Estimation of Air Emissions Externalities Due to Shipping: Analytical Methodological Framework
Abstract
:1. Introduction
1.1. The Concept of External Costs
1.2. Air Emission Costs
2. Methodological Framework
2.1. External Costs Estimation Methodologies
2.2. First-Level Calculation—Air Emissions Estimation Methodology
2.2.1. Ship Calls
2.2.2. Fuel and Energy Consumption
2.2.3. Air Emissions
2.3. Second-Level Calculation—Cost Factors—Total External Costs Estimation
2.4. EU Emission Trading Scheme (ETS)
3. Results
4. Discussion and Conclusions
- ▪
- For Souda, about +25.5% to all transportation categories: EUR +8.13 for passengers, EUR +10.07 for vehicles and EUR +56.06 for cargo vehicles
- ▪
- For Heraklion, about +26.6 to +27% to all transportation categories: EUR +7.02 for passengers, EUR +11.31 for vehicles and EUR +68.91 for cargo vehicles.
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Eurostat. Maritime Passenger Statistics. 2021. Available online: https://ec.europa.eu/eurostat/statistics-explained/index.php?title=Maritime_passenger_statistics&oldid=550549#Most_EU_seaborne_passenger_transport_is_within_national_borders (accessed on 26 March 2022).
- ESPO. ESPO Environmental Report 2021. 2021. Available online: https://www.espo.be/media/ESP-2844 (Sustainability Report 2021) FINAL.pdf (accessed on 11 March 2022).
- Hellenic Statistical Authority. Urban Population in Greece. 2022. Available online: http://www.statistics.gr/documents/20181/1204266/resident_population_urban_census2011.xls (accessed on 20 February 2022).
- Perdiguero, J.; Sanz, A. Cruise activity and pollution: The case of Barcelona. Transp. Res. Part D Transp. Environ. 2020, 78, 102181. [Google Scholar] [CrossRef]
- European Environment Agency. Air Quality in Europe. 2019. Available online: https://www.eea.europa.eu/publications/air-quality-in-europe-2019 (accessed on 22 February 2022).
- European Commission, Directorate-General for Mobility and Transport; Essen, H.; Fiorello, D.; El Beyrouty, K.; Bieler, C.; van Wijngaarden, L.; Schroten, A.; Parolin, R.; Brambilla, M.; Sutter, D.; et al. Handbook on the External Costs of Transport: Version 2019–1.1; Publications Office of the European Union: Rue Mercier, Luxembourg, 2020. [Google Scholar]
- Ramalho, M.M.; Santos, T.A. The impact of the internalization of external costs in the competitiveness of short sea shipping. J. Mar. Sci. Eng. 2021, 9, 959. [Google Scholar] [CrossRef]
- European Commission. The European Green Deal. 2019. Available online: https://eur-lex.europa.eu/resource.html?uri=cellar:b828d165-1c22-11ea-8c1f-01aa75ed71a1.0022.02/DOC_1&format=PDF (accessed on 10 May 2022).
- Hofbauer, F.; Putz, L.M. External costs in inland waterway transport: An analysis of external cost categories and calculation methods. Sustainability 2020, 12, 5874. [Google Scholar] [CrossRef]
- Amann, M.; Wagner, F. A Flexibility Mechanism for Complying with National Emission Ceilings for Air Pollutants. 2014. Available online: http://pure.iiasa.ac.at/id/eprint/11149/1/XO-14-076.pdf (accessed on 10 May 2022).
