Sensitivity analysis of ship traffic in restricted two-way waterways considering the impact of LNG carriers

被引:13
作者
Liu, Kezhong [1 ,2 ,3 ]
Xin, Xuri [1 ]
Ma, Jie [1 ,2 ,3 ]
Zhang, Jinfen [3 ,4 ]
Yu, Qing [1 ]
机构
[1] Wuhan Univ Technol, Sch Nav, Wuhan, Hubei, Peoples R China
[2] Hubei Key Lab Inland Shipping Technol, Wuhan, Hubei, Peoples R China
[3] Wuhan Univ Technol, Natl Engn Res Ctr Water Transport Safety, Wuhan, Hubei, Peoples R China
[4] Wuhan Univ Technol, Intelligent Transportat Syst Ctr, Wuhan, Hubei, Peoples R China
基金
中国国家自然科学基金;
关键词
Two-way waterway; LNG carrier; Simulation model; Risk and efficiency evaluation; Sensitivity analysis; RISK-ASSESSMENT; CELLULAR-AUTOMATON; MODEL;
D O I
10.1016/j.oceaneng.2019.106556
中图分类号
U6 [水路运输]; P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
The restricted waterway is usually regarded as the bottleneck of port transportation. Many factors influence the overall efficiency and safety of the waterways. In this paper, an attempt is undertaken to investigate how the parameters related to LNG carriers, general ships, waterway dimensions and weather conditions affect the navigation risk and efficiency of restricted two-way waterways. Three indices including one efficiency and two risk indicators are adopted as the objective functions. To determine the correlations between the input and output factors, a traffic simulation model is constructed, which synthesizes the navigational rules, the impact of LNG carriers, the interactions among ships, the arrival characteristics of ships, among others. Subsequently, an Elementary Effect method based iterative procedure is developed to identify the influential and non-influential factors. Numerous experiments are performed by integrating the simulation model with the iterative procedure. The results reveal that the ships' arrival rate, mean and variance of ship speed and channel length are the most influential factors. LNG carriers' speed and arrival rate have remarkable nonlinearities and/or interactions with other factors. These findings are valuable for the guidance of improving the efficiency and safety strategies implemented in restricted waterways.
引用
收藏
页数:13
相关论文
共 39 条
[1]   Risk assessment of LNG and FLNG vessels during manoeuvring in open sea [J].
Abdussamie, Nagi ;
Daboos, Mohamed ;
Elferjani, Ismail ;
Chai Shuhong ;
Alaktiwi, Abdusalam .
JOURNAL OF OCEAN ENGINEERING AND SCIENCE, 2018, 3 (01) :56-66
[2]   An effective screening design for sensitivity analysis of large models [J].
Campolongo, Francesca ;
Cariboni, Jessica ;
Saltelli, Andrea .
ENVIRONMENTAL MODELLING & SOFTWARE, 2007, 22 (10) :1509-1518
[3]   Development of a quantitative risk assessment model for ship collisions in fairways [J].
Chai, Tian ;
Weng, Jinxian ;
Xiong, De-qi .
SAFETY SCIENCE, 2017, 91 :71-83
[4]   A systematic simulation methodology for LNG ship operations in port waters: a case study in Meizhou Bay [J].
Chen, Li-jia ;
Yan, Xin-ping ;
Huang, Li-wen ;
Yang, Zai-li ;
Wang, Jin .
JOURNAL OF MARINE ENGINEERING AND TECHNOLOGY, 2018, 17 (01) :12-32
[5]   Description of the vessel traffic within the north Pelagos Sanctuary: Inputs for Marine Spatial Planning and management implications within an existing international Marine Protected Area [J].
Coomber, Frazer Guy ;
D'Inca, Massimo ;
Rosso, Massimiliano ;
Tepsich, Paola ;
di Sciara, Giuseppe Notarbartolo ;
Moulins, Aurelie .
MARINE POLICY, 2016, 69 :102-113
[6]   An Efficient Sensitivity Analysis Approach for Computationally Expensive Microscopic Traffic Simulation Models [J].
Ge, Qiao ;
Menendez, Monica .
INTERNATIONAL JOURNAL OF TRANSPORTATION, 2014, 2 (02) :49-64
[7]   An Exploratory Study of Two Efficient Approaches for the Sensitivity Analysis of Computationally Expensive Traffic Simulation Models [J].
Ge, Qiao ;
Ciuffo, Biagio ;
Menendez, Monica .
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2014, 15 (03) :1288-1297
[8]   Traffic simulation based ship collision probability modeling [J].
Goerlandt, Floris ;
Kujala, Pentti .
RELIABILITY ENGINEERING & SYSTEM SAFETY, 2011, 96 (01) :91-107
[9]   Tree-based ensemble methods for sensitivity analysis of environmental models: A performance comparison with Sobol and Morris techniques [J].
Jaxa-Rozen, Marc ;
Kwakkel, Jan .
ENVIRONMENTAL MODELLING & SOFTWARE, 2018, 107 :245-266
[10]   Effective Global Sensitivity Analysis for High-Dimensional Hydrologic and Water Quality Models [J].
Khare, Yogesh ;
Martinez, Christopher J. ;
Munoz-Carpena, Rafael ;
Bottcher, Adelbert Del ;
James, Andrew .
JOURNAL OF HYDROLOGIC ENGINEERING, 2019, 24 (01)