Integration of FMEA and Bayesian network methods for risk assessment of components delay in ferry ship construction

Z. Ariany, T. Pitana, I. Vanany
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Abstract

Construction of new ships in Indonesia. In this case study, the construction of a 600 DWT Ro-Ro ferry. The 600 DWT Shipbuilding Project involves various risks that may affect the schedule and results. A risk assessment involving the quality control team, project lead, and production management is carried out to identify and quantify the level of risk and its consequences. The results of this assessment assist in understanding and managing project risk, stress the importance of communication and coordination between teams, and enable better contingency planning and more effective project management. The FMEA calculation method is used to identify potential failure modes, determine the impact of each failure, and calculate a risk score based on the probability and effect of each failure. The Bayesian method updates the likelihood of failure based on new data that appears during the shipbuilding process. FMEA data is taken from the RPN (Risk Priority Number) at the Occurrence value, then weighted against the list of risks. Most risks are considered 'rare' in terms of likelihood and 'insignificant' in terms of consequence, indicating that despite potential obstacles, the impact on the project is expected to be minimal. However, several risks with 'minor' effects have been identified, highlighting the importance of effective risk planning and mitigation. The integration of this method still needs to be improved, especially in the shipping industry. This method can be developed by making applications to control the procurement of materials at the beginning and during the construction and evaluation process at the end. The effort to make the ship construction timely according to the contract answers the shipbuilding challenges that often occur in developing countries
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整合 FMEA 和贝叶斯网络方法,对渡轮建造中的部件延迟进行风险评估
在印度尼西亚建造新船。在本案例研究中,建造一艘 600 载重吨的滚装渡轮。600 DWT 造船项目涉及各种可能影响进度和结果的风险。质量控制团队、项目负责人和生产管理部门参与了风险评估,以确定和量化风险水平及其后果。评估结果有助于理解和管理项目风险,强调团队之间沟通和协调的重要性,并有助于制定更好的应急计划和进行更有效的项目管理。FMEA 计算方法用于识别潜在的故障模式,确定每种故障的影响,并根据每种故障的概率和影响计算风险分值。贝叶斯法根据造船过程中出现的新数据更新故障可能性。FMEA 数据取自发生值的 RPN(风险优先级编号),然后根据风险列表进行加权。大多数风险在可能性方面被视为 "罕见",在后果方面被视为 "微不足道",这表明尽管存在潜在障碍,但预计对项目的影响微乎其微。不过,也发现了一些影响 "轻微 "的风险,这突出了有效规划和缓解风险的重要性。这种方法的整合仍有待改进,尤其是在航运业。可以通过在建造初期、建造过程中和建造结束后的评估过程中控制材料采购的应用来发展这一方法。按照合同及时建造船舶的努力,解决了发展中国家经常遇到的造船难题。
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来源期刊
EUREKA: Physics and Engineering
EUREKA: Physics and Engineering Engineering-Engineering (all)
CiteScore
1.90
自引率
0.00%
发文量
78
审稿时长
12 weeks
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