- Maragkogianni, A. Combined Methodology for the Quantification of Emissions of Gaseous Pollutants by Cruise Ships. Estimation of Induced Social Costs and Evaluation of the Environmental Performance of Ports. Ph.D. Thesis, Technical University of Crete, Chania, Greece, 2017. [Google Scholar]
- Maragkogianni, A.; Papaefthimiou, S. Evaluating the social cost of cruise ships air emissions in major ports of Greece. Transp. Res. Part D Transp. Environ. 2015, 36, 10–17. [Google Scholar] [CrossRef]
- Moreno-Gutiérrez, J.; Calderay, F.; Saborido, N.; Boile, M.; Valero, R.R.; Durán-Grados, V. Methodologies for estimating shipping emissions and energy consumption: A comparative analysis of current methods. Energy 2015, 86, 603–616. [Google Scholar] [CrossRef]
- Moreno-Gutiérrez, J.; Pájaro-Velázquez, E.; Amado-Sánchez, Y.; Rodríguez-Moreno, R.; Calderay-Cayetano, F.; Durán-Grados, V. Comparative analysis between different methods for calculating on-board ship’s emissions and energy consumption based on operational data. Sci. Total Environ. 2019, 650, 575–584. [Google Scholar] [CrossRef] [PubMed]
- Trozzi, C.; de Lauretis, R. EMEP/EEA Air Pollution Emission Inventory Guidebook 2019; European Environmental Agency. 2019. Available online: https://www.eea.europa.eu/publications/emep-eea-guidebook-2019/part-b-sectoral-guidance-chapters/1-energy/1-a-combustion/1-a-3-d-navigation (accessed on 20 January 2022).
- Doundoulakis, E.; Papaefthimiou, S. A comparative methodological approach for the calculation of ships air emissions and fuel-energy consumption in two major Greek ports. Marit. Policy Manag. 2021, 86. [Google Scholar] [CrossRef]
- Papaefthimiou, S.; Sitzimis, I.; Andriosopoulos, K. A methodological approach for environmental characterization of ports. Marit. Policy Manag. 2017, 44, 81–93. [Google Scholar] [CrossRef]
- Hellenic Ports Association. Greekcruise.gr. Hellenic Ports Association. 2022. Available online: http://www.greekcruise.gr/index.php/routes (accessed on 31 March 2022).
- MedCruise. Cruise Activities in MedCruise Ports-Statistics 2019. 2019. Available online: https://www.medcruise.com/wp-content/uploads/2020/09/0-MEDCRUISE-STATISTICS-2019-FINAL-v22.pdf (accessed on 22 February 2022).
- Third IMO GHG Study. Third IMO GHG Study 2015. 2014. Available online: https://wwwcdn.imo.org/localresources/en/OurWork/Environment/Documents/Third Greenhouse Gas Study/GHG3 Executive Summary and Report.pdf (accessed on 15 January 2022).
- Fourth IMO GHG Study. Fourth IMO GHG Study 2020. 2020. Available online: https://wwwcdn.imo.org/localresources/en/MediaCentre/Documents/Fourth IMO GHG Study 2020 Executive Summary.pdf (accessed on 20 January 2022).
- European Commission. Integrating Maritime Transport Emissions in the EU’s Greenhouse Gas Reduction Policies. 2013. Available online: https://ec.europa.eu/clima/sites/clima/files/transport/shipping/docs/com_2013_479_en.pdf (accessed on 1 February 2022).
- EEX. European Energy Exchange. 2022. Available online: https://www.eex.com/en/ (accessed on 28 March 2022).
- OECD. Effective Carbon Rates on Energy. 2016. Available online: https://www.oecd.org/tax/tax-policy/effective-carbon-rates-on-energy.pdf (accessed on 1 February 2022).
- EEX. EEX Auction Market. 2022. Available online: https://www.eex.com/en/market-data/environmental-markets/auction-market (accessed on 31 March 2022).
