Penerapan Case-Based Reasoning untuk Perawatan dan Perbaikan Mesin di Jurusan Teknik Mesin Polman Babel

Authors

  • Yang Agita Rindri Teknologi Rekayasa Perangkat Lunak, Politeknik Manufaktur Negeri Bangka Belitung
  • Boy Rollastin Teknik Mesin dan Manufaktur, Politeknik Manufaktur Negeri Bangka Belitung,

DOI:

https://doi.org/10.33504/manutech.v12i2.137

Keywords:

similarity function, case-based reasoning, euclidean distance, weighted sum

Abstract

This study aims to implement a Case-Based Reasoning (CBR) for diagnosis and recommendations for the maintenance and repair of machines in the Department of Mechanical Engineering Polman Negeri Bangka Belitung. The research begins with the process of collecting data for knowledge bases related to the maintenance and repair cases of these machines. Furthermore, the data is modeled based on its attributes. The cases that have been modeled are input into the CBR system by applying the similarity function of weighted sum and Euclidean distance. The higher the similarity between a new case and cases that have been stored on a case base, the more suitable the solution on a case base can be applied in other cases. The results obtained were 5 case bases, i.e. the base case of flat grinding machines, the case base of lathe machines, the case base of milling machines, the case base of CNC machines, and the case base of the welding machines. The results of the CBR system are able to diagnose the causes of problems with machines through the symptoms of problems that occur and able to provide recommendations for the maintenance and repair of these machines.

Downloads

Download data is not yet available.

References

. Hasdiansah, "Pembuatan Program Aplikasi Pemeliharaan Mesin Terjadual di Laboratorium Mekanik

Polman Negeri Bangka Belitung," Jurnal Manutech, pp. 23-30, 2018.

. S. Russell and P. Norvig, Artificial Intelligence A Modern Approach Third Edition, New Jersey:

Pearson Education, Inc.,, 2010.

. F. Tempola, A. Musdholifah and S. Hartati, "Case Based Reasoning For Determining The Feasibility

Of Scholarship Grantees Using Case Adaptation," in International Conference on Information

Technology, Computer, and Electrical Engineering, Semarang, 2018.

. E. Wahyudi and S. Hartati, "Case-Based Reasoning untuk Diagnosis Penyakit Jantung," Indonesian

Journal of Computing and Cybernetics Systems (IJCCS), vol. 11, no. 1, pp. 1-10, 2017.

. M. Choiri and P. B. Santoso, "Case-Based Reasoning untuk Menjaga Mutu Pelayanan Purna Jual

Otomotif," Journal of Engineering and Management in Industrial System, vol. III, no. 1, pp. 15-21,

. A. T. and H. S. Pratiwi, "Diagnosis Kerusakan Komputer Menggunakan Metode Similarity Jaccard

Coefficient," Jurnal Sistem dan Teknologi Informasi (JUSTIN), vol. V, no. 2, pp. 104-108, 2017.

. A. R. Pahlawan and S. Wibisono, "Implementasi Case Based Reasoning untuk Sistem Diagnosis

Hama dan Penyakit Tanaman Cabe Merah Menggunakan Algoritma Similaritas Neyman," in

Seminar Nasional Teknologi Informasi dan Aplikasi Komputer, Semarang, 2017.

. "CASE BASED REASONING UNTUK PENDIAGNOSAAN PENYAKIT IKAN HIAS," JIKE, vol. 1, no. 1, pp. 1-

, Januari 2011.

. T. Hastie, R. Tibshirani and J. Friedman, The Elements of Statistical Learning Data Mining, Inference,

and Prediction, Second Edition, New York: pringer-Verlag, Inc., 2009.

. T. Rismawan and S. Hartati, "Case-Based reasoning untuk Diagnosa Penyakit THT," Indonesian

Journal of Computing and Cybernetics Systems (IJCCS), vol. 6, no. 2, pp. 67 - 78, 2012.

. I. Bichindaritz, C. Marling and S. Montani, "Recent Themes in Case-Based Reasoning and Knowledge

Discovery," in Proceedings of the Thirtieth International Florida Artificial Intelligence Research

Society Conference, Florida, 2017.

. C.-c. Xiong, W. Lan-ting and X. Tao, "E-government Decision Support System Based on Case-based

Reasoning and Ontology," in 12th International Conference on Fuzzy Systems and Knowledge

Discovery (FSKD), Zhangjiajie, China, 2015.

. M. Richter and R. O. Weber, Case-based reasoning: a textbook 1 st Edition, Springer, 2013.

. A. Ns, "Eksplorasi Framework MyCBR untuk Membuat Aplikasi Berbasis Case-Based Reasoning," in

SNAKOM 2012 - Seminar Nasional Komputasi 2012, Bandung, 2012.

. L. Zilles, "myCBR Project : myCBR Tutorial," Deutsches Forschungszentrum für Künstliche Intelligenz

(DFKI), 2009.

Downloads

Published

2020-12-07

How to Cite

Rindri, Y. A., & Rollastin, B. (2020). Penerapan Case-Based Reasoning untuk Perawatan dan Perbaikan Mesin di Jurusan Teknik Mesin Polman Babel. Manutech : Jurnal Teknologi Manufaktur, 12(2), 102-111. https://doi.org/10.33504/manutech.v12i2.137