Ranking Port Criticality Under Climate Change: An Assessment of Greece
Abstract
1. Introduction
2. Methodology
2.1. The Framework
2.2. Data Collation and Database
2.3. Port Exposure to Rising Sea Levels and Extreme Temperatures
2.4. Ranking Port Criticality Through Multicriteria Analysis
2.4.1. AHP Implementation
2.4.2. TOPSIS Implementation
2.4.3. PROMETHEE II Implementation
3. Results
3.1. SWOT Analysis and Selection of Indicators
3.2. Socio-Economic Indicators
3.3. Port Exposure to Climatic Factors
3.3.1. Rising Sea Level Exposure
3.3.2. Heat Exposure
3.4. Port Criticality Ranking
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
| AHP | Analytic Hierarchy Process |
| ANP | Analytical Network Procedure |
| CORDEX | Coordinated Regional Downscaling Experiment |
| CORPAS | Complex Proportional Assessment |
| CR | Consistency Ratio |
| CRI | Criticality Index |
| CV & C | Climate Variability and Change |
| CVIs | Coastal Vulnerability Indexes |
| DEA | Data Envelopment Analysis |
| DEM | Digital Elevation Model |
| DRR | Disaster Risk Reduction |
| EI | Exposure Index |
| EIA | Environmental Impact Assessment |
| ELECTRE | Elimination and Choice Translating Reality |
| ESLs | Extreme Sea Levels |
| GHSL | Global Human Settlement Layer |
| GP | Goal Programming |
| LC/LU | Land Cover/Land Use |
| LSO | Large Scale Orthophoto |
| MAUT | Multi-Attribute Utility Theory |
| MCDM | Multi-Criteria Decision-Making |
| MOORA | Multi-objective Optimization on the basis of Ratio Analysis |
| PAs | Port Authorities |
| PROMYTHEE II | Preference Ranking Organization Method for Enrichment Evaluations |
| PVIs | Port Vulnerability Indexes |
| RCPs | Representative Concentration Pathways |
| RSLR | Relative Sea Level Rise |
| RVIs | Resilience Vulnerability Indexes |
| SDGs | Sustainable Development Goals |
| SEI | Socio-Economic Index |
| SFDRR | Sendai Framework for Disaster Risk Reduction |
| SMART | Simple Multi-Attribute Rating Technique |
| SURE | Simulated Uncertainty Range Evaluations |
| SWARA | Step-Wise Weight Assessment Ratio Analysis |
| SWOT | Strengths-Weaknesses-Opportunities-Threats |
| TOPSIS | Technique for Order of Preference by Similarity to Ideal Solution |
| UNFCCC | United Nations Framework Convention on Climate Change |
| VIKOR | VlseKriterijumska Optimizacija I Kompromisno Resenje |
| WPM | Weighed Product Model |
| WSM/SAW | Weighed Sum Model/Simple Addictive Weighting |
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| Indicators | Description | Type of Data/Effect |
|---|---|---|
| 1. Port area (m2) | Calculated from digitized polygons derived from the Coastal Zone Land Cover Dataset of the Copernicus Land Monitoring Service, with manual corrections where necessary | Quantitative/Beneficial 1 |
| 2. Population | Defined as the permanent inhabitants within a 500 m radius from the port; (3) the length of road network, i.e., the total length of roads within a 1000 m radius around the port | Quantitative/Beneficial |
| 3. Road network length | The total length of roads within a 1000 m radius around the port | Quantitative/Beneficial |
