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Table 4 Performance evaluation of Fixed time out, Predictive shutdown and Predictive wakeup

From: Energy efficiency in big data complex systems: a comprehensive survey of modern energy saving techniques

Parameter (s)/techniques

Fixed timeout

Predictive shutdown

Predictive wakeup

Performance

Fixed time out gives poor performance and increase performance overhead which is not acceptable in any infrastructure

Predictive shutdown provides good performance

Predictive wakeup provides good performance

Energy efficiency

They save less amount of energy and sometime leads to energy wastage during beginning of idle periods

Presence of these techniques increases consumption of energy during transition

Presence of these techniques increases consumption of energy during transition in repeated wake up calls

Goal

Goal of Fixed Time Out is to increase energy efficiency and decrease energy consumption

Goal of predictive Shut Down is to increase energy efficiency and decrease energy consumption

Goal of predictive Wakeup is to increase energy efficiency and decrease energy consumption

Intervals prediction

Sometime wrong selection of threshold value halts performance

Prediction about next transition may be not as it is as predicted

Prediction about next transition may be not as it is as predicted

Maintaince

Maintaince is quite difficult especially in term of setting time spans and setting threshold value

It’s almost difficult to implement such system when predictions are not properly monitored; carefully designed system model is required

It’s almost difficult to implement such system when predictions are not properly monitored; carefully designed system model is required

Complexity

Fixed Timeout are more complex even when interactions are high

Relatively easy but prediction some time misleads toward performance overhead and halt interactions

Relatively easy but prediction some time misleads toward performance overhead

Cost (in terms of money)

The development and implementation of these techniques increase cost in terms of man power and in the terms of money

The development and implementation of these techniques increase cost in terms of man power and in the terms of money

The development and implementation of these techniques increase cost in terms of man power and in the terms of money