A ship navigation information service system for the Arctic Northeast Passage using 3D GIS based on big Earth data

References

• Bai, J. (2015). The IMO polar code: The emerging rules of Arctic shipping governance. The International Journal of Marine and Coastal Law, 30(4), 674–699.
   Web of Science ®Google Scholar
• Balashova, E. A., Zabolotskikh, E. V., Azarov, S. M., Khvorostovsky, K., & Chapron, B. (2019). Arctic Ocean surface type classification using SAR images and machine learning algorithms. Paper presented at the IGARSS 2019–2019 IEEE International Geoscience and Remote Sensing Symposium, Yokohama, JAPAN.
   Google Scholar
• Bensassi, S., Stroeve, J. C., Martínez-Zarzoso, I., & Barrett, A. P. (2016). Melting ice, growing trade? Elementa: Science of the Anthropocene, 4. doi:10.12952/journal.elementa.000107
   Web of Science ®Google Scholar
• Bromwich, D. H., Werner, K., Casati, B., Powers, J. G., Gorodetskaya, I. V., Massonnet, F., … Zou, X. (2020). The year of polar prediction in the Southern hemisphere (YOPP-SH). Bulletin of the American Meteorological Society, 101(10), E1653–E1676.
   Web of Science ®Google Scholar
• Buixadé Farré, A., Stephenson, S. R., Chen, L., Czub, M., Dai, Y., Demchev, D., … Wighting, J. (2014). Commercial Arctic shipping through the Northeast Passage: Routes, resources, governance, technology, and infrastructure. Polar Geography, 37(4), 298–324.
   Google Scholar
• Byers, M., & Lodge, E. (2019). China and the Northwest Passage. Chinese Journal of International Law, 18(1), 57–90.
   Web of Science ®Google Scholar
• Cao, Y., Liang, S., Chen, X., He, T., Wang, D., & Cheng, X. (2017). Enhanced wintertime greenhouse effect reinforcing Arctic amplification and initial sea-ice melting. Scientific Reports, 7(1), 8462.
   Google Scholar
• Chang, K. Y., He, S. S., Chou, C. C., Kao, S. L., & Chiou, A. S. (2015). Route planning and cost analysis for travelling through the Arctic Northeast Passage using public 3D GIS. International Journal of Geographical Information Science, 29(7–8), 1375–1393.
   Web of Science ®Google Scholar
• Chen, S., Cao, Y., Hui, F., & Cheng, X. (2019). Observed spatial-temporal changes in the autumn navigability of the Arctic Northeast Route from 2010 to 2017. Chinese Science Bulletin, 64(14), 1515–1525.
   Google Scholar
• Chen, Y., Zhao, X., Pang, X., & Ji, Q. (2021). Daily sea ice concentration product based on brightness temperature data of FY-3D MWRI in the Arctic. Big Earth Data, 1–5. doi:10.1080/20964471.2020.1865623
   Google Scholar
• Cohen, J., Zhang, X., Francis, J., Jung, T., Kwok, R., Overland, J., … Yoon, J. (2019). Divergent consensuses on Arctic amplification influence on midlatitude severe winter weather. Nature Climate Change, 10(6), 20–29.
   Google Scholar
• Dai, A. G., Luo, D. H., Song, M. R., & Liu, J. P. (2019). Arctic amplification is caused by sea-ice loss under increasing CO2. Nature Communications, 10(1). doi:10.1038/s41467-018-07954-9
   Google Scholar
• Dai, L., Xie, H., Ackley, S. F., & Mestas-Nuñez, A. M. (2020). Ice production in ross ice shelf polynyas during 2017–2018 from Sentinel-1 SAR Images. Remote Sensing, 12(9), 1484.
   Web of Science ®Google Scholar
• Deng, Y., Chen, Y., Zhang, Y., & Mahadevan, S. (2012). Fuzzy Dijkstra algorithm for shortest path problem under uncertain environment. Applied Soft Computing, 12(3), 1231–1237.
