TY - JOUR
T1 - Development of Two Highly-Efficient and Innovative Inspection Schemes for PSC Inspection
AU - Yan, Ran
AU - Zhuge, Dan
AU - Wang, Shuaian
N1 - Funding Information:
This study is supported by the National Natural Science Foundation of China (Grant Numbers 71701178, 71771050 and 71831008).
Publisher Copyright:
© 2021 World Scientific Publishing Co.
PY - 2021/6
Y1 - 2021/6
N2 - Port state control (PSC) inspection contributes a lot to improving maritime safety and protecting the marine environment. After selecting the ships coming to a port for inspection, one critical challenge faced by the PSC authorities is deciding what deficiency items should be inspected and what the inspection sequence of these items is. To address this problem, two innovative and high-efficient PSC inspection schemes describing specific PSC inspection items and sequence are proposed for the inspectors' reference when time and resources are limited, especially when there are difficulties in estimating the possible deficiencies in advance. Both schemes take the occurrence probability, inspection cost, and ignoring loss of each deficiency item into account. More specifically, the first inspection scheme is based on the occurrence probabilities of the deficiency items in the whole data set, while the second scheme further considers the correlations among the deficiency items extracted by association rules. The results of numerical experiments show that the efficiency of the two proposed inspection schemes is 1.5 times higher than that of the currently used inspection scheme. In addition, the second inspection scheme performs better than the first inspection scheme, especially with inspecting ships with no less than five deficiency items and limited inspection resources.
AB - Port state control (PSC) inspection contributes a lot to improving maritime safety and protecting the marine environment. After selecting the ships coming to a port for inspection, one critical challenge faced by the PSC authorities is deciding what deficiency items should be inspected and what the inspection sequence of these items is. To address this problem, two innovative and high-efficient PSC inspection schemes describing specific PSC inspection items and sequence are proposed for the inspectors' reference when time and resources are limited, especially when there are difficulties in estimating the possible deficiencies in advance. Both schemes take the occurrence probability, inspection cost, and ignoring loss of each deficiency item into account. More specifically, the first inspection scheme is based on the occurrence probabilities of the deficiency items in the whole data set, while the second scheme further considers the correlations among the deficiency items extracted by association rules. The results of numerical experiments show that the efficiency of the two proposed inspection schemes is 1.5 times higher than that of the currently used inspection scheme. In addition, the second inspection scheme performs better than the first inspection scheme, especially with inspecting ships with no less than five deficiency items and limited inspection resources.
KW - association rule
KW - deficiency item
KW - inspection scheme
KW - Port state control inspection
UR - http://www.scopus.com/inward/record.url?scp=85103405995&partnerID=8YFLogxK
U2 - 10.1142/S0217595920400138
DO - 10.1142/S0217595920400138
M3 - Journal article
AN - SCOPUS:85103405995
SN - 0217-5959
VL - 38
JO - Asia-Pacific Journal of Operational Research
JF - Asia-Pacific Journal of Operational Research
IS - 3
M1 - 2040013
ER -