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406  Decision Making Applications in Modern Power Systems


               Fig. 15.8A D by dotted lines), and cycle-based load (refrigerator) oper-
               ates with the control cycle mode (with a small switch “ON” time, i.e.,
               15 minutes “ON” time at the place of 30 minutes “ON” time) as shown
               in Fig. 15.9A by a dotted line.
               Mode IV: PV and SOC higher (prescheduling of deferrable load):
               During 17:41 18:10 hours time interval the PV generation is higher
               than the building demand (demand with a conventional scheme and
               future deferrable load, i.e., pump), and the battery SOC is higher than
               the desired. In addition, the task starts and completion time limit (even-
               ing time) for the pump is 17:30 19:30 hours, and the operating time is
               30 minutes. In the DSM scheme the microcontroller switches “ON” the
               pump at the time instant 17:41 and keeps it “ON” during 17:41 18:10
               hours as shown in Fig. 15.9C. The surplus PV generation is stored in
               the battery.


            15.6.2 Performance results of demand-side management scheme
            with insufficient photovoltaic power
            In this case the PV energy generation is sufficient enough to fulfill the build-
            ing energy demand for a particular day. Therefore the proposed DSM
            scheme is load shedding noncritical load and operates the cycle-based load
            in a “control cycle mode” to achieve a desired SOC of the battery storage
            unit. The building power demand curve with the conventional scheme, DSM
            scheme, and the PV power generation for a typical day is shown in
            Fig. 15.10. The peak demand of the building is 297 and 220 W with conven-
            tional and DSM schemes, respectively. The battery charging and discharging
            power curve with conventional and proposed DSM scheme for this scenario
            is shown in Fig. 15.11. The peak discharging power of the battery is 327 and
            243 W with conventional scheme and DSM scheme, respectively, during
            nonsunny hours. It shows that the small size of the battery is sufficient with
            the DSM scheme to supply the peak load of the building during nonsunny
            hours.
               The state of the charge of the ES with the conventional scheme remained
            higher than the desired level, excluding the 06:00 12:20 hours as shown in
            Fig. 15.12. The DSM scheme achieves desired SOC of the ES unit by shift-
            ing the operating hours of the deferrable load to achieve the desired SOC.
            The operating duration of the washing machine has been shifted from
            07:00 08:30 to 10:35 12:10 hours time interval as shown in Fig. 15.13B.
            The morning operating time of the water pump has been postponed from
            08:00 08:30 to 12:10 12:40 hours time interval and evening operating time
            of the water pump is proponed from 19:05 19:35 to 17:45 to 18:15 hours
            and as shown in Fig. 15.13C. The refrigerator operates in the “regular control
            mode” same as conventional scheme as shown in Fig. 15.13A. The SOC of
            the ES unit is achieved by controlling the deferrable load of the building;
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