Research on Operational Risk for Northwest Passage Cruise Ships Using POLARIS
Abstract
1. Introduction
2. Study Area and Data
2.1. Study Area
2.2. Data
3. Methodology and Technical Roadmap
3.1. POLARIS Method
3.1.1. Risk Index Values
3.1.2. Risk Index Outcome
3.2. Technical Route
- (1)
- Data preprocessing contains, first, special value processing. Due to data observation and other problems, there will be null values or other special values in the ice condition data, which need to be processed for the sake of subsequent calculations; secondly, the coordinate system of the data is unified. Here, the coordinates of the cruise ship route are transformed into WGS 1984 to facilitate subsequent data processing.
- (2)
- The RIO calculation includes the RIO calculation of the NWP waters and the RIO calculation of the cruise ship route. The RIO of the cruise ship route is obtained by spatially superimposing the cruise route with the RIO of the NWP water area, resulting in a total of 10 years and 52 weeks of cruise ship route RIO. Based on the RIO of the cruise ship route, establish statistical measures to obtain the navigable windows and critical waters of the cruise ship route.
- (3)
- The risks of the NWP cruise ship route are mainly analyzed based on the navigable windows and critical waters of the cruise ship route. The navigable windows refer to the start time, end time, and duration when the ice condition does not prevent ships from safely passing through the navigable waters [23], while the ice condition in the critical waters is relatively complex or serious, which has a relatively large impact on the safety of ship operation.
4. Operational Risks in the NWP
4.1. RIO in the NWP Waters
4.2. Navigable Windows for Cruise Ship Route
4.3. Critical Waters of Cruise Ship Routes
5. Discussion
6. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
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FID | CT | CA | CB | CC | SA | SB | SC |
---|---|---|---|---|---|---|---|
0 | 92 | 30 | 70 | −9 | 95 | 91 | −9 |
1 | 92 | 30 | 70 | −9 | 95 | 91 | −9 |
2 | 92 | 30 | 70 | −9 | 95 | 91 | −9 |
3 | 92 | −9 | −9 | −9 | 91 | −9 | −9 |
4 | 92 | −9 | −9 | −9 | 91 | −9 | −9 |
Ice Class | IF | N | G | GW | TNFY1 | TNFY2 | MFY1 | MFY | TKFY | SY | LMY-2.5 | HMY |
---|---|---|---|---|---|---|---|---|---|---|---|---|
PC1 | 3 | 3 | 3 | 3 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 1 |
PC2 | 3 | 3 | 3 | 3 | 2 | 2 | 2 | 2 | 2 | 1 | 1 | 0 |
PC3 | 3 | 3 | 3 | 3 | 2 | 2 | 2 | 2 | 2 | 1 | 0 | −1 |
PC4 | 3 | 3 | 3 | 3 | 2 | 2 | 2 | 2 | 1 | 0 | −1 | −2 |
PC5 | 3 | 3 | 3 | 3 | 2 | 2 | 1 | 1 | 0 | −1 | −2 | −2 |
PC6 | 3 | 2 | 2 | 2 | 2 | 1 | 1 | 0 | −1 | −2 | −3 | −3 |
PC7 | 3 | 2 | 2 | 2 | 1 | 1 | 0 | −1 | −2 | −3 | −3 | −3 |
IA Super | 3 | 2 | 2 | 2 | 2 | 1 | 0 | −1 | −2 | −3 | −4 | −4 |
IA | 3 | 2 | 2 | 2 | 1 | 0 | −1 | −2 | −3 | −4 | −5 | −5 |
IB | 3 | 2 | 2 | 1 | 0 | −1 | −2 | −3 | −4 | −5 | −6 | −6 |
IC | 3 | 2 | 1 | 0 | −1 | −2 | −3 | −4 | −5 | −6 | −7 | −8 |
No Ice Class | 3 | 1 | 0 | −1 | −2 | −3 | −4 | −5 | −6 | −7 | −8 | −8 |
Ice Conditions | Navigable Start Week | Navigable End Week | Number of Navigable Weeks |
---|---|---|---|
Light ice conditions | Week 29 | Week 49 | 21 |
Normal ice conditions | Week 38 | Week 39 | 2 |
Heavy ice conditions | - | - | 0 |
Critical Waters | East & West Boundaries | Navigable Period Under Light Sea Ice Conditions | Navigable Period Under Normal Sea Ice Conditions | Navigable Period Under Heavy Sea Ice Conditions |
---|---|---|---|---|
Barrow strait 1 | 89°24.53′ W 74°43.00′ N & 89°43.78′ W 74°44.22′ N | Week (1, 10–12, 16–52) (total:41 weeks) | Week (27–44) (total: 18 weeks) | Week (43, 44) (total: 2 weeks) |
Barrow strait 2 | 89°61.01′ W 74°04.83′ N & 90°46.50′ W 74°43.96′ N | Week (23–48) (total:26 weeks) | Week (34, 37–40) (total: 5 weeks) | - |
Bellot strait | 93°99.22′ W 71°93.13′ N & 94°05.27′ W 71°93.17′ N | Week (27–51) (total:25 weeks) | Week (30–32, 34–44) (total: 14 weeks) | - |
Larsen Sound | 96°64.15′ W 69°97.02′ N & 97°96.43′ W 70°86.35′ N | Week (30–49) (total:20 weeks) | Week (38, 41) (total: 2 weeks) | - |
Eastern Beaufort Sea | 128°32.48′ W 71°30.88′ N & 130°34.40′ W 71°09.40′ N | Week (1, 4, 9, 21–48) (total:31 weeks) | Week (38, 39, 44) (total: 3 weeks) | - |
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Ma, L.; Fan, J.; Mou, X.; Qian, S.; Xu, J.; Cao, L.; Xu, B.; Yao, B.; Li, X.; Li, Y. Research on Operational Risk for Northwest Passage Cruise Ships Using POLARIS. J. Mar. Sci. Eng. 2025, 13, 1335. https://doi.org/10.3390/jmse13071335
Ma L, Fan J, Mou X, Qian S, Xu J, Cao L, Xu B, Yao B, Li X, Li Y. Research on Operational Risk for Northwest Passage Cruise Ships Using POLARIS. Journal of Marine Science and Engineering. 2025; 13(7):1335. https://doi.org/10.3390/jmse13071335
Chicago/Turabian StyleMa, Long, Jiemin Fan, Xiaoguang Mou, Sihan Qian, Jin Xu, Liang Cao, Bo Xu, Boxi Yao, Xiaowen Li, and Yabin Li. 2025. "Research on Operational Risk for Northwest Passage Cruise Ships Using POLARIS" Journal of Marine Science and Engineering 13, no. 7: 1335. https://doi.org/10.3390/jmse13071335
APA StyleMa, L., Fan, J., Mou, X., Qian, S., Xu, J., Cao, L., Xu, B., Yao, B., Li, X., & Li, Y. (2025). Research on Operational Risk for Northwest Passage Cruise Ships Using POLARIS. Journal of Marine Science and Engineering, 13(7), 1335. https://doi.org/10.3390/jmse13071335