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428  Decision Making Applications in Modern Power Systems






















            FIGURE 16.8 PDR market participation.



                          TABLE 16.2 Monthly revenue from demand-
                          based bid program market.
                          Year    Month    Event   Revenue ($)
                          2016    6        5       16
                          2016    7        6       10
                          2016    8        2       0
                          2016    9        1       0





            16.4.3 Demand-based bid program participation
            The modeling approaches for the PDR market integration were similar to
            those for the DBP market; however, there were different requirements for
            commitments in the DBP market. For instance, participation in the DBP mar-
            ket only occurs when the DBP events are issued by the program facilitator,
            PG&E; however, hourly price signals in the PDR market were available on a
            daily basis. In PG&E’s DBP program, $0.5/kW is credited to commercial
            customers when they reduce their demand during DBP events. It was
            assumed, in this analysis, that the threshold to participate was greater than or
            equal to 10 kW, and each commitment had to have a duration of at least two
            consecutive hours. The simulation results for the DBP market participation
            are shown in Table 16.1. Due to the 2-hour commitment constraint the exist-
            ing EV resources were not qualified to participate in all of the DBP events
            in 2016. Thus the profit-generating capacity for EVs is not as high as that
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