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94   From smart grid to internet of energy


            and loads. The transient power fluctuations caused by intermittent structure of
            generators should be handled by an advanced monitoring system at central and
            decentralized control levels at substations.
               The general requirements of monitoring and troubleshooting processes of a
            self-healing system are based on collecting, analyzing, diagnosing, predicting,
            and prioritizing the data. The data collection enables availability of data in any
            database for detailed analysis while the data analysis provides information on
            asset conditions and related failure or fault risks comparing to known situations.
            The identified risks are evaluated in diagnosis step to develop a self-healing
            program, and verifications are performed in prediction step.
               The monitoring architectures rely on data acquisition systems such as
            SCADA and remote terminal units (RTUs) for condition estimations. The
            acquired informations on system level of smart grid are provided by PMU
            devices that ensures highly reliable and synchronized input are obtained. A
            drawback of current monitoring system is related to RTUs since they do not
            provide synchronized measurement and causes less accurate data acquisition.
            The drawback of RTU is tackled by using GIS system to provide more accurate
            localization [14]. The monitoring system is also equipped with smart sensors
            and sensor nodes in field assets. In addition to data acquisition, monitoring
            infrastructure generates alert signals to indicate fault or failures. The monitoring
            system should provide real time and historical data for specific purposes.
            Some of these sensor-based measurement and monitoring systems are shown
            in Fig. 2.13. The most widely used sensors include CTs, voltage transformers
            (VTs); temperature, optical, pressure and vibration sensors. They can be deplo-
            yed at any level of transmission and distribution line at medium voltage (MV) or
            high voltage (HV) applications to monitor surge arresters, circuit breakers,

























            FIG. 2.13 Some monitoring applications and monitored components.
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