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Journal : Civil Engineering Journal

Development of Pavement Deterioration Models Using Markov Chain Process Isradi, Muhammad; Rifai, Andri I.; Prasetijo, Joewono; Kinasih, Reni K.; Setiawan, Muhammad I.
Civil Engineering Journal Vol 10, No 9 (2024): September
Publisher : Salehan Institute of Higher Education

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.28991/CEJ-2024-010-09-012

Abstract

A common phenomenon in developing countries is that the function of the pavement in the road network will experience structural damage before the completion of life is reached, and the uncertainty of pavement damage is difficult to predict. Planning for maintenance treatment depends on the accuracy of predicting future pavement performance and observing current conditions. This study aims to apply the Markovian probability operational research process to develop a decision support system predicting future pavement conditions. Furthermore, it determines policies and effectiveness in managing and maintaining roads. A standard approach that can be used by observing the history of pavement damage from year to year is to estimate the transition probability as a Markovian-based performance prediction model. The results show that the application of the model is quite optimal, changes in pavement conditions after repair can be easily compared with an increase in good condition, reaching 92.8%. Routinely and consistently handling road deterioration will give favorable results regarding pavement condition value. This will ease in the management of the road network and the accomplishment of the optimal maintenance and repair policies. Doi: 10.28991/CEJ-2024-010-09-012 Full Text: PDF
Data Mining Approach-Based Damage Identification for Asphalt Pavement Under Natural Disaster Conditions Rifai, Andri I.; Isradi, Muhammad; Prasetijo, Joewono; Sari, Yusra A.; Zolkepli, Muhammad F.
Civil Engineering Journal Vol 10, No 12 (2024): December
Publisher : Salehan Institute of Higher Education

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.28991/CEJ-2024-010-12-015

Abstract

Road performance can also decline due to natural disasters such as earthquakes, often in Indonesia. Given the high risk of natural disasters in Indonesia, it is important to consider their impact. Therefore, it is necessary to prepare for road rehabilitation and reconstruction quickly and accurately. This research aims to identify potential factors causing road damage by developing an approach to obtain predictions of road damage levels due to natural disasters by utilizing the availability of historical data, developing a decision support system to rehabilitate and reconstruct roads after disasters, and developing a road damage model due to earthquakes using data mining. The data was used to assess the condition of the national road pavement in Central Sulawesi and identified the disaster events as earthquakes that originated from the USGS. Data processing uses a data mining (DM) approach, which includes three models. The results found that the SVM modeling with the DM approach had a high accuracy rate of 0.91 ± 0.01, RMSE 0.70 ± 0.02, and MAD 0.42 ± 0.01. SVM achieves the highest accuracy after 20 runs. The best hyperparameters to accomplish a fit SVM model are ϵ = 0.07 ± 0.01 and γ = 0.05 ± 0.00. Meanwhile, for ANN, the hyperparameters are H = 3 ± 1. The earthquake’s magnitude (27%) and depth (24%) contribute to road damage. Doi: 10.28991/CEJ-2024-010-12-015 Full Text: PDF
Co-Authors Abdila, Syafiadi Rizki Abdul Hamid Abdul Talib Bon Acep Hidayat Adhwa, Muhammad Adi Nurmahdi, Adi Agung Wahyudi Biantoro Agus Sukoco Agustian, Renaldi Agyanata Tua Munthe Alfaizi, Mohammad Rendy Amar Mufhidin Amar Mufhidin Amar Mufhidin Amar Mufhidin Amar Mufhidin Amar Mufhidin Amar Mufhidin Amar Mufhidin Amar Mufhidin Amar Mufhidin Amar Mufhidin Amrun Rosyid Andri Irfan Rifai Andri, Maulika Alifia Annisa Megarestya Anugrah, Febrian Anugraha, Pebri Tri Arief Rijaluddin Ariyapijati, Raden Hendra Aryanti, Lina Asep Sudrajat Aulia Tarastanty, Nandhita Badawi, Abdullah Ahmad Biankalista, Intan Salma Budi Dermawan, Widodo Budi Susetyo Cahyani, Annisa Aryant Luthfi Candra, Bangkit Yanuar Yularso D A, Caroline Thiovila Dadang Supriyatno Daniel Arnoldi Gultom Daniel Arnoldi Gultom Darius Angtony Dermawan, Widodo Budi DR MUHAMMAD IKHSAN SETIAWAN ST MT Dwi , Yunanto Andi Dwiatmoko, Hermanto Elhazri Hasdian Enif Asfarianto Pratama Fadillah, Ahmad Fadli Bimantara Fajar Prihesnanto Farras, Pramesti Safira Fazadi Rafianda, Dimar Fikri Ramdani Firdaus, Hendy Yusman Ginting, Rio Refelino Guohui Zhang Hanayas Bagaskara Handayani, Susanty Hariadi, Madjumsyah Hartatik, Nurani Hasdian, Elhazri Hendy Yusman Firdaus Hendy Yusman Firdaus Hermanto Dwiatmoko Hermanto Dwiatmoko Hermawan Hermawan Heru Andraiko HERYADIANA, ASEP DIAN Hikmawati Thalib Ilham Andika Imam Sindu Baskoro Indriany, Syilvia Irfan Rifai Jaewono Prasetijo Jawu, Patricia Kanicia Joewono Prasetijo Joewono Prasetijo Joewono Prasetijo Joewono Prasetijo Joewono Prasetijo Joewono Prasetijo Joewono Prasetijo Joewono Prasetijo Joewono Prasetijo Joewono Prasetijo Johan Budiman, Johan Kinasih, Reni K. Kukuh Mahi Sudrajat Lensi Oktavia Stini Lista Lista Luthfi Rachmansyah M Farid Alfarizi R M Ikhsan Setiawan Made, Metta Mahendrata, Ananda Juliano Martindo Gita Dwi Putra Maulana, Ahmad Hifni Mawardi Amin Mohamad Taufik, Mohamad Mohammad Khadem Mohd Adib Mohammad Razi Mufhidin, Amar Muhamad Yuan Kelvin Fuadi Muhamad, Rizal Muhammad Abdika Abdika Muhammad Ashlyzan Razik Muhammad Hafidh Muhammad Ikhsan Setiawan Muhammad Ikhsan Setiawan Muhammad Ikhsan Setiawan Muhammad Ikhsan Setiawan Muhammad Naufal Farhan Muhammad Sylmi Taufanudin Mulia Pamadi Mutiara, Johara Rosita Nabila, Nabila Nashir, Muhammad Farras Nasrun Nasrun Natawibawa K, Surya Nofila Sari Nova, Aryani Novianty, Nadira Nurohman Nurohman Paisal Halim Pawaztris Pawaztris Pawaztris, Pawaztris Permatasari, Nur Fitria Praptoyo, Riska Dwi Prasetijo, Joewono Prasetyo, Agus Mudo Prasetyo, Yudi Dwi Putri Rahayu Rafaelin, Fabiola Frederica Rana Reza Vahira Redwan, Muhammad Reni Karno Kinasih Resinta, Tria Resmitasari, