ANFIS method to enhance FMEA water operation model of Indonesia drinking water distribution system
Many problems are found in water treatment and distribution in water operations. Those problems range from low to critical risk. All critical risks must be addressed immediately. The Failure Mode and Effects Analysis (FMEA) prioritizes problems based on Occurrence, Severity, and Detection values to...
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Universitas Mercu Buana
2025-01-01
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| Series: | Jurnal Ilmiah SINERGI |
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| Online Access: | https://publikasi.mercubuana.ac.id/index.php/sinergi/article/view/26835 |
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| author | Diah Septiyana Mohamed Abd. Rahman Tasnim Firdaus Mohamed Ariff Desy Rosarina Erry Yulian T. Adesta Galang Persada Nurani Hakim Nor Aiman Sukindar |
| author_facet | Diah Septiyana Mohamed Abd. Rahman Tasnim Firdaus Mohamed Ariff Desy Rosarina Erry Yulian T. Adesta Galang Persada Nurani Hakim Nor Aiman Sukindar |
| author_sort | Diah Septiyana |
| collection | DOAJ |
| description | Many problems are found in water treatment and distribution in water operations. Those problems range from low to critical risk. All critical risks must be addressed immediately. The Failure Mode and Effects Analysis (FMEA) prioritizes problems based on Occurrence, Severity, and Detection values to identify critical risks. However, this method is also having problems. With the same risk priority number (RPN) calculation, FMEA would be a ranking problem with the same RPN value; hence, we have a priority problem that is not critical but based on the highest value. To solve this problem, we propose additional methods, such as the ANFIS, to give weight based on risk level classification. From the results of data processing carried out by the ANFIS method, it is proven that it can perform re-ranking, for example, in the L2, R5, S8, and U3 code, which has an FMEA RPN value of 12. However, in FMEA-ANFIS, the RPN value becomes L2 2.05, R5 1.52, S8 1.32, and U3 2.52. Furthermore, with these results, it can be concluded that the ANFIS method can enhance the FMEA model in water operations. |
| format | Article |
| id | doaj-art-f8fec2d864454c888268227dc45dfee4 |
| institution | Kabale University |
| issn | 1410-2331 2460-1217 |
| language | English |
| publishDate | 2025-01-01 |
| publisher | Universitas Mercu Buana |
| record_format | Article |
| series | Jurnal Ilmiah SINERGI |
| spelling | doaj-art-f8fec2d864454c888268227dc45dfee42025-01-13T04:38:19ZengUniversitas Mercu BuanaJurnal Ilmiah SINERGI1410-23312460-12172025-01-0129117518410.22441/sinergi.2025.1.0167902ANFIS method to enhance FMEA water operation model of Indonesia drinking water distribution systemDiah Septiyana0Mohamed Abd. Rahman1Tasnim Firdaus Mohamed Ariff2Desy Rosarina3Erry Yulian T. Adesta4Galang Persada Nurani Hakim5Nor Aiman Sukindar6Department of Industrial Engineering, Faculty of Engineering, Universitas Muhammadiyah Tangerang Department of Manufacturing and Material Engineering, Kulliyyah of Engineering (KOE), International Islamic University MalaysiaDepartment of Manufacturing and Material Engineering, Kulliyyah of Engineering (KOE), International Islamic University MalaysiaDepartment of Manufacturing and Material Engineering, Kulliyyah of Engineering (KOE), International Islamic University MalaysiaDepartment of Industrial Engineering, Faculty of Engineering, Universitas Muhammadiyah TangerangDepartment of Mechanical Engineering, Faculty of Engineering, Universitas Bandar LampungDepartment of Electrical Engineering, Faculty of Engineering, Universitas Mercu BuanaProduct Design, School of Design, Universiti Teknologi BruneiMany problems are found in water treatment and distribution in water operations. Those problems range from low to critical risk. All critical risks must be addressed immediately. The Failure Mode and Effects Analysis (FMEA) prioritizes problems based on Occurrence, Severity, and Detection values to identify critical risks. However, this method is also having problems. With the same risk priority number (RPN) calculation, FMEA would be a ranking problem with the same RPN value; hence, we have a priority problem that is not critical but based on the highest value. To solve this problem, we propose additional methods, such as the ANFIS, to give weight based on risk level classification. From the results of data processing carried out by the ANFIS method, it is proven that it can perform re-ranking, for example, in the L2, R5, S8, and U3 code, which has an FMEA RPN value of 12. However, in FMEA-ANFIS, the RPN value becomes L2 2.05, R5 1.52, S8 1.32, and U3 2.52. Furthermore, with these results, it can be concluded that the ANFIS method can enhance the FMEA model in water operations.https://publikasi.mercubuana.ac.id/index.php/sinergi/article/view/26835anfisdrinking waterfmearisk priority numberwater operation |
| spellingShingle | Diah Septiyana Mohamed Abd. Rahman Tasnim Firdaus Mohamed Ariff Desy Rosarina Erry Yulian T. Adesta Galang Persada Nurani Hakim Nor Aiman Sukindar ANFIS method to enhance FMEA water operation model of Indonesia drinking water distribution system Jurnal Ilmiah SINERGI anfis drinking water fmea risk priority number water operation |
| title | ANFIS method to enhance FMEA water operation model of Indonesia drinking water distribution system |
| title_full | ANFIS method to enhance FMEA water operation model of Indonesia drinking water distribution system |
| title_fullStr | ANFIS method to enhance FMEA water operation model of Indonesia drinking water distribution system |
| title_full_unstemmed | ANFIS method to enhance FMEA water operation model of Indonesia drinking water distribution system |
| title_short | ANFIS method to enhance FMEA water operation model of Indonesia drinking water distribution system |
| title_sort | anfis method to enhance fmea water operation model of indonesia drinking water distribution system |
| topic | anfis drinking water fmea risk priority number water operation |
| url | https://publikasi.mercubuana.ac.id/index.php/sinergi/article/view/26835 |
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