For earth moving schemes, the time compulsory for the scheme conclusion can be calculated depend on the regular cycle period mandatory to dig a certain soil capacity and the total volume of soil to be excavated. Based on the estimated time, project managers can further calculate the equipment costs, which are one of the major expenditures in construction projects. Accordingly, activity recognition of construction equipment is a fundamental task for evaluating the operational performance and performing project management tasks.