Page 6 - ENERGIA_MARE
P. 6

Author's personal copy                                                                                           943

                                      L. Liberti et al. / Renewable Energy 50 (2013) 938e949

Fig. 8. Distribution of average power per unit crest in the Mediterranean between 2001 and 2010. Wave power values are tabulated for selected sites marked by circles in Table 8.

wave directions as described by Mardia and Jupp [29]. Given a set of      significant period. Te represents the period of a sinusoidal wave
                                                                          having the same energy content of the sea state [31]. When sea
n model directions yi and corresponding measures xi the directional
bias (bias) and directional variance (var) of the residuals yiÀxi are   state is described by the directional wave energy density spectrum

calculated as:                                                            function S(f,q), Te has the expression:

S  ¼  1  Xn                      (6)                                                     Z2p ZN
      n       sinðyi À xiÞ;
                                                                                                f À1Sðf ; qÞdf dq
         i¼1
                                                                                 mÀ1
         Xn                                                               Te  ¼  m0   ¼  00                       :                               (12)
              cosðyi À xiÞ;
C  ¼  1                          (7)                                                       Z2p ZN
      n  i¼1
                                                                                                   Sðf ; qÞdf dq

                                                                                           00

R  ¼     2  þ   S2  1    ;     (8)                                          Equation (12) is equivalent to the definition of the integral wave
       C                2        (9)                                      parameter Te calculated by the WAM code that was used in our
                                                                          calculations [17].
                     
bias ¼ arctan S=C ;

var  ¼   ÀÁ                     (10)                                     3.1. Wave power distribution in the Mediterranean
           1ÀR :
                                                                              Fig. 8 shows a map of the available wave power flux per unit
    Table 7 shows for each buoy the values of the computed                crest averaged over the entire 10 years simulation period in the
statistics. Since the wave direction is not well defined for calmer sea    Mediterranean. The most productive area, showing average values
states, we excluded from the analysis all the records where the
buoy Hs was less than 1 m. The agreement between the model and            Table 8
buoy direction seems satisfactory for the scope of the present study.     Average wave power flux Jmean and average annual energy flux Emean over the entire
Circular biases between 10 and 15 are found only at Catania,            simulation period at selected sites along the coast of the Mediterranean as shown in
Ortona and Mazara del Vallo buoys and the values of the circular          Fig. 8. Values were extracted from the second cell offshore.
variance of the residuals are on the lower end of the admissible
range [0,1] with the highest value found at Ancona. The main              Site Location            Lon.        Lat.         Depth Jmean  Eannual
directional characteristics of the wave climate are well described by
the model as shown in Figs. 6 and 7 where the model and buoy                                                                (m) (kW/m) (MWh/m)
frequency distribution of average wave direction are compared.
                                                                          1 Cabo de Palos (Es) À03304500 373403000 121 3.91            34.25
                                                                                                                                         95.48
                                                                          2 Menorca (Es)           4 150 000  40 40 3000  65 10.90     46.78
                                                                                                                                         56.68
                                                                          3 Cabo Creus (Es)        32601500 421903000 439 5.34         26.02
                                                                                                                                         73.93
                                                                          4 Hyères (Fr)            61101500 425301500 1476 6.47        30.70
                                                                                                                                         32.41
3. Model results and discussion                                           5 Livorno (It)           101101500 433004500 83 3.24         43.01
                                                                                                                                         62.20
                                                                          6 Ajaccio (Fr)           8 300 000  41570000 786 8.44        45.20
                                                                                                                                         19.80
    The results of the model were used to prepare wave energy             7 Napoli (It)            14703000 403004500 782 3.51         33.55
maps of the entire Mediterranean and to analyze the wave energy                                                                          35.22
availability and variability along the Italian coast. Following [30], in  8 Crotone (It)           171804500 39004500 615 3.70         46.43
deep water, the available energy flux per unit crest can be                                                                               57.73
expressed as:                                                             9 Kefallonia (Gr)        20150000 38120000 1512 4.91         49.76
                                                                                                                                         81.03
                                                                          10 Ag. Gramvousa (Gr) 233304500 35420000 374 7.10            90.49
                                                                                                                                         45.11
                                                                          11 Skyros (Gr)           24450000 384903000 269 5.16

                                                                          12 Gelydonia Burnu (Tr) 302601500 36801500 444 2.26

                                                                          13 Peyia (Cy)            321101500 345301500 1290 3.83

      rg2                                                                 14 Haifa (Il)            344804500 324504500 252 4.02
      64p
J  ¼         Te  Hs2             (11)                                     15 Ras El-Kanayis (Eg) 275203000 311903000 420 5.30

                                                                          16 Ras Al Hilal (Ly)     233304500 35420000 374 6.59

                                                                          17 Misrata (Ly)          151101500 323004500 161 5.68

where J is the energy flux in Watt per meter of wave crest, g is the       18 Ras Angela (Tn)       94101500 37270000 250 9.25

gravity acceleration, r the sea water density assumed to be               19 Cap Bougaouni (Dz) 62601500 37120000 2354 10.33
r ¼ 1025 kg/m3, Hs the significant wave height and Te the wave
                                                                          20 Orano (Dz)            À02203000 36004500 1428 5.15
   1   2   3   4   5   6   7   8   9   10   11