基于多元线性回归的能效与船舶安全关系建模

O. Melnyk
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引用次数: 0

摘要

能源效率和船舶安全是海上运输的两个重要方面,对经济效益、环境和海上安全至关重要。船舶安全确保对船员、货物和环境的保护。航运中的节能技术有助于提高经济效率和降低燃料成本,减少温室气体排放,最重要的是,增加船舶的机动性,减少发生事故的可能性,而节能材料的选择和结构和船体的优化增加了船舶对不利条件的抵抗力。本文探讨了能源效率与船舶安全之间的关系。本研究的主要目的是评估船舶能源效率对运营安全的影响。本研究采用一种方法来建立能源效率、船舶技术状况和船员培训等自变量与船舶运行安全等因变量之间的关系。本文介绍了该公司船队数据的分析结果,其中能源效率和安全指标评估了每艘船。利用多元线性回归模型,确定了各自变量对船舶安全的影响系数。这些回归系数使我们能够评估每个因素对船舶整体安全的贡献,并确定最重要的因素。研究结果表明,船舶能源效率对船舶运行安全具有重要影响。船舶能源效率指标越高,运营安全水平越高。这使得船东和船舶经营者可以采取措施提高船队的能源效率,以提高运营的安全性和效率。这项研究的结果对船东、船舶经营者以及参与航运安全的海事组织和管理当局的代表都是有用的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
MODELING THE INTERRELATION BETWEEN ENERGY EFFICIENCY AND SHIP SAFETY BASED ON MULTIPLE LINEAR REGRESSION
Energy efficiency and ship safety are two important aspects of maritime transportation that are essential for economic efficiency, the environment and maritime safety. Ship safety ensures the protection of crew, cargo and the environment. Energy-efficient technologies in shipping contribute to economic efficiency and lower fuel costs, as well as reduce greenhouse gas emissions and, most importantly, increase ship maneuverability, reducing the likelihood of getting into accidents, while the choice of energy-efficient materials and optimization of the structure and hull increase the ship's resistance to adverse conditions. This article explores the relationship between energy efficiency and ship safety. The main objective of the study is to assess the impact of ship energy efficiency on safety in the context of operation. The study applies a  methodology to establish the  relationship between independent variables, such as energy efficiency, ship's technical condition and crew training, and the dependent variable, ship's operational safety. The article presents the results of the analysis of the company's fleet data, where energy efficiency and safety indicators  evaluate each vessel. Using a multiple linear regression model, the coefficients of influence of each independent variable on ship safety were determined. These regression coefficients allow us to assess the contribution of each factor to the overall safety of the ship and identify the most significant factors. The results of the study indicate a significant impact of ship energy efficiency on  operational safety. Vessels with higher energy efficiency indicators have a high level of operational safety. This allows shipowners and ship operators to take measures to improve the energy efficiency of their fleet in order to increase safety and efficiency of  operation. The results of this study can be useful for ship owners, ship  operators, as well as for  representatives of maritime organizations and regulatory authorities involved in shipping safety. 
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