| 4. Passenger throughput | Based on the number of boardings/disembarkations | Quantitative/Beneficial |
| 5. Port connectivity | Expressed as the number of domestic and international maritime connections | Quantitative/Beneficial |
| 6. Urban development | Measured as the building density behind the port, expressed as a percentage of the area of a 100 m buffer zone | Quantitative/Beneficial |
| 7. Redundancy | Reflects the dependence of an area on a single port, with higher values assigned to well-connected mainland ports and lower values assigned to island ports with limited alternatives (port grading scheme: mainland Greece = 5, islands with 5–6 ports = 4, medium-sized islands with >3 ports = 3, islands with 2 ports = 2, islands with 1 port = 1) | Qualitative/non-Beneficial 2 |
| 8. Flood exposure | The available freeboard threshold, derived from the comparison of quay elevation with the projected relative sea-level rise (RSLR) | Quantitative/Beneficial |
| 9. Deadly heat exposure | Calculated as the number of days when the combined effects of temperature and relative humidity are projected to exceed thresholds creating hazardous/lethal conditions for port personnel/passengers | Quantitative/Beneficial |
| 10. Heat risk to infrastructure | Defined as the number of days when extreme temperatures surpass thresholds, affecting operational functionality, safety and port infrastructure resilience | Quantitative/Beneficial |
| Number (and Percentage) of Ports | |||||||
|---|---|---|---|---|---|---|---|
| Sea-Level Rise | Freeboard (Based on the Max. Quay Elevation) | ||||||
| Year | RCP | (m) | <1.5 m | <0.5 m | <0.15 m | <0 m | |
| RSLR | Baseline | 0 | 63 (46%) | 2 (1%) | 0 | 0 | |
| 2050 | 4.5 | 0.13–0.15 | 94 (69%) | 4 (3%) | 1 (0.7%) | 0 | |
| 8.5 | 0.17–0.21 | 94 (69%) | 4 (3%) | 1 (0.7%) | 0 | ||
| 2100 | 4.5 | 0.46–0.53 | 121 (89%) | 26 (19%) | 4 (3%) | 2 (1.5%) | |
| 8.5 | 0.74–0.84 | 129 (95%) | 52 (38%) | 19 (14%) | 7 (5%) | ||
| ESL100 | Baseline | 0.42–0.81 | 125 (92%) | 29 (21%) | 7 (5%) | 3 (2%) | |
| 2050 | 4.5 | 0.55–0.92 | 129 (95%) | 36 (26%) | 13 (10%) | 7 (5%) | |
| 8.5 | 0.60–0.99 | 129 (95%) | 45 (33%) | 16 (12%) | 9 (7%) | ||
| 2100 | 4.5 | 0.86–1.35 | 133 (98%) | 80 (59%) | 38 (28%) | 28 (21%) | |
| 8.5 | 1.16–1.56 | 134 (99%) | 108 (79%) | 67 (49%) | 56 (41%) | ||
| Number (and Percentage) of Ports | |||||||
| Average Days per Year of Deadly Heat | |||||||
| Year | RCP | Tmean (°C) | RH | >5 | >10 | >30 | >50 |
| Historical | 12–19 | 70–83 | 0 | 0 | 0 | 0 | |
| 2050 | 4.5 | 13–20 | 69–82 | 46 (34%) | 12 (9%) | 1 (0.7%) | 0 |
| 8.5 | 14–21 | 68–82 | 67 (49%) | 20 (15%) | 1 (0.7%) | 0 | |
| 2100 | 4.5 | 14–21 | 69–82 | 79 (58%) | 64 (47%) | 3 (2.2%) | 0 |
| 8.5 | 16–23 | 68–82 | 127 (93%) | 115 (85%) | 77 (57%) | 27 (20%) | |
| Number (and Percentage) of Ports | |||||||
| Average Days per Year of Tmax ≥ 32 °C | |||||||
| Year | RCP | Tmax (°C) | >5 | >20 | >40 | >70 | |
| Historical | 28–43 | 48 (35%) | 25 (18%) | 11 (8%) | 0 | ||
| 2050 | 4.5 | 29–44 | 69 (51%) | 47 (35%) | 30 (22%) | 6 (4%) | |
| 8.5 | 30–46 | 74 (54%) | 49 (36%) | 32 (24%) | 9 (7%) | ||
| 2100 | 4.5 | 30–45 | 90 (66%) | 59 (43%) | 36 (26%) | 13 (10%) | |
