Analysis on the Implementation of Analytic Hierarchy Process and Decision Tree C4.5 to Support Priority Determination in the Maintenance of Bridge in Lumajang

Authors

  • Agus Siswanto Department of Civil Engineering, University of Jember, Jln. Kalimantan 37, Jember 68121, Indonesia
  • Entin Hidayah Department of Civil Engineering, University of Jember, Jln. Kalimantan 37, Jember 68121, Indonesia
  • Akhmad Hasanuddin Department of Civil Engineering, University of Jember, Jln. Kalimantan 37, Jember 68121, Indonesia

Keywords:

AHP Method, Decision Tree C4.5 Method, Priority Determination

Abstract

According to the data provided by the Department of Public Works and Spatial Planning of Lumajang District, there is a gap between the amounts of ideal annual bridge maintenance (8 units) and the realization of such maintenance (3 units), accordingly priorities shall be determined in bridge maintenance to enable those bridges to be used as it should. This research will integrate Machine Learning Decision Tree with AHP based upon the BMS evaluating standard to obtain the Supporting System of Priority Determination in the Maintenance of Bridge in Lumajang. The result of this study shows that the criteria of bridge within the evaluation are Bridge Condition with a value of 44%, Traffic Volume 14,72%, Policy 15,92%, Land Use with a 5,59% value, and Social 19,76%. Further, by the support of Decision Tree C4.5 process, it was obtained that the parameter of foundation in Bridge Condition criteria has the highest value.

References

H. J. Struyk, Jembatan. Jakarta: Pradnya Paramita, 1995.

. Local Government Lumajang District, Local Government Budget Regulation No. 21 of 2016 on Regulation of Local Government Budget 2017. 2016.

. Public Works and Spatial Planning Lumajang District, “Budget Ceiling List for Public Works and Spatial Planning in Lumajang 2017,” 2017.

. Public Works and Spatial Planning Lumajang District, Lumajang Bridge. 2018.

. T. L. Saaty, “A scaling method for priorities in hierarchical structures,” J. Math. Psychol., vol. 15, no. 3, hal. 234–281, 1977, doi: 10.1016/0022-2496(77)90033-5.

. T. L. Saaty, “Decision making with the analytic hierarchy process,” Int. J. Serv. Sci., vol. 1, no. 1, hal. 83–98, 2008.

. S. Meesawad, B. Thanasopon, dan O. Wongwirat, “A Result Verification of Decision Tree Model for Industrial Wireless Sensors Selection using Analytic Hierarchy Process,” JCSSE 2019 - 16th Int. Jt. Conf. Comput. Sci. Softw. Eng. Knowl. Evol. Towar. Singul. Man-Machine Intell., hal. 43–48, 2019, doi: 10.1109/JCSSE.2019.8864202.

. E. Lima, E. Gorski, E. F. R. Loures, E. A. Portela Santos, dan F. Deschamps, “Applying machine learning to AHP multicriteria decision making method to assets prioritization in the context of industrial maintenance 4.0,” IFAC-PapersOnLine, vol. 52, no. 13, hal. 2152–2157, 2019, doi: 10.1016/j.ifacol.2019.11.524.

. A. Nurdin, “Determination of the bridge maintenance and rehabilitation priority scale in kabupaten Pinrang,” J. Phys. Conf. Ser., vol. 795, no. 1, 2017, doi: 10.1088/1742-6596/795/1/012070.

. Berita Universitas Jember, “Supporting The Achievement of SDGs, Jember University Consolidates All Agency for Regional Development in East Java, and Launches SDGs Research Group,” 2018. [Daring]. Tersedia pada: https://unej.ac.id/dukung-pencapaian-sdgs-universitas-jember-konsolidasikan-seluruh-bappeda-bappekot-se-jawa-timur-dan-luncurkan-kelompok-riset-sdgs/. [Diakses: 01-Apr-2020].

. Binamarga, Bridge Inspection Guide. Directorate General of Bina Marga Ministry of Public Works of the Republic of Indonesia, 1993.

. H. Sudradjat, L. Djakfar, dan Y. Zaika, “Penentuan Prioritas Penanganan Jembatan Pada JARINGAN JALAN PROVINSI JAWA TIMUR ( Wilayah UPT Surabaya : Kota Surabaya , Kabupaten Sidoarjo dan Kabupaten Gresik ),” vol. 9, no. 3, hal. 219–228, 2015.

. Bupati Lumajang, Spatial Plans and Areas of Lumajang 2012 - 2032. Indonesia: Kabupaten Lumajang, 2013.

. Laws of the Republic of Indonesia, National Development Planning System. Indonesia.

. East Java Public Works Department, Strategic Plan and Work Plan 2014 – 2019. .

. A. Syawal, “PERBANDINGAN SKALA PRIORITAS PENANGANAN JALAN DI KABUPATEN BENGKAYANG ANTARA METODE AHP DENGAN METODE BINA MARGA,” J. Tek. SIPIL UNTAN, vol. 13–2, 2013.

. T. M. Mitchell, Machine Learning, vol. 17. 1997.

. M. Rajasekhar, G. Sudarsana Raju, Y. Sreenivasulu, dan R. Siddi Raju, “Delineation of groundwater potential zones in semi-arid region of Jilledubanderu river basin, Anantapur District, Andhra Pradesh, India using fuzzy logic, AHP and integrated fuzzy-AHP approaches,” HydroResearch, vol. 2, hal. 97–108, 2019, doi: 10.1016/j.hydres.2019.11.006.

. D. Gustian dan R. D. Hundayani, “Combination of AHP Method with C4.5 in the level classification level out students,” 3rd Int. Conf. Comput. Eng. Des. ICCED 2017, vol. 2018-March, hal. 1–6, 2018, doi: 10.1109/CED.2017.8308098.

. E. D. W. Prasetyo, M. Handajani, dan Ismiyati, “Criteria Analysis, weight and Priority for Handling Bridges in Kudus District using AHP and Promethee II methods,” J. Phys. Conf. Ser., vol. 1167, no. 1, 2019, doi: 10.1088/1742-6596/1167/1/012009.

Downloads

Published

2020-09-26

How to Cite

Siswanto , A. ., Hidayah , E. ., & Hasanuddin , A. . (2020). Analysis on the Implementation of Analytic Hierarchy Process and Decision Tree C4.5 to Support Priority Determination in the Maintenance of Bridge in Lumajang. International Journal of Sciences: Basic and Applied Research (IJSBAR), 54(2), 84–96. Retrieved from https://www.gssrr.org/index.php/JournalOfBasicAndApplied/article/view/11713

Issue

Vol. 54 No. 2 (2020)

Section

Articles

License

Authors who submit papers with this journal agree to the following terms.