   Web of Science ®Google Scholar
• Eyring, V., Bony, S., Meehl, G. A., Senior, C. A., Stevens, B., Stouffer, R. J., & Taylor, K. E. (2016). Overview of the coupled model intercomparison project Phase 6 (CMIP6) experimental design and organization. Geoscientific Model Development, 9(5), 1937–1958.
   Web of Science ®Google Scholar
• Gede, M. (2018). Using Caesium for 3D thematic visualizations on the web. Proceedings of the ICA, 1, 1–4.
   Google Scholar
• Guo, H. (2017). Big Earth data: A new frontier in Earth and information sciences. Big Earth Data, 1(1–2), 4–20.
   Google Scholar
• Hestnes, E. (1985). A contribution to the prediction of slush avalanches. Annals of Glaciology, 6, 1–4.
   Web of Science ®Google Scholar
• Howell, S. E. L., & Yackel, J. J. (2014). A vessel transit assessment of sea ice variability in the Western Arctic, 1969–2002: Implications for ship navigation. Canadian Journal of Remote Sensing, 20(7), e921.
   Google Scholar
• Khon, V. C., Mokhov, I., Latif, M., Semenov, V. A., & Park, W. (2010). Perspectives of Northern sea route and Northwest passage in the twenty-first century. Climatic Change, 100(3–4), 757–768.
   Web of Science ®Google Scholar
• Khon, V. C., Mokhov, I. I., & Semenov, V. A. (2017). Transit navigation through Northern Sea Route from satellite data and CMIP5 simulations. Environmental Research Letters, 12(2), 7.
   Web of Science ®Google Scholar
• Lavergne, T., Sørensen, A. M., Kern, S., Tonboe, R., Notz, D., Aaboe, S., & Pedersen, L. T. (2019). Version 2 of the EUMETSAT OSI SAF and ESA CCI sea-ice concentration climate data records. The Cryosphere, 13(1), 49–78.
   Web of Science ®Google Scholar
• Lei, R. B., Xie, H. J., Wang, J., Leppäranta, M., Jónsdóttir, I., & Zhang, Z. (2015). Changes in sea ice conditions along the Arctic Northeast Passage from 1979 to 2012. Cold Regions Science & Technology, 119, 132–144.
   Web of Science ®Google Scholar
• Leviäkangas, P., & Hautala, R. (2009). Benefits and value of meteorological information services-the case of the Finnish Meteorological Institute. Meteorological Applications: A Journal of Forecasting, Practical Applications, Training Techniques and Modelling, 16(3), 369–379.
   Google Scholar
• Li, G. S., Li, X ., Yao, T. D., Che, T., Yang, H ., Ma, M. G., . . . Pan, X. D. (2019). Heterogeneous sea-level rises along coastal zones and small islands. Science Bulletin, 64(11), 748–755.
   Google Scholar
• Li, S., Xiong, C., & Ou, Z. (2011). A web GIS for sea ice information and an ice service archive. Transactions in GIS, 15(2), 189–211.
   Web of Science ®Google Scholar
• Li, X., Che, T., Li, X. W., Wang, L., Duan, A. M., Shangguan, D. H., … Bao, Q. (2019). CASEarth poles: Big data for the three poles. Bulletin of the American Meteorological Society, 101(9), E1475–E1491.
   Web of Science ®Google Scholar
• Li, X., Cheng, G. D., Wang, L. X., Wang, J. L., Ran, Y. H., Che, T., …Zhao, GF. (2021). Boosting geoscience data sharing in China. Nature Geoscience, 14(8), 541–542. doi:10.1038/s41561-021-00808-y
   Google Scholar
• Liu, M., & Kronbak, J. (2010). The potential economic viability of using the Northern Sea Route (NSR) as an alternative route between Asia and Europe. Journal of Transport Geography, 18(3), 434–444.
   Web of Science ®Google Scholar
• Liu, X., Sattar, S., & Li, S. (2016). Towards an automatic ice navigation support system in the Arctic Sea. ISPRS International Journal of Geo-Information, 5(3), 36.