| 8.5 | 31–48 | 114 (84%) | 84 (62%) | 54 (40%) | 24 (18%) | ||
| Sub Categories | Local Weights | Indicators | Local Weights | Global Weights |
|---|---|---|---|---|
| Socio- economic | 0.6940 | 1. Port area (m2) | 0.1767 | 0.1227 |
| 2. Population (500 m radius) | 0.1123 | 0.0779 | ||
| 3. Road network length (1000 m radius) | 0.1427 | 0.0991 | ||
| 4. Passenger throughput | 0.1539 | 0.1068 | ||
| 5. Port connectivity | 0.1418 | 0.0984 | ||
| 6. Urban development (100 m radius) | 0.0827 | 0.0574 | ||
| 7. Redundancy | 0.1899 | 0.1318 | ||
| Exposure | 0.3060 | 8. Flood exposure | 0.4806 | 0.1470 |
| 9. Deadly heat exposure | 0.2322 | 0.0710 | ||
| 10. Heat risk to infrastructure | 0.2872 | 0.0879 |
| Port Name | Current | RCP4.5, 2050 | RCP8.5, 2050 | RCP4.5, 2100 | RCP8.5, 2100 |
|---|---|---|---|---|---|
| 1-Piraeus | 0.384 | 0.376 | 0.375 | 0.371 | 0.363 |
| 25-Volos | −0.108 | −0.105 | −0.106 | −0.109 | −0.122 |
| 41-Heraklion | −0.018 | −0.011 | −0.007 | −0.011 | −0.012 |
| 43-Thira | −0.090 | −0.093 | −0.092 | −0.088 | −0.077 |
| 44-Thessaloniki | 0.059 | 0.053 | 0.048 | 0.048 | 0.039 |
| 54-Corfu | 0.023 | 0.017 | 0.017 | 0.022 | 0.025 |
| 56-Kavala | −0.061 | −0.055 | −0.058 | −0.059 | −0.074 |
| 66-Kos | −0.078 | −0.056 | −0.052 | −0.048 | −0.039 |
| 68-Lavrio | −0.117 | −0.115 | −0.118 | −0.117 | −0.114 |
| 81-Mytilene | −0.059 | −0.043 | −0.037 | −0.027 | −0.015 |
| 89-Paros | −0.077 | −0.084 | −0.084 | −0.083 | −0.073 |
| 91-Patra | −0.163 | −0.159 | −0.158 | −0.157 | −0.147 |
| 92-Perama | 0.203 | 0.194 | 0.193 | 0.188 | 0.180 |
| 94-Paloukia Salamina | −0.026 | −0.040 | −0.041 | −0.046 | −0.050 |
| 108-Rhodes | 0.129 | 0.121 | 0.121 | 0.117 | 0.118 |
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Monioudi, I.N.; Velegrakis, A.F.; Polydoropoulou, A.; Chatzistratis, D.; Moschopoulos, K.; Bouhouras, E.; Papaioannou, G.; Chalazas, T.; Vaggelas, G.K.; Chatzipavlis, A.E.; et al. Ranking Port Criticality Under Climate Change: An Assessment of Greece. Sustainability 2025, 17, 11113. https://doi.org/10.3390/su172411113
Monioudi IN, Velegrakis AF, Polydoropoulou A, Chatzistratis D, Moschopoulos K, Bouhouras E, Papaioannou G, Chalazas T, Vaggelas GK, Chatzipavlis AE, et al. Ranking Port Criticality Under Climate Change: An Assessment of Greece. Sustainability. 2025; 17(24):11113. https://doi.org/10.3390/su172411113
Chicago/Turabian StyleMonioudi, Isavela N., Adonis F. Velegrakis, Amalia Polydoropoulou, Dimitris Chatzistratis, Konstantinos Moschopoulos, Efstathios Bouhouras, Georgios Papaioannou, Theodoros Chalazas, George K. Vaggelas, Antonis E. Chatzipavlis, and et al. 2025. "Ranking Port Criticality Under Climate Change: An Assessment of Greece" Sustainability 17, no. 24: 11113. https://doi.org/10.3390/su172411113
APA StyleMonioudi, I. N., Velegrakis, A. F., Polydoropoulou, A., Chatzistratis, D., Moschopoulos, K., Bouhouras, E., Papaioannou, G., Chalazas, T., Vaggelas, G. K., Chatzipavlis, A. E., Nikolaou, A., & Thanopoulou, H. (2025). Ranking Port Criticality Under Climate Change: An Assessment of Greece. Sustainability, 17(24), 11113. https://doi.org/10.3390/su172411113

