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92   From smart grid to internet of energy



              TABLE 2.4 WAMS applications and requirements—cont’d

              PMU             Communication
              requirements    requirements          WAMS application type
              Medium          Medium                RES integration and monitoring
              Medium          Medium                Congestion management
              Medium          High                  Adaptive protection
              Medium          High                  Dynamic state estimation
              High            Medium                Power system restoration
              High            High                  Automated wide area
                                                    monitoring
              High            High                  Reliability monitoring and
                                                    control
              High            High                  Transient stability monitoring
              High            High                  Wide area stability monitoring




            2.6 Smart monitoring systems
            The recent smart grid applications require a comprehensive monitoring and
            remote-control technologies. These infrastructures are widely implemented
            regarding to AMR, AMI and ICT technologies that have been introduced in this
            chapter. The diagnostic and troubleshooting technologies are based on accurate
            monitoring to detect critical conditions and changes in smart grid. Moreover,
            monitoring infrastructure should also be considered in planning stages to
            achieve a predictive smart grid architecture. A detailed monitoring and diagnos-
            tics system is based on continuous measurement devices located at field assets,
            ICT interface to transmit measured data to MDMS, a robust database system to
            store mass of data, and analyzing software to perform data mining, estimations
            and decision-making algorithms to generate valuable data by using repositories.
            The measurements are provided by sensor networks and IEDS at the measure-
            ment nodes in the field. The efficient and proactive grid management rely on
            advanced grid monitoring, diagnostic software, and predictions [23, 24].
               As previously discussed in PMU application section, wide area monitoring
            is a key component for grid monitoring that is based on time-synchronized mea-
            surements. The improved features of such as system is defined as wide area
            monitoring, protection and control (WAMPAC) system. WAMPAC is based
            on synchronized measurements acquired over utility network and transmission
            of the signals as phasors. The monitoring of utility network relies on fundamen-
            tal bus voltage and current measurements in phasor type data that are used to
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