sampling rate based on both energy and perceived context. We validate the proposed solution taking into account a reference location-based service (LBS) architecture. A cloud-based storage service along with online mobility analysis tools have been used to store and access sensed data. Experimental measurements demonstrate the feasibility and efficiency of our middleware, in terms of energy and location resolution.
机译:智能手机技术的颠覆性创新使得能够利用嵌入在设备中的专用传感器开发移动感应应用程序。这些新颖的手机应用程序依赖于先进的传感器信息处理,主要涉及原始数据采集,特征提取,数据解释和传输。然而,就能量而言,连续访问感测资源以获取智能手机中的传感器数据仍然非常昂贵,特别是由于定期使用诸如全球定位系统(GPS)接收器之类的功率密集型传感器。设计节能方案的关键基础思想是控制GPS接收机的占空比。然而,通过灵活的中间件基于动态上下文变化来适配感测速率在文献中很少受到关注。在本文中,我们提出了一种新颖的模块化中间件体系结构和运行时环境,可以直接与应用程序编程接口(API)和嵌入式传感器交互,以便基于能源和上下文方面来管理占空比过程。提议的解决方案已在Android软件堆栈中实现。它允许及时且对用户透明的方式进行连续的位置跟踪。它还使传感策略的部署能够基于能量和感知上下文来适当地控制采样率。考虑到参考的基于位置的服务(LBS)体系结构,我们验证了提出的解决方案。基于云的存储服务以及在线移动性分析工具已用于存储和访问感测数据。实验测量证明了我们的中间件在能源和位置分辨率方面的可行性和效率。

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