Utilizing Artificial Neural Network Ensembles for Ship Design Optimization to Reduce Added Wave Resistance and CO2 Emissions DOI Creative Commons
Tomasz Cepowski

Energies, Journal Year: 2024, Volume and Issue: 17(21), P. 5326 - 5326

Published: Oct. 25, 2024

Increased maritime cargo transportation has necessitated stricter management of emissions from ships. The primary source this pollution is fuel combustion, which influenced by factors such as a ship’s added wave resistance. Accurate estimation resistance during ship design crucial for minimizing exhaust emissions. challenge that, at the preliminary parametric stage, only limited geometric data about available, and existing methods estimating cannot be applied. This article presents application artificial neural network (ANN) ensembles based on dimensionless parameters available length-to-breadth ratio (L/B), breadth-to-draught (B/T), length-to-draught (L/T), block coefficient (CB), Froude number (Fn). Four different ANN are developed to predict using both complete sets characteristics (i.e., L/B, B/T, CB, Fn) incomplete sets, Fn; L/T, Fn. approach allows consideration CO2 stage when dimensions known. An example in demonstrates that minor modifications typical container designs can significantly reduce resistance, resulting daily reduction up 2.55 tons equivalent produced 778 cars per day, highlighting environmental benefits optimizing design.

Language: Английский

Analysis of the uncertainty of the AIS-based bottom-up approach for estimating ship emissions DOI
Xiaohong Chen, Jiaxuan Yang

Marine Pollution Bulletin, Journal Year: 2024, Volume and Issue: 199, P. 115968 - 115968

Published: Jan. 5, 2024

Language: Английский

Citations

22

A study on the forecast of fine dust emissions in the future according to the introduction of eco-friendly ships DOI

Jungwook Lee,

Jia‐Rong Chen, Tsz Leung Yip

et al.

Marine Pollution Bulletin, Journal Year: 2025, Volume and Issue: 212, P. 117507 - 117507

Published: Jan. 6, 2025

Language: Английский

Citations

1

Microscopic characteristics and influencing factors of ship emissions based on onboard measurements DOI
Ailong Fan,

Yuqi Xiong,

Junhui Yan

et al.

Transportation Research Part D Transport and Environment, Journal Year: 2024, Volume and Issue: 133, P. 104300 - 104300

Published: June 25, 2024

Language: Английский

Citations

8

Ship emission variations during the COVID-19 from global and continental perspectives DOI

Wen Yi,

Tingkun He,

Xiaotong Wang

et al.

The Science of The Total Environment, Journal Year: 2024, Volume and Issue: 954, P. 176633 - 176633

Published: Oct. 5, 2024

Language: Английский

Citations

4

Research on the impact of land use and land cover changes on local meteorological conditions and surface ozone in the north China plain from 2001 to 2020 DOI Creative Commons
Chunsheng Fang,

Xinlong Li,

Juan Li

et al.

Scientific Reports, Journal Year: 2025, Volume and Issue: 15(1)

Published: Jan. 15, 2025

Land use and land cover changes (LULCC) alter local surface attributes, thereby modifying energy balance material exchanges, ultimately impacting meteorological parameters air quality. The North China Plain (NCP) has undergone rapid urbanization in recent decades, leading to dramatic cover. This study utilizes the 2020 data obtained from MODIS satellite replace default 2001 Weather Research Forecasting-Community Multiscale Air Quality (WRF-CMAQ) model. It simulates analyzes direct impact of LULCC on indirect ozone (O3) concentration through physical chemical processes during July summer. Six rapidly urbanizing cities were selected represent Plain. results show that significantly increased sensible heat flux 2-m temperature areas throughout diurnal cycle, with more pronounced effects daytime, ranging 6.49 23.46 W/m2 0.20–0.59 °C, respectively. 10-m wind speed decreased at night day, − 0.43 0.27 m/s 0.16 0.15 day. planetary boundary layer height generally increased, a larger rise 23.63 84.74 m. Simultaneously, O3 concentrations both daytime nighttime. increase ranged 2.89 9.82 μg/m3, while nighttime 1.76 7.77 μg/m3. enhanced as well vertical transport, an O3. At same time, it reduced horizontal transport dry deposition processes. These are related variations. was not limited but extended top (approximately 1500 m). Below 500 m, concentrations, concentrations. Additionally, induced by showed above surface, whereas process had smaller surface. reveals significant urban expansion regional optimizes model's simulation quality provides new insights into understanding conditions

