This paper presents our work with wireless sensor networks for the calibration of the embedded sensor chips located in each wireless sensor networks node. We propose a software compensation applied on data sources for each devices. We implement such a calibration process at the initialization of the wireless sensor networks and we propose a software module on each node to regularly improve the measurement accuracy. The results shows the temperature measurements improvements for our energy efficiency in building testbed.