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Chapter 17 • Energy and Carbon Intensities of Stored Solar Photovoltaic Energy  357



                 storage technologies were obtained from LCA and neA studies [14–17]. Carbon intensity
                 values for the average uS power grid emissions and subgrid emissions were obtained from
                 the uS department of energy [24]. Table 17.3 lists the life carbon intensity values for wind,
                 PV, and gas.
                                                             −1
                   The per cycle carbon intensity [g CO 2 eq(kWh) ] for storage technologies were calcu-
                 lated by adding capital and operational GHG emissions.

                                              GHG s =  GHG s,cap  +                         (17.1)                                           GHGs=GHGs,capλD+GHGs,op
                                                       λ D   GHG s,op

                   The storage technology’s depth of discharge (D), modulates per cycle capital (GHG s,cap )
                 emissions from storage meaning that a shallow depth of discharge requires larger batter-
                 ies (with associated manufacturing costs) to provide equivalent storage capacities. Values
                 used in these calculations can be found in Table 17.2.
                   The life cycle carbon intensity of electricity delivered to the power grid from generation
                 resources via energy storage technologies was calculated by summing per cycle storage
                 carbon intensities with life cycle generation carbon intensities.

                                                           + GHG/ η                         (17.2)                                          GHGg=GHGs+GHGr/η
                                               GHG g  = GHG s   r



                 Table 17.3  Generation Technology Life Cycle

                 Resource   Reference and   [(kg CO 2 eq)kWh] −1
                            Notes
                                           Min        25th%      Median    75th%          Max
                 Wind       [25] On Shore   22        50         91        119            333
                                (Harmonized)
                              107 estimates
                              from 44 studies
                 PV         [26] Crystalline   5      20         22        25             38
                              Silicon PV
                                irradiation
                              of 1700
                                       −1
                                    −2
                              (kW h) m  a
                              41 estimates
                              from 13 studies
                 NGCC       [27] 51 estimates,   1.4  2          2.2       2.4            3
                              42 studies Capi-
                              tal emissions:
                              1 g (kW h) −1
                 NGCT                      1.2        1.3        1.5       1.8            1.9
                 NGCC       [27]           –          15         21        36             –
                 PV, Photovoltaic; NGCC, Natural Gas Combined Cycle; NGCT, Natural Gas Combustion Turbine.
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