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



            fuel and energy use for different types of main engine   Eastern Australian Current, which has a broad southward
            (e.g., slow/medium/high-speed diesel and gas/steam   flow between Brisbane and the Bass Strait, and the current
            turbine), auxiliary engines, and boilers and subsequently   in the north of the Bass Strait, which has a general eastward
            uses fuel-based emission factors (g/kg fuel) to estimate air   flow. The speeds and directions of these currents vary
            pollutant and GHG emissions (CO , CH , and N O).   by location. 18,19  The distance-weighted average current
                                        2   4     2
              MTEM typically uses detailed information on ship   speed  for  travel  between  Brisbane  and  Melbourne  was
            movements from high-resolution terrestrial or satellite   estimated to be 0.32 m/s (0.62 knots) (or −0.32 m/s for
            Automatic Identification Systems (AIS).  For this analysis,   Melbourne to Brisbane). The Bernoulli distribution was
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            the operational inputs were simplified. The ship operation   used to allocate distance-weighted current speeds to each
            profile was defined in terms of two modes of operation:   simulation (Table S2). The ratio of the corrected (variable)
            (i) Time at berth (the vessel is moored) for cargo loading   speed (speed of vessel at sea minus speed of current) to the
            or unloading, and (ii) in-transit cruising conditions. Two   speed of vessel at sea was, then, used to correct the travel
            other modes of operation were excluded: (i) maneuvering,   distance.
            which typically occurs over short periods, and (ii) at   The maximum cargo-carrying capacity was estimated
            anchor, which has similar emissions behavior to being   to be 80% of DWT for both bulk carriers and containers.
            at berth (excluding the impacts of cold ironing). These   The  average  payload  was assumed to vary  between 50%
            exclusions would not have materially affected the results.  and 70% of maximum capacity, given that bulk carriers can
              The  Australian  Maritime  Safety  Authority  (AMSA)   regularly have empty back-hauls (U: 0.50, 0.70). 8,20,21  For
            recently surveyed ship operations in Australian waters.   container ships, a higher cargo utilization was assumed,
            Analysis of the survey data found that the average time   with the average payload varying between 60% and 80% of
            spent at berth was 33 h, with a 95% confidence interval   maximum capacity (U: 0.60, 0.80).
            (CI) of 28 – 39  h.  Time spent at berth was therefore   The shipping sector relies heavily on fossil fuels, and
                            4
            approximated using a normal distribution, truncated at 28   establishing a successful decarbonization pathway for the
            and 39 h (normal distribution N: 33, 3).           sector has proven difficult. For future years, improvements
              For transit conditions, a plausible range of speeds   in energy efficiency (or emission intensity in CO -e/tkm)
                                                                                                      2
            was used to simplify the analysis, rather than a detailed   for bulk carriers and container ships were derived from
            analysis of AIS data. The service speed was taken as the   a study by the International Maritime Organization
                                                                     22
            maximum plausible speed. Service speed is defined as   (IMO).  IMO considered improvements between 2018
            the speed a vessel can maintain at sea in normal weather   and 2050 under a business-as-usual scenario with modest
            conditions and at normal service draught. “Slow steaming”   economic growth. The projections took into account
            is increasingly applied in less time-sensitive shipping   changes in fleet composition, the impacts of existing
            operations (particularly for larger vessels) to save on fuel   regulations  for energy efficiency (fleet renewal, with
            costs. In practice, slow-steaming vessels typically have a   more efficient ship designs) and fuel, as well as market-
            reduction in speed. For container ship, this changes from   driven impacts. Based on the IMO report, and the base
            around 20 – 30 knots to around 15 – 20 knots.  The   year of 2018 being close to one in this study, for both bulk
                                                    5,17
            service speeds for bulk carriers are usually lower (around   carriers and container ships the fleet average emission
            15 knots). In this analysis, operational speeds were,   intensity would decrease by 15% in 2030 (U: 0.80 – 0.90),
            therefore, defined as uniform distributions, with a minima   and by 25% in 2050 (U: 0.70 – 0.80), relative to 2019.
            of 10 knots for bulk carriers and 15 knots for container   An update of the IMO GHG strategy in 2023  defined
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            ships, and maxima as the vessel-specific service speeds   more ambitious targets than previous ones from 2018,
            (ν ) (uniform distribution U: 10/15, ν ).          including a target of net-zero emissions by 2050, but did
              ss                          ss
              The total route distance was required for the estimation   not set out a pathway to achieving them.
            of annual emissions. The distance was simulated as a   The uncertainty (plausible range) in the FC and GHG
            uniform distribution, with an assumed initial variability   emission factors from MTEM was based on two recent
            of  between  2,200  km  and  2,300  km  (U:  2,200,  2,300).   studies: an on-board emission testing study  and a survey
                                                                                                  24
            The impacts of ocean currents were also included in the   commissioned by AMSA.  These studies suggested that the
                                                                                   4
            simulation. In MTEM, the speed of a vessel is defined   uncertainty in fleet average emission factors for Australian
            relative to the water. Ocean currents effectively increase   ships was ±15%. The uncertainty in the TTW emission
            or decrease the total distance traveled, depending on the   factor (kg/min) estimated by MTEM was, therefore,
            direction of the vessel and the local currents. The two main   modeled as a normal distribution (N: 100%, 5%), truncated
            ocean currents that were relevant to the analysis were the   at 85% and 115%.


            Volume 1 Issue 1 (2024)                         5                                doi: 10.36922/eer.3471
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