Carbon intensity indicator (CII) compliance: Applications of ship speed optimization on each level using measurement data

IF 4.9 3区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Marine pollution bulletin Pub Date : 2025-03-01 Epub Date: 2025-01-24 DOI:10.1016/j.marpolbul.2025.117593
Duowen Yan , Chen Chen , Weidong Gan , Kenji Sasa , Guanghua He , Hongchu Yu
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Abstract

Ship speed optimization is a primary and direct method for controlling carbon emissions. This study uses simulations based on shipboard measurements from a 28,000 DWT bulk carrier collected between 2015 and 2016. Model predictive control (MPC) with nonlinear receding horizon optimization is employed to optimize the original voyage speeds while ensuring trajectory tracking. Local weighted linear regression is used to establish the relationship between fuel consumption and speed based on the measured data. Additionally, speed constraints corresponding to each Carbon Intensity Indicator (CII) emission level are identified and incorporated into the navigation controller. The results show that ship speed optimization effectively accounts for CII emissions while maintaining adherence to the original trajectory. However, under the carbon reduction constraint, the distance sailed by the ships will be reduced.
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碳强度指标(CII)合规性:使用测量数据在每个级别上进行船舶速度优化的应用。
船舶航速优化是控制碳排放的主要和直接方法。这项研究使用了基于2015年至2016年期间收集的28,000载重吨散货船的船上测量数据的模拟。在保证航迹跟踪的前提下,采用非线性后退地平线优化模型预测控制(MPC)优化原始航速。在实测数据的基础上,采用局部加权线性回归建立油耗与转速之间的关系。此外,每个碳强度指标(CII)排放水平对应的速度限制被识别并纳入导航控制器。结果表明,航速优化在保持原有航迹不变的情况下,有效地控制了CII排放。然而,在碳减排约束下,船舶的航行距离会减少。
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来源期刊
Marine pollution bulletin
Marine pollution bulletin 环境科学-海洋与淡水生物学
CiteScore
10.20
自引率
15.50%
发文量
1077
审稿时长
68 days
期刊介绍: Marine Pollution Bulletin is concerned with the rational use of maritime and marine resources in estuaries, the seas and oceans, as well as with documenting marine pollution and introducing new forms of measurement and analysis. A wide range of topics are discussed as news, comment, reviews and research reports, not only on effluent disposal and pollution control, but also on the management, economic aspects and protection of the marine environment in general.
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