Expert Systems with Applications: An International Journal
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Capability to track the mobility pattern of children and elders can enable many useful applications. Assisted GPS (AGPS) and Wi-Fi can be used to precisely calculate the location of a person, but AGPS consumes a lot of power and Wi-Fi coverage is often spotty. On the other hand, Cell ID offers ubiquitous coverage in most inhabited environments, low power consumption, but has the disadvantage of lower accuracy. This paper introduces an energy-efficient cellular and AGPS/Wi-Fi tracking system based on the construction of a mobility map from a person's historical location data. A location map consists of a set of crucial locations (CL), personal common locations (PCL), and routes. CL is a point that terminates several routes and PCL is a place where the person spends a lot of time in. The tracking process is divided into four parts: data collection, offline data processing, online tracking, and path reconstruction. With the use of the mobility map, AGPS fixes can be significantly reduced and a more accurate recognition of the person's location can be provided during the tracking phase.