Souda | Heraklion | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Year | Passengers | Vehicles | Cargo | Passengers | Vehicles | Cargo | ||||||
2017 | 379,553 | 60,457 | 26,530 | 523,448 | 77,637 | 59,804 | ||||||
2018 | 439,043 | +15.7 | 69,287 | +14.6 | 30,067 | +13.3 | 500,163 | −4.4 | 76,490 | −1.5 | 59,138 | −1.1 |
2019 | 463,669 | +5.6 | 78,669 | +13.5 | 33,431 | +11.2 | 550,590 | +10.1 | 86,530 | +13.1 | 57,607 | −2.6 |
2020 | 224,707 | −51.5 | 47,503 | −39.6 | 29,150 | −12.8 | 271,103 | −50.8 | 53,744 | −37.9 | 54,309 | −5.7 |
2021 | 269,259 | −41.9 | 65,922 | −16.2 | 33,009 | −1.3 | 311,596 | −43.4 | 71,591 | −17.3 | 62,237 | +8.0 |
Sector | Year | Port | Ship Calls | Port Stay per Ship Call (h) | Total Fuel (t) | Total Energy (kWh) | Fuel per Ship Call (t) | Energy per Ship Call (kWh) |
---|---|---|---|---|---|---|---|---|
Cruise | 2017 | Souda | 89 | 9:59 | 1239.250 | 6,616,670.7 | 13.924 | 74,344.6 |
Heraklion | 129 | 8:03 | 1594.064 | 8,445,920.1 | 12.357 | 65,472.2 | ||
2018 | Souda | 80 | 10:13 | 1431.407 | 7,478,354.7 | 17.893 | 93,479.4 | |
Heraklion | 188 | 9:10 | 2557.107 | 13,300,590.1 | 13.602 | 70,747.8 | ||
2019 | Souda | 148 | 9:07 | 1877.984 | 9,813,756.1 | 12.689 | 66,309.2 | |
Heraklion | 204 | 10:26 | 2619.560 | 13,675,825.8 | 12.841 | 67,038.4 | ||
2020 | Souda | 0 | - | - | - | - | - | |
Heraklion | 19 | 15:06 | 470.068 | 2,533,515.7 | 24.740 | 133,342.9 | ||
2021 | Souda | 70 | 10:26 | 1080.044 | 5,673,167.6 | 15.429 | 81,045.3 | |
Heraklion | 116 | 15:14 | 2291.526 | 12,427,257.7 | 19.755 | 107,131.5 | ||
Passenger ferries | 2017 | Souda | 382 | 12:33 | 3163.416 | 15,232,445.3 | 8.281 | 39,875.5 |
Heraklion | 690 | 14:20 | 11,785.039 | 61,426,194.3 | 17.080 | 89,023.5 | ||
2018 | Souda | 536 | 13:22 | 3725.798 | 18,218,715.2 | 6.951 | 33,990.1 | |
Heraklion | 731 | 12:33 | 11,671.577 | 60,686,025.0 | 15.967 | 83,017.8 | ||
2019 | Souda | 709 | 9:06 | 7628.536 | 38,208,089.7 | 10.760 | 53,890.1 | |
Heraklion | 745 | 10:06 | 11,318.339 | 58,434,802.8 | 15.192 | 78,436.0 | ||
2020 | Souda | 677 | 9:38 | 6896.137 | 35,118,325.9 | 10.186 | 51,873.5 | |
Heraklion | 722 | 10:50 | 11,882.128 | 61,726,969.4 | 16.457 | 85,494.4 | ||
2021 | Souda | 683 | 10:52 | 7804.122 | 40,001,254.7 | 11.426 | 58,567.0 | |
Heraklion | 707 | 11:47 | 12,237.923 | 63,667,330.9 | 17.310 | 90,052.8 |
Sector | Year | Port | Ship calls | CO2 (t) | SOX (t) | NOX (t) | PM2.5 (t) | PM10 (t) |
---|---|---|---|---|---|---|---|---|
Cruise | 2017 | Souda | 89 | 3965.619 | 20.029 | 71.376 | 3.873 | 0.337 |
Heraklion | 129 | 5100.533 | 21.942 | 99.770 | 4.446 | 0.387 | ||
2018 | Souda | 80 | 4581.057 | 19.504 | 80.448 | 3.763 | 0.327 | |
Heraklion | 188 | 8184.408 | 25.472 | 161.019 | 5.775 | 0.502 | ||
2019 | Souda | 148 | 6005.236 | 29.397 | 112.526 | 5.460 | 0.475 | |
