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Explora: Environment
            and Resource                                                 WTW emissions of road, rail, sea, and air transport



            similarly modeled as an energy/emission penalty. Studies   study 1.13 for 2030 and 1.43 for 2050), giving 4,077,605
                                                                   3 (
            have shown that WTT emissions for aircraft are quite   passengers/year in 2030 and 5,160,155 passengers/year in
            variable, and depend on the carbon intensity of crude oil   2050. For freight transport, the total two-way activity for
                                                                                            59
            production, refinery configurations, and the country share   the route was estimated from ARTC  to 3,889,600 t/year
            of imported jet fuel  (e.g., transportation  distance). 49-51    in 2019 and 2030 and 6,406,400 t/year in 2050.
            These studies suggested a TTW multiplier varying from
            1.05  to  1.55,  and  a  specific  multiplier  for  Australia  of   3. Results and discussion
            1.25.  The multiplier was, therefore, defined as a normal   The emission intensity results for sea and air transport
                51
            distribution (N: 1.25 and 0.02), truncated at 1.20 and 1.30.   are presented in Sections 3.1 and 3.2, respectively. Section
            This factor was applied to the aircraft TTW emissions to   3.3 then compares the probabilistic assessment of the
            estimate WTW emissions.                            emissions performance of all transport modes. Section 3.4
              The simulation  also  accounted  for  uncertain,  but   considers the potential impacts on annual emissions of a
            probably significant, non-CO  climate effects, which were   shift of activity between modes, and Section 3.5 places the
                                   2
            specific to air transport and did not apply to land or sea   results in an international context.
            transport. These effects include the formation of contrails   3.1. Sea transport
            (condensation trails), aircraft-induced clouds (AIC),
            and ozone formation (secondary air pollutants), which,   The total TTW FC for each freight journey by sea
            on balance, appear to increase net radiative forcing (RF)   depended on a range of simulated variables (e.g., ship
            of  aircraft  GHG  emissions. 52-57   This  additional  effect  is   specifications, berth time, travel distance, speed of travel
            uncertain and depends on geographic location, altitude,   including impacts of currents, and total cargo load), each
            and time of year. However, evidence suggests that there   with its own uncertainty and variability. Figure 2 shows the
            will be an effect, and so excluding these impacts altogether   MTEM predictions for the route, normalized for distance.
            would have created unrealistic results for air  transport   The data points show the variability and uncertainty in fuel
            (i.e., the error of omission would have been larger than   use performance due to variability in operating conditions,
            the error of commission). It has therefore been assumed   as well as vessel type and vessel size. In the case of 4,500
            that additional non-CO  effects could be described with   TEU container ships, the data formed two distinct groups
                               2
            a (variable) non-CO  impact multiplier to total simulated   as a result of the sampled vessel specifications.
                            2
            CO  emissions from aircraft, which was quantified as a   The MTEM FC predictions for the route varied between
               2
            triangular distribution (T: 1.0, 2.5, and 2.0) with a mean   46 and 219 t (of fuel) for bulk carriers, and between 82 and
            value of 1.8.                                      514 t for container ships. Stationary (at berth) conditions
                                                               contributed significantly to total trip emissions: 2 – 9%
            2.7. Annualization
                                                               for bulk carriers, and 2 – 23% for container ships. Large
            In the probabilistic analysis, all distributions were   contributions from stationary operation to total trip FC
            combined.  Common  inputs  for  different  transport   occur where vessels are slow steaming and sea currents
            modes and transport units were passed on during the full   reduce overall travel distance (with lower emissions in
                          6
            simulation (n = 10 ) to ensure valid and internally consistent   transit),  whereas smaller  contributions  occur  at higher
            results. Total annual emissions were determined for each   speeds  and  vessels  moving  against  the  currents  (with
            transport unit,  taking  into account the  corresponding   higher emissions in transit). In this simulation, currents
            travel distance (discussed in the previous sections) and   reduced or increased FC by about 2 – 4% for container
            activity (this section).                           ships and 4 – 6% for bulk carriers, with larger (relative)
              It  should be noted that,  for  each  mode,  annualized   impacts being associated with lower travel speeds.
            emissions were calculated on the basis that the mode   The  WTW emission intensity distributions  for sea
            would be responsible for all the transport activity between   freight transport between Brisbane and Melbourne (or vice
            Brisbane and Melbourne (i.e., there was no distribution of   versa) are summarized in Table S5 and shown in Figure S1. As
            activity across the modes). For passenger air transport, the   noted earlier, these combine operational (TTW) emissions
            annual activity was based on statistics for air travel between   and the upstream (WTT) emissions from the production of
            the two cities.  The total two-way activity between the two   marine fuel. The average emission intensities for container
                       58
            cities was taken to be 3,608,500 passengers/year in 2019.   ships (9 – 16  g CO -e/tkm, depending on the year) were
                                                                               2
            For future years, it was assumed that growth in passenger   approximately twice as high as those for bulk carriers (4 – 8 g
            air transport aligned with the growth rate estimated   CO -e/tkm). For both types of ship, the emission intensity
                                                                  2
            for Australian passenger road vehicles in Part  I of the   approximately halved between 2019 and 2050.

            Volume 1 Issue 1 (2024)                         8                                doi: 10.36922/eer.3471
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