Statistical approaches to cleaning sensor data

Existing networks are used for monitoring several physical phenomena, such as contamination level in soil and water, climate, building structure, habitat, and so on, potentially in remote harsh environments [1,2]. They have also found several interesting applications in industrial engineering and inventory management, such as monitoring the quality of perishable food items, as well as in transportation and traffic control [3,4].