Heraklion | 204 | 8384.526 | 26.239 | 157.995 | 5.603 | 0.487 | ||
2020 | Souda | 0 | - | - | - | - | - | |
Heraklion | 19 | 1493.066 | 0.478 | 13.085 | 0.509 | 0.044 | ||
2021 | Souda | 70 | 3430.522 | 1.098 | 40.197 | 1.215 | 0.106 | |
Heraklion | 116 | 7278.528 | 2.350 | 95.801 | 2.700 | 0.235 | ||
Passenger Ferries | 2017 | Souda | 382 | 10,070.270 | 30.501 | 185.018 | 5.833 | 0.507 |
Heraklion | 690 | 37,674.482 | 284.899 | 670.167 | 50.652 | 4.405 | ||
2018 | Souda | 536 | 11,838.131 | 52.079 | 215.637 | 9.413 | 0.819 | |
Heraklion | 731 | 37,257.655 | 287.396 | 661.509 | 50.700 | 4.409 | ||
2019 | Souda | 709 | 24,296.325 | 155.804 | 427.945 | 27.509 | 2.392 | |
Heraklion | 745 | 36,035.107 | 275.153 | 637.946 | 48.201 | 4.191 | ||
2020 | Souda | 677 | 21,967.771 | 14.162 | 391.039 | 9.591 | 0.834 | |
Heraklion | 722 | 37,872.275 | 18.993 | 671.593 | 16.522 | 1.437 | ||
2021 | Souda | 683 | 24,882.451 | 14.847 | 444.048 | 10.908 | 0.949 | |
Heraklion | 707 | 39,019.071 | 17.709 | 692.375 | 16.718 | 1.454 |
Year | HICP | SO2 | NOX (City) | NOX (Rural) | PM2.5 (Metropole) | PM2.5 (City) | PM2.5 (Rural) | PM10 (Average) |
---|---|---|---|---|---|---|---|---|
2016(base) | 100.02 | 5.90 | 5.10 | 3.10 | 267.00 | 86.00 | 33.00 | 8.50 |
2017 | 100.15 | 5.91 | 5.11 | 3.10 | 267.35 | 86.11 | 33.04 | 8.51 |
2018 | 100.94 | 5.95 | 5.15 | 3.13 | 269.46 | 86.79 | 33.30 | 8.58 |
2019 | 102.46 | 6.04 | 5.22 | 3.18 | 273.51 | 88.10 | 33.81 | 8.71 |
2020 | 101.17 | 5.97 | 5.16 | 3.14 | 270.07 | 86.99 | 33.38 | 8.60 |
2021 | 101.75 | 6.00 | 5.19 | 3.15 | 271.62 | 87.49 | 33.57 | 8.65 |
Year | Min (€/tCO2) | Max (€/tCO2) | Average (€/tCO2) | Variation from Previous Year (%) | Variation from 2017 (%) |
---|---|---|---|---|---|
2017 | 4.30 | 7.87 | 5.58 | ||
2018 | 7.65 | 24.86 | 14.99 | 168.6 | |
2019 | 18.33 | 29.42 | 24.58 | 64.0 | 340.5 |
2020 | 14.47 | 30.93 | 24.48 | −0.4 | 338.7 |
2021 | 32.61 | 87.48 | 54.10 | 121.0 | 869.5 |
(a) | |||||||||
---|---|---|---|---|---|---|---|---|---|
Year | Port | Ship Calls | CO2 (€) | SOX (€) | NOX (€) | PM2.5 (€) | PM10 (€) | Total (€) | Externalities per Ship Call (€) |
2017 | Souda | 89 | 22,128.15 | 118,369.90 | 364,733.01 | 333,481.46 | 2865.83 | 841,578.35 | 9455.94 |
Heraklion | 129 | 28,460.98 | 129,676.67 | 509,823.88 | 382,819.91 | 3289.82 | 1,054,071.26 | 8171.10 | |
2018 | Souda | 80 | 68,670.04 | 116,048.24 | 414,308.20 | 326,579.29 | 2807.43 | 928,413.19 | 11,605.16 |
Heraklion | 188 | 122,684.28 | 151,557.98 | 829,246.10 | 501,255.48 | 4309.02 | 1,609,052.87 | 8558.79 | |
2019 | Souda | 148 | 147,608.71 | 177,559.80 | 587,383.39 | 481,044.66 | 4135.52 | 1,397,732.08 | 9444.14 |
Heraklion | 204 | 206,091.65 | 158,485.30 | 824,735.95 | 493,608.37 | 4243.53 | 1,687,164.80 | 8270.42 | |
2020 | Souda | 0 | - | - | - | - | - | - | - |