   Web of Science ®Google Scholar
• Ma, L., An, L., Zhang, X. H., Zheng, Z. Y., Li, Z. H., & Chen, G. W. (2019). Navigable window dataset of the Arctic Northeast Passage (2006–2015). Journal of Global Change Data & Discovery, 3(3), 244–251.
   Google Scholar
• Mahoney, A. R., Barry, R. G., Smolyanitsky, V., & Fetterer, F. (2008). Observed sea ice extent in the Russian Arctic, 1933–2006. Journal of Geophysical Research Oceans. 113(C11). doi:10.1029/2008JC004830
   Google Scholar
• Melia, N., Haines, K., & Hawkins, E. (2016). Sea ice decline and 21st century trans-Arctic shipping routes. Geophysical Research Letters, 43(18), 9720–9728.
   Web of Science ®Google Scholar
• Mitchell, J. R. (2013, August). The Canadian coast guard in perspective. In A Paper Prepared for Action Canada. Ottawa. http://www.actioncanada.ca/en/wp-content/uploads/2013/08/Canadian-Coast-Guard-In-Perspective_EN.pdf
   Google Scholar
• Mnih, V., Kavukcuoglu, K ., Silver, D., Rusu, A. A ., Veness, J., Bellemare, M. G., . . . Hassabis, D. (2015). Human-level control through deep reinforcement learning. Nature, 518(7540), 529–533. doi:10.1038/nature14236
   Google Scholar
• Pang, G. L., Chen, D. Q., & Huang, M. (2013). Architecture earthquake disaster simulation based on three-dimension GIS algorithm. Advanced Materials Research, 722, 441–446.
   Google Scholar
• Partington, K., Flynn, T., Lamb, D., Bertoia, C., Dedrick K. (2003). Late twentieth century Northern Hemisphere sea‐ice record from US National Ice Center ice charts. Journal of Geophysical Research: Oceans, 108(C11), doi:10.1029/2002JC001623
   Web of Science ®Google Scholar
• Pizzolato, L., Howell, S. E. L., Dawson, J., Laliberté, F., & Copland, L. (2016). The influence of declining sea ice on shipping activity in the Canadian Arctic. Geophysical Research Letters, 43(23), 12146–12154.
   Web of Science ®Google Scholar
• Rigor, I., & Ortmeyer, M. (2004). The international Arctic Buoy Programme–monitoring the Arctic Ocean for forecasting and research. Arctic Research of the United States, 18, 21.
   Google Scholar
• Shu, Q., Wang, Q., Song, Z., Qiao, F., Zhao, J., Chu, M., & Li, X. (2020). Assessment of sea ice extent in CMIP6 with comparison to observations and CMIP5. Geophysical Research Letters, 47(9), e2020GL087965.
   Web of Science ®Google Scholar
• Shukla, P., Skea, J., Calvo Buendia, E., Masson-Delmotte, V., Pörtner, H.O., Roberts, D.C., … Ferrat, M. (2019). IPCC, 2019: Climate change and land: An IPCC special report on climate change, desertification, land degradation, sustainable land management, food security, and greenhouse gas fluxes in terrestrial ecosystems.
   Google Scholar
• Simmonds, I. (2015). Comparing and contrasting the behaviour of Arctic and Antarctic sea ice over the 35 year period 1979-2013. Annals of Glaciology, 56(69), 18–28.
   Web of Science ®Google Scholar
• Smith, L. C., & Stephenson, S. R. (2013). New Trans-Arctic shipping routes navigable by midcentury. Proceedings of the National Academy of Sciences of the United States of America, 110(13), E1191–E1195.
   PubMed Web of Science ®Google Scholar
• Song, C., Zhang, Y., Xu, Z., Hao, Z., Wang, X. (2019). Route selection of the Arctic Northwest Passage based on Hesitant Fuzzy decision field theory. IEEE Access, 9, 19979-19989. doi:10.1109/ACCESS.2019.2897716
   Web of Science ®Google Scholar
• Stephenson, S. R., & Smith, L. C. (2015). Influence of climate model variability on projected Arctic shipping futures. Earth’s Future, 3(11), 331–343.
