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2. Intermittent and Stochastic Renewable Energy Production    79




                     After a paragraph on the accuracy evaluation of the models, the various available
                  forecasting methodologies for solar irradiation will be presented according to the
                  forecast horizon. Finally, new perspectives will be reported in a last paragraph.



                  2. INTERMITTENT AND STOCHASTIC RENEWABLE ENERGY
                     PRODUCTION IN AN ELECTRICAL GRID
                  It is important to explain why the introduction of intermittent and stochastic electri-
                  cal power into an electrical network induces some difficulties for the energy man-
                  ager, to better understand the need to have efficient forecasting tools to estimate
                  the wind and PV powers at various temporal horizons.
                     Before getting into details, it is worth reminding ourselves some principles on the
                  electrical network management, especially on the challenge to reach at every
                  moment a precise balance between production and consumption.


                  2.1 THE PRODUCTION/CONSUMPTION BALANCE: A DIFFICULT TASK
                      EVEN WITH CONVENTIONAL ENERGY PRODUCTION MEANS
                  The produced electricity must be immediately used whenever it is sent to the elec-
                  trical network. The energy manager must have all the means necessary to produce
                  electrical energy and must especially ensure a precise balance between electricity
                  generation and demand. In a power system, this power balance must be maintained
                  at any moment, i.e., the electricity demand must be balanced by the electricity gen-
                  eration at all times. The electrical network must be working at a stabilized frequency
                  (50 Hz, sometimes 60 Hz); thus, the production systems must adapt their production
                  to the power consumption either in the electrical stations or in the dispatching center
                  at all time.
                     In normal mode, there is a situation of balance: the production is always equal to
                  the consumption and the electricity frequency slightly fluctuates around the refer-
                  ence frequency as seen in Fig. 3.1.
                     In case decrease of the electrical production happens suddenly because of the
                  loss of a means of production (or if a shadow of a cloud moves across a PV plant
                  or the wind speed drops off in front of the wind turbine), this balance is broken
                  and the frequency falls below the reference frequency. In these conditions, a rapid
                  increase of the produced electrical power by a connected production means is
                  required (taking into account the ramp rate e rate of power rise) or the start-up of
                  a new production means should be added (according to the start-up time). But the
                  power ramp rate of an energy plant and its starting time are not instantaneous as
                  seen in Table 3.2 [5]. As the run-up time is long, the activation of a new production
                  system should be anticipated; only a hydraulic plant starts rapidly, followed by a
                  light-fuel turbine; internal combustion engines (fuel or gas) need about 45 min
                  before starting to produce electricity (see Table 3.2).
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