Heraklion | 19 | 36,550.26 | 2852.98 | 67,517.90 | 44,299.72 | 380.83 | 151,601.68 | 7979.04 | |
2021 | Souda | 70 | 185,591.22 | 6588.04 | 208,622.98 | 106,288.12 | 913.79 | 508,004.14 | 7257.20 |
Heraklion | 116 | 393,768.38 | 14,101.34 | 497,205.97 | 236,237.65 | 2031.00 | 1,143,344.34 | 9856.42 | |
(b) | |||||||||
Year | Port | Ship Calls | CO2 (€) | SOX (€) | NOX (€) | PM2.5 (€) | PM10 (€) | Total (€) | Externalities per Ship Call (€) |
2017 | Souda | 382 | 56,192.11 | 180,261.68 | 945,440.72 | 502,320.85 | 4316.77 | 1,688,532.13 | 4420.24 |
Heraklion | 690 | 210,223.61 | 1,683,750.39 | 3,424,553.70 | 4,361,635.10 | 37,482.41 | 9,717,645.20 | 14,083.54 | |
2018 | Souda | 536 | 177,453.58 | 309,871.90 | 1,110,530.98 | 816,949.37 | 7022.87 | 2,421,828.70 | 4518.34 |
Heraklion | 731 | 558,492.25 | 1,710,003.49 | 3,406,769.74 | 4,400,244.95 | 37,826.54 | 10,113,336.98 | 13,834.93 | |
2019 | Souda | 709 | 597,203.67 | 941,058.00 | 2,233,870.96 | 2,423,568.90 | 20,835.30 | 6,216,536.84 | 8768.04 |
Heraklion | 745 | 885,742.94 | 1,661,924.97 | 3,330,075.83 | 4,246,471.25 | 36,506.70 | 10,160,721.69 | 13,638.55 | |
2020 | Souda | 677 | 537,771.02 | 84,548.36 | 2,017,762.39 | 834,327.89 | 7172.46 | 3,481,582.12 | 5142.66 |
Heraklion | 722 | 927,113.29 | 113,388.98 | 3,465,418.71 | 1,437,278.01 | 12,355.83 | 5,955,554.82 | 8248.69 | |
2021 | Souda | 683 | 1,346,140.60 | 89,081.16 | 2,304,611.58 | 954,338.26 | 8204.69 | 4,702,376.29 | 6884.88 |
Heraklion | 707 | 2,110,931.74 | 106,254.73 | 3,593,428.12 | 1,462,692.28 | 12,575.14 | 7,285,882.01 | 10,305.35 |
Year | Port | Ship Calls | Total Revenue (EUR) | Revenue per Ship Call (EUR) | Total Externalities (EUR) | Externalities per Ship Call (EUR) | Externalities/ Income (%) |
---|---|---|---|---|---|---|---|
2017 | Souda | 382 | 18,854,631.91 | 49,357.68 | 1,688,532.13 | 4420.24 | 9.0% |
Heraklion | 690 | 31,941,528.12 | 46,292.07 | 9,717,645.20 | 14,083.54 | 30.4% | |
2018 | Souda | 536 | 20,486,784.86 | 38,221.61 | 2,421,828.70 | 4518.34 | 11.8% |
Heraklion | 731 | 30,643,770.70 | 41,920.34 | 10,113,336.98 | 13,834.93 | 33.0% | |
2019 | Souda | 709 | 22,363,264.02 | 31,541.98 | 6,216,536.84 | 8768.04 | 27.8% |
Heraklion | 745 | 29,908,545.52 | 40,145.70 | 10,160,721.69 | 13,638.55 | 34.0% | |
2020 | Souda | 677 | 14,940,490.81 | 22,068.67 | 3,481,582.12 | 5142.66 | 23.3% |
Heraklion | 722 | 22,654,566.23 | 31,377.52 | 5,955,554.82 | 8248.69 | 26.3% | |
2021 | Souda | 683 | 18,415,386.68 | 26,962.50 | 4,702,376.29 | 6884.88 | 25.5% |
Heraklion | 707 | 27,361,421.93 | 38,700.74 | 7,285,882.01 | 10,305.35 | 26.6% |
Year | Port | Passengers % | Vehicles % | Cargo Vehicles % |
---|---|---|---|---|
2017 | Souda | 54.2% | 14.7% | 31.1% |
Heraklion | 42.0% | 11.1% | 46.9% | |
2018 | Souda | 56.9% | 14.2% | 28.9% |
