Acknowledgement
이 논문은 2023년도 해양수산부 재원으로 해양수산과학기술진흥원의 지원을 받아 수행된 연구이다. (20220469, 해양수산 내수시장활성화사업)
References
- Chen, T. and Guestrin, C.(2016), "XGBoost: A Scalable Tree Boosting System." Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2016, pp. 785-794.
- Greenwell, B. M.(2017). "pdp:An R package for constructing partial dependence plots." The R Journal, Vol. 9, No. 1, pp. 421-436. https://doi.org/10.32614/RJ-2017-016
- Hannes, J. and Linda, S.(2015), "Increased energy efficiency in short sea shipping through decreased time in port", Transportation Research Part A: Policy and Practice, Vol. 71, pp. 167-178. https://doi.org/10.1016/j.tra.2014.11.008
- IMO(2023) "Amendments to MARPOL Annex VI and the NOx Technical Code 2008 with regard to the requirement for in-use NOx abatement technology", MEPC.377(80).
- Kim, Y. R., Kim, G. J. and Park, J. B.(2019), "A study on the Prediction of Fuel Consumption of a Ship Using the Principal Component Analysis", Journal of Korean Navigation and Port Research, Vol. 43, No. 6, pp. 335-343.
- Lloyd, S.(1953), "A Value for n-person Games" , Contributions to the Theory of Games II, pp. 307-317
- Lipton, Z. C.(2018), "The Mythos of Model Interpretability", Communications of the ACM, Vol. 61, No. 10, pp. 36-43. https://doi.org/10.1145/3233231
- Lundberg, S. M. and Lee, S. I.(2017), "A Unified Approach to Interpreting Model Predictions" Advances in Neural Information Processing Systems, Vol. 30, pp. 765-774.
- Moore, D. S. and Kirkland, S.(2007), "The Basic Practice of Statistics", Vol. 2, WH Freeman Press.
- Mengnan, D., Ninghao, L. and Xia, Hu.(2019), "Techniques for Interpretable Machine Learning" Communications of the ACM, Vol. 63, No. 1, pp. 68-77. https://doi.org/10.1145/3359786
- Opitz, D. and Maclin, R.(1999), "Popular Ensemble Methods: An Empirical Study." Journal of Artificial Intelligence Research, Vol. 11, pp. 169-198. https://doi.org/10.1613/jair.614
- Shin, D. W., Yang, C. S. and Jeon, H. G.(2021), "Real Ship Experimental Analysis on the Influence of Fuel Oil Consumption Considering Ship Speed and Ocean Environment." Journal of Coastal Disaster Prevention, Vol. 8, No. 2, pp. 99-110. https://doi.org/10.20481/kscdp.2021.8.2.99
- Stopford, M.(2009), "Maritime Economics. 3rd ed.", Oxford:Routledge.
- T, Uyanik., C, Karatug. and Y, Arslanoglu.(2020), "Machine Learning Approach to Ship Fuel Consumption: A Case of Container Vessel." Transportation Research Part D: Transport and Environment, Vol. 84, 102389.
- Tjoa, E. and Guan, C.(2020). "A survey on explainable artificial intelligence (xai): Toward medical xai." IEEE transactions on neural networks and learning systems, Vol. 2, No. 11, pp. 4793-4813.
- Yoon, Y. J.(2005), "Marine Navigation." Haean Publishing Company, pp. 1-20.