Proceedings of the 7th International Conference on PErvasive Technologies Related to Assistive Environments 2014
DOI: 10.1145/2674396.2674461
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Investigation of coinciding shipping accident factors with the use of partitional clustering methods

Abstract: Aim of this paper is to investigate how a series of different factors are coexisting in shipping accidents. We analyzed 355 shipping accident reports from the European Maritime Safety Agency (EMSA), which are publicly available from the official EMSA website. For this purpose we used the K-means clustering method with 15 a priori defined clusters. Our results indicated that human factors often coexist with parameters related to the condition of the ship and other external factors (i.e. bad weather). Our invest… Show more

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Cited by 4 publications
(2 citation statements)
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“…In a study by Lema et al [17], human error-related causes of shipping accidents include: pressure (organizational culture) on personnel due to specific management practices or trade agreements, manning levels-insufficient or surplus personnel based on regulation for the specific ship type education-insufficient education or training inappropriate professional behavior-errors related to lack of situational awareness, unprofessional behaviors, or willful misconduct workload and fatigue equipment problems-operation and maintenance Among all human error types classified in numerous databases and libraries of accident reports, failures of situation awareness and situation assessment overwhelmingly predom-inate, being a causal factor in about 45% (offshore) to about 70% (ships) of the recorded accidents associated with human error [16]. HFs is not about either blaming or fixing people.…”
Section: Hfs Considerationsmentioning
confidence: 96%
“…In a study by Lema et al [17], human error-related causes of shipping accidents include: pressure (organizational culture) on personnel due to specific management practices or trade agreements, manning levels-insufficient or surplus personnel based on regulation for the specific ship type education-insufficient education or training inappropriate professional behavior-errors related to lack of situational awareness, unprofessional behaviors, or willful misconduct workload and fatigue equipment problems-operation and maintenance Among all human error types classified in numerous databases and libraries of accident reports, failures of situation awareness and situation assessment overwhelmingly predom-inate, being a causal factor in about 45% (offshore) to about 70% (ships) of the recorded accidents associated with human error [16]. HFs is not about either blaming or fixing people.…”
Section: Hfs Considerationsmentioning
confidence: 96%
“…Yang et al, 2013 However, human factors have complex casual relations with each other. Lema et al (2014) applied a K-means clustering method to indicate that human factors coexist with the condition of a ship and other external factors. It was widely accepted that human factors were associated with a variety of unsafe actions, behaviours, omissions and hazardous conditions, and the human element was a key factor in maritime accidents (Antão and Guedes Soares, 2008).…”
Section: Safety Sciencementioning
confidence: 99%