Heraklion | 40.7% | 11.0% | 48.3% | |
2019 | Souda | 56.3% | 12.7% | 31.0% |
Heraklion | 39.6% | 11.2% | 49.2% | |
2020 | Souda | 45.2% | 12.3% | 42.5% |
Heraklion | 28.9% | 9.7% | 61.4% | |
2021 | Souda | 46.5% | 14.1% | 39.3% |
Heraklion | 30.0% | 11.1% | 58.9% |
Year | Port | Passengers EUR | Vehicles EUR | Cargo Vehicles EUR |
---|---|---|---|---|
2017 | Souda | 914,974.03 | 248,452.75 | 525,105.35 |
Heraklion | 4,077,030.88 | 1,082,065.49 | 4,558,548.83 | |
2018 | Souda | 1,379,052.53 | 343,807.97 | 698,968.21 |
Heraklion | 4,116,792.29 | 1,114,360.19 | 4,882,184.49 | |
2019 | Souda | 3,499,181.43 | 789,317.74 | 1,928,037.67 |
Heraklion | 4,024,674.45 | 1,134,300.26 | 5,001,746.98 | |
2020 | Souda | 1,572,985.68 | 428,022.32 | 1,480,574.11 |
Heraklion | 1,718,974.43 | 579,360.60 | 3,657,219.80 | |
2021 | Souda | 2,188,378.56 | 663,637.69 | 1,850,360.03 |
Heraklion | 2,187,078.84 | 809,982.08 | 4,288,821.08 |
(a) | |||
---|---|---|---|
Year | Passengers EUR | Vehicles EUR | Cargo Vehicles EUR |
2017 | 2.41 | 4.11 | 19.79 |
2018 | 3.14 | 4.96 | 23.25 |
2019 | 7.55 | 10.03 | 57.67 |
2020 | 7.00 | 9.01 | 50.79 |
2021 | 8.13 | 10.07 | 56.06 |
(b) | |||
Year | Passengers EUR | Vehicles EUR | Cargo Vehicles EUR |
2017 | 7.79 | 13.94 | 76.22 |
2018 | 8.23 | 14.57 | 82.56 |
2019 | 7.31 | 13.11 | 86.83 |
2020 | 6.34 | 10.78 | 67.34 |
2021 | 7.02 | 11.31 | 68.91 |
Year | Port | Passengers | Vehicles | Cargo Vehicles |
---|---|---|---|---|
2017 | Souda-Chania | 9.1% | 9.1% | 9.0% |
Heraklion | 30.7% | 31.2% | 30.4% | |
2018 | Souda-Chania | 11.8% | 11.7% | 11.7% |
Heraklion | 33.5% | 34.0% | 33.0% | |
2019 | Souda-Chania | 28.0% | 27.7% | 27.9% |
Heraklion | 34.2% | 33.9% | 34.0% | |
2020 | Souda-Chania | 23.5% | 23.3% | 23.2% |
Heraklion | 26.8% | 26.6% | 26.3% | |
2021 | Souda-Chania | 25.5% | 25.4% | 25.6% |
Heraklion | 27.1% | 26.9% | 26.6% |
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. |
© 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Doundoulakis, E.; Papaefthimiou, S. Estimation of Air Emissions Externalities Due to Shipping: Analytical Methodological Framework. Climate 2022, 10, 100. https://doi.org/10.3390/cli10070100
Doundoulakis E, Papaefthimiou S. Estimation of Air Emissions Externalities Due to Shipping: Analytical Methodological Framework. Climate. 2022; 10(7):100. https://doi.org/10.3390/cli10070100
Chicago/Turabian StyleDoundoulakis, Emmanouil, and Spiros Papaefthimiou. 2022. "Estimation of Air Emissions Externalities Due to Shipping: Analytical Methodological Framework" Climate 10, no. 7: 100. https://doi.org/10.3390/cli10070100
APA StyleDoundoulakis, E., & Papaefthimiou, S. (2022). Estimation of Air Emissions Externalities Due to Shipping: Analytical Methodological Framework. Climate, 10(7), 100. https://doi.org/10.3390/cli10070100