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Explora: Environment
            and Resource                                                         Stratification and mixed layer deepening



            temperature increase is faster, approximately 0.008°C/year,   is strongly correlated with the increase in heat (C )
                                                                                                            n
            as shown in Desbruyères et al. 34                     absorbed by the UOS. This relationship occurs directly
              The thermal energy Q’ responsible for the annual    through heat penetration and indirectly through the
                                                                                                             1
            warming of the 0 – 200 m mixed layer is approximately:  addition of melted freshwater, which alters salinity.
                                                                  This relationship is expressed as:
            Q’ ≈ 1027 × C× 200 × 3.6 × 10 × 0.008 ≈ 2.36 × 10  J  (V)
                                                   21
                                   14
                                                                 s  = s +μ(θ - θ )                       (VII)
              This value represents approximately 71.5% of the    n+1  n   n+1  n
            additional thermal energy absorbed annually by the   where  μ is a constant estimated through calibration
                                                                                 1
            oceans. Half of the remaining energy (26%, or 0.26 × 3.3×   with data from Li et al.
            10  ≈ 0.858 × 10  J) dissipates as latent heat through   •   Line 18 (added): We define L  as the global average
                           21
              21
                                                                                           n
            evaporation, while the other half offsets the cooling caused   distance during month n between the base of the
            by evaporation. This process accounts for the surface   mixed layer and the sea surface. Estimating Ln reliably
            temperature rise of 0.008°C. Consequently, the total energy   is technically challenging due to the diverse criteria
            used for surface warming is approximately 71.5% + 13% ≈   used (e.g., water pressure, temperature, salinity, or
            84.5%, while 13% escapes as latent heat to the atmosphere   specific thresholds).  However, the change in depth,
                                                                                   37
            – approximately 5  times the energy dissipated into the   defined as:
            thermocline.                                         S L  - L                               (VIII)
                                                                  n =  n  n-1
              The amount of additional water evaporated, E, can be   On the other hand, for fairly obvious mathematical
            calculated as:                                     reasons, the depth S  of the layer defined by following
                                                                                n
              E = (0.5× 0.858 × 10 )/l                 (VI)    Equation VIII depends much less on the techniques and
                               21
                                                               criteria used.
              where  l  ≈ 2470  kJ/kg is the latent heat of water at
            the  relevant  temperatures.   Substituting  values  yields   S  = S  + λ(θ -θ ) + L          (IX)
                                  31
                                                                              n
                                                                                n-1
                                                                                      >Th
                                                                       n+2
                                                                  n+3
            E ≈ 1.73 × 10  kg, or approximately 168 km  of seawater.   Here,  θ  –  θ  reflects the interaction between
                                                3
                       14
                                                                              n-1
                                                                        n
            This amount represents only a small fraction (≈0.035%) of   UOS temperature variations and the deepening of the
            the total oceanic evaporation rates, which is estimated at   thermocline and mixing layer (Section 3.6). The 3-month
            480 km³ ± 10%. 36                                  lag between S  and θ -θ  n -1 accounts for the significant
                                                                          n+3
                                                                                  n
              Table S1 summarizes the primary results obtained in   thermal inertia of ocean water. 31,38  The constant  λ is
                                                                                                             2
            this section.                                      estimated through calibration with data from Sallée et al.
                                                               L  denotes additional deepening (L) caused by thermal
                                                                >Th
            3.5. Modeling the deepening of the mixed layer     energy inputs exceeding a certain threshold Th, driven by
            Table S2 summarizes the relationships used by the Z.3   violent winds.
            model, which is employed to simulate the deepening of the   3.6. The Z.3 model: Confidence intervals and
            mixed layer. Most of the relationships remain unchanged   simulations
            from the Z.2 model,  which previously enabled simulations
                            8
            of changes in atmospheric temperature, the UOS, and   Using a sample of 250 simulations from the Z.3 model, we
            oceanic cloud cover. Compared to the Z.2 model, only line   determined point estimates (μ  and σ ) for the means (μ)
                                                                                             e
                                                                                       e
            9 has been modified, and one new line (line 18) has been   and standard deviations (σ) of monthly changes in S , s ,
                                                                                                            n
                                                                                                          n
            added.                                             t , θ , and cl  over the period 1955 – 2095. After verifying
                                                                         n
                                                               n
                                                                  n
                                                               normality, these estimates allowed us to calculate95%
              Consequently, lines 1 – 8 and 10 – 17 are identical   confidence intervals. Table S3 summarizes the results.
                              8
            to those in the table,  which outlines the relationships
            underlying  the  Z.2 model. Their  detailed explanations,   Figures 6-9 illustrate Z.3 model simulations for:
            primarily derived from Zeltz,  and supplementary   •   Deepening (S ) in meters (Figure 6)
                                       7,8
                                                                             n
            information provided in Table S2, are discussed in Zeltz,    •   Stratification (s ) in percentage (Figure 7)
                                                          7
                                                                               n
                                                          8
            except for lines 6  and 6 , which are explained in Zeltz.    •   Temperature anomalies (t  and θ ) in °C (Figure 8),
                                b
                          a
                                                                                       n
                                                                                              n
            The constants employed in the model have been calibrated   and
            using observational data, incorporating the ratios   •   Oceanic cloudiness (cl ) in percentage (Figure 9).
                                                                                    n
            determined in Section 3.4.
                                                                 Each figure includes the following components:
              The modifications and additions are described below:  •   A simulation curve of the variable,
            •   Line 9 (modified): The growth of stratification (s )   •   Two extreme curves delimiting the 95% confidence
                                                         n
            Volume 1 Issue 1 (2024)                         8                                doi: 10.36922/eer.4578
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