Language: Английский

Citations

0

Reducing CO2 Emissions through the Strategic Optimization of a Bulk Carrier Fleet for Loading and Transporting Polymetallic Nodules from the Clarion-Clipperton Zone DOI Creative Commons
Tomasz Cepowski, Paweł Kacprzak

Energies, Journal Year: 2024, Volume and Issue: 17(14), P. 3383 - 3383

Published: July 10, 2024

As global maritime cargo transportation intensifies, managing CO2 emissions from ships becomes increasingly crucial. This article explores optimizing bulk carrier fleets for transporting polymetallic nodules (PMNs) the Clarion-Clipperton Zone (CCZ) to reduce emissions. Our analysis shows that larger carriers, despite greater drifting forces environmental conditions, emit less over entire transport mission, including loading and transit. Deploying large in trade could significantly study also introduces a novel artificial neural network (ANN) model estimate during operations proposes new method estimating emissions, considering conditions ship seakeeping properties. These findings highlight importance of fleet size optimization effective operational planning achieving sustainability transport.

Language: Английский

Citations

2

Impact of Marine Shipping Emissions on Ozone Pollution During the Warm Seasons in China DOI
Yanhua Zheng, Fei Jiang, Shuzhuang Feng

et al.

Journal of Geophysical Research Atmospheres, Journal Year: 2024, Volume and Issue: 129(14)

Published: July 19, 2024

Abstract As China's land‐based anthropogenic emissions are decreasing, the impact of marine shipping (MSEs) on atmosphere, especially in coastal areas, deserves further attention. This study investigates MSEs MDA8 ozone (O 3 ) levels during warm seasons 2017 China, considering different and synoptic patterns. The results indicate that average O decreases from offshore to inland, peaking at over 29.0 ppb sea 13.8 along coast mainland China. Influenced by precursor emissions, meteorology other factors, contribute differently Beijing‐Tianjin‐Hebei (BTH), Yangtze River Delta (YRD) Pearl (PRD), with contributions 3.0, 5.2, 4.9 ppb, respectively, ranging 2.7 7.3 13 port cities. impacts higher polluted days than clean days, onshore winds. In BTH, increase 5.5 3.0 northeast winds Bohai Sea. YRD, 9.4 southeast significantly PRD 11.0 5.0 Although emission inventories, initial boundary conditions, etc. may introduce uncertainties, our still provide useful information for pollution management cities as a reasonable way track mass contributions.

Language: Английский

Citations

2

Evaluating Long-Term Reductions in Trace Metal Emissions from Shipping in Shanghai DOI
Meng Wang, Yusen Duan, Juntao Huo

et al.

Journal of Hazardous Materials, Journal Year: 2024, Volume and Issue: 480, P. 136367 - 136367

Published: Oct. 31, 2024

Language: Английский

Citations

1

Shipping emission inventory preparation with AIS data: A stratified random sampling method DOI

Shaoli He,

Xianhua Wu, Jun Wang

et al.

Transportation Research Part D Transport and Environment, Journal Year: 2024, Volume and Issue: 138, P. 104520 - 104520

Published: Nov. 23, 2024

Language: Английский

Citations

1

Artificial Neural Network Sets for Predicting Added Wave Resistance Using Non-Dimensional Ship Parameters DOI
Tomasz Cepowski

Published: Jan. 1, 2024

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Language: Английский

Citations

0