A Water Supply Pipeline Risk Analysis Methodology Based on DIY and Hierarchical Fuzzy Inference

被引:4
作者
Fayaz, Muhammad [1 ]
Quoc Bao Pham [2 ]
Nguyen Thi Thuy Linh [2 ,3 ]
Pham Thi Thao Nhi [4 ]
Dao Nguyen Khoi [5 ]
Qureshi, Muhammad Shuaib [1 ]
Shah, Abdul Salam [6 ]
Khalid, Shah [7 ]
机构
[1] Univ Cent Asia, Sch Arts & Sci, Naryn 722918, Kyrgyzstan
[2] Natl Cheng Kung Univ, Dept Hydraul & Ocean Engn, Tainan 701, Taiwan
[3] Thuyloi Univ, Fac Water Resource Engn, Hanoi 100000, Vietnam
[4] Duy Tan Univ, Inst Res & Dev, Danang 550000, Vietnam
[5] Vietnam Natl Univ Ho Chi Minh City, Univ Sci, Fac Environm, Ho Chi Minh City 700000, Vietnam
[6] Univ Kuala Lumpur UniKl MIIT, Dept Comp Engn, Kuala Lumpur 50250, Malaysia
[7] Univ Malakand, Dept Comp Sci & IT, Chakdara 18800, Pakistan
来源
SYMMETRY-BASEL | 2020年 / 12卷 / 01期
关键词
fuzzy logic; water supply pipelines; leakage; Do-it-Yourself (DIY); rules reduction; INTERNET; THINGS; IOT;
D O I
10.3390/sym12010044
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The standard manufacturing organizations follow certain rules. The highest ubiquitous organizing principles in infrastructure design are modular idea and symmetry, both of which are of the utmost importance. Symmetry is a substantial principle in the manufacturing industry. Symmetrical procedures act as the structural apparatus for manufacturing design. The rapid growth of population needs outstrip infrastructure such as roads, bridges, railway lines, commercial, residential buildings, etc. Numerous underground facilities are also installed to fulfill different requirements of the people. In these facilities one of the most important facility is water supply pipelines. Therefore, it is essential to regularly analyze the water supply pipelines' risk index in order to escape from economic and human losses. In this paper, we proposed a simplified hierarchical fuzzy logic (SHFL) model to reduce the set of rules. To this end, we have considered four essential factors of water supply pipelines as input to the proposed SHFL model that are: leakage, depth, length and age. Different numbers of membership functions are defined for each factor according to its distribution. The proposed SHFL model takes only 95 rules as compared to the traditional mamdani fuzzy logic method that requires 1225 rules. It is very hard and time consuming for experts to design 1225 rules accurately and precisely. Further, we proposed a Do-it-Yourself (DIY) system for the proposed SHFL method. The purpose of the DIY system is that one can design the FIS model according to his or her need.
引用
收藏
页数:19
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共 50 条
[1]   Design and Implementation of Cloud-Centric Configuration Repository for DIY IoT Applications [J].
Ahmad, Shabir ;
Hang, Lei ;
Kim, Do Hyeun .
SENSORS, 2018, 18 (02)
[2]  
[Anonymous], P AM WAT WORKS ASS I
[3]   From "Smart Objects" to "Social Objects": The Next Evolutionary Step of the Internet of Things [J].
Atzori, Luigi ;
Iera, Antonio ;
Morabito, Giacomo .
IEEE COMMUNICATIONS MAGAZINE, 2014, 52 (01) :97-105
[4]   The Internet of Things: A survey [J].
Atzori, Luigi ;
Iera, Antonio ;
Morabito, Giacomo .
COMPUTER NETWORKS, 2010, 54 (15) :2787-2805
[5]   Probability distribution of pitting corrosion depth and rate in underground pipelines: A Monte Carlo study [J].
Caleyo, F. ;
Velazquez, J. C. ;
Valor, A. ;
Hallen, J. M. .
CORROSION SCIENCE, 2009, 51 (09) :1925-1934
[6]   A simplified implementation of hierarchical fuzzy systems [J].
Chang, Chia-Wen ;
Tao, Chin-Wang .
SOFT COMPUTING, 2019, 23 (12) :4471-4481
[7]   A fuzzy approach for supplier evaluation and selection in supply chain management [J].
Chen, CT ;
Lin, CT ;
Huang, SF .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2006, 102 (02) :289-301
[8]   Designing a hierarchical fuzzy logic controller using the differential evolution approach [J].
Cheong, France ;
Lai, Richard .
APPLIED SOFT COMPUTING, 2007, 7 (02) :481-491
[9]  
Christodoulou S., 2006, P INT C COMP DEC MAK, P14
[10]   Water Network Assessment and Reliability Analysis by Use of Survival Analysis [J].
Christodoulou, Symeon E. .
WATER RESOURCES MANAGEMENT, 2011, 25 (04) :1229-1238