   Web of Science ®Google Scholar
• Stephenson, S. R., Smith, L. C., & Agnew, J. A. (2011). Divergent long-term trajectories of human access to the Arctic. Nature Climate Change, 1(3), 156–160.
   Web of Science ®Google Scholar
• Stoddard, M. A., Etienne, L., Fournier, M., Pelot, R, Beveridge, L (2017). Making sense of Arctic maritime traffic using the polar operational limits assessment risk indexing system (POLARIS). IOP Conference Series: Earth and Environmental Science, 34(1), 012034.
   Google Scholar
• Streng, W., Eger, K. M., Flistad, B, Jørgensen-Dahl, A., Lothe, L., … Wergeland, T. (2013). Shipping in Arctic Waters: A Comparison of the Northeast, Northwest and Trans Polar Passages, 45(2), 277.
   Google Scholar
• Taylor, K. E., Stouffer, R. J., & Meehl, G. A. (2012). An overview of CMIP5 and the experimental design. Bulletin of the American Meteorological Society, 93(4), 485–498.
   Web of Science ®Google Scholar
• Tivy, A., Howell, S. E., Alt, B., McCourt, S., Chagnon, R., Crocker, G., Carrieres, T. and Yackel, J.J. (2011). Trends and variability in summer sea ice cover in the Canadian Arctic based on the Canadian ice service digital archive, 1960–2008 and 1968–2008. Journal of Geophysical Research: Oceans, 116(C3).
   Google Scholar
• Tschudi, M. A., Meier, W. N., & Stewart, J. S. (2020). An enhancement to sea ice motion and age products at the National Snow and Ice Data Center (NSIDC). The Cryosphere, 14(5), 1519–1536.
   Web of Science ®Google Scholar
• Wang, D., Li, D., Gong, Y., Wang, R., Wang, J., & Huang, X. (2019). Development situation and future demand for the ports along the Northern Sea Route. Research in Transportation Business & Management, 33, 100465.
   Web of Science ®Google Scholar
• Wang, X. Y., Zhou, C. X., & Liu, S. B. (2017). Study on navigation environment of Arctic Northeast Passage from 2005 to 2015. Journal of East China Jiaotong University, 34(6), 76–85.
   Google Scholar
• Wang, Y., Zhang, R., & Qian, L. (2018). An improved A* Algorithm Based on Hesitant Fuzzy set theory for multi-criteria Arctic route planning. Symmetry, 10(12), 765.
   Google Scholar
• Whiteman, G., van Hussen, Gille, K., Gille, J., Whiteman, G. (2017). Towards a balanced view of Arctic shipping: Estimating economic impacts of emissions from increased traffic on the Northern Sea Route. Climatic Change, 143(1), 143–155.
   Web of Science ®Google Scholar
• Witze, A. (2020). Arctic sea ice hits second-lowest level on record. Nature. doi:10.1038/d41586-020-02705-7
   Google Scholar
• Yang, S., Petersen, G. N., von Löwis, S., Preißler, J., & Finger, D. C. (2020). Determination of eddy dissipation rate by Doppler lidar in Reykjavik, Iceland. Meteorological Applications, 27(5), e1951.
   Web of Science ®Google Scholar
• Zeng, W., & Church, R. L. (2009). Finding shortest paths on real road networks: The case for A. International Journal of Geographical Information Science, 23(4), 531–543.
   Web of Science ®Google Scholar
• Zhu, D. D., & Sun, J. Q. (2021). A new algorithm based on dijkstra for vehicle path planning considering intersection attribute. IEEE Access, 9, 19761–19775.
   Web of Science ®Google Scholar
• Zhu, X., Cao, W., & Ai, W. (2018). The study on necessity of actively participating in opening up the Arctic Northeast Passage. E&ES, 189(6), 062042.
   Google Scholar