[1]鲁欣卫,李海寿,陈泽峰,等.基于K-means的海洋石油平台接线箱布置设计[J].工业仪表与自动化装置,2021,(05):101-103+107.[doi:10.19950/j.cnki.cn61-1121/th.2021.05.021]
LU Xinwei,LI Haishou,CHEN Zefeng,et al.The design of locating junction box for offshore oil platform based on K-means algorithm[J].Industrial Instrumentation & Automation,2021,(05):101-103+107.[doi:10.19950/j.cnki.cn61-1121/th.2021.05.021]
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基于K-means的海洋石油平台接线箱布置设计
LU Xinwei,LI Haishou,CHEN Zefeng,et al.The design of locating junction box for offshore oil platform based on K-means algorithm[J].Industrial Instrumentation & Automation,2021,(05):101-103+107.[doi:10.19950/j.cnki.cn61-1121/th.2021.05.021]
《工业仪表与自动化装置》[ISSN:1000-0682/CN:61-1121/TH]
- 卷:
- 期数:
- 2021年05期
- 页码:
- 101-103+107
- 栏目:
- 出版日期:
- 2021-10-15
文章信息/Info
- Title:
- The design of locating junction box for offshore oil platform based on K-means algorithm
- Author(s):
- LU Xinwei1; LI Haishou2; CHEN Zefeng2; LIU Yang2; LIU Zezhong2; REN Lu2
- 1.CNOOC China Limited Tianjin Branch;?div>2.Offshore Oil Engineering Co., Ltd.; Tianjin 300451, China
- Keywords:
- junction box location; cable layout; K-means algorithm; optimization
- 分类号:
- TE54
- 文献标志码:
- B
- 摘要:
- 在海洋石油平台设计过程中，仪表接线箱的布置主观性大、没有统一的设计标准，对于缺乏经验的设计人员十分不友好。为更加理性、科学的确定接线箱位置，该文给出了一种使用k-means聚类算法以曼哈顿距离为基础确定接线箱位置的方法。实际运用过程中，可以将聚类结果作为接线箱设置数量及定位坐标的参考值，设计人员应在参考值的基础上结合实际情况进行微调。最后，结合南海海域某平台设计项目进行案例分析，验证了该方法的有效性。
- Abstract:
- In the design of offshore oil platform, it is a highly subjective task for assigning the location of all instrument junction boxes (JB). Meanwhile, the design standard is not clearly, which is very unfriendly to inexperienced designers. In order to determine the location of the instrument JB more rationally and scientifically, K-means clustering algorithm with the Manhattan distance is utilized to supply potential values. The number of junction boxes and recommended location coordinates are furnished by this sophisticated clustering algorithm in practice. Furthermore, the designer should better revise those recommend values according to the situation. Finally, a case study, a platform design project in the South China Sea, is carried out to verify the effectiveness of this method.
参考文献/References:
[1]刘迪成,王建,王敏昊.基于改进的模糊C-均值聚类算法的接线箱分配设计与应用[J].化工自动化及仪表,2016,43(09):962-965.[2]席永胜,王丽坤,魏生香.基于聚类分析的电缆接线优化设计[J].甘肃科技,2016,32(10):65-68.[3] JAIN Anil K. Data clustering: 50 years beyond K-means[J]. Pattern Recognition Letters,2009,31(8): 3-4.[4]周志华.机器学习[M].北京：清华大学出版社, 2016.[5]API RP 14C Analysis, Design, Installation, and Testing of
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收稿日期：2021-03-21作者简介：鲁欣卫，男，学士，毕业于南昌航空工业学院，机械工程师，主要研究方向为海洋石油平台各类设备维护、故障诊断、综合管理等。通信作者：李海寿，男，硕士，毕业于中国石油大学（华东），助理仪表工程师，主要研究方向为海洋石油平台控制系统设计、故障诊断、多系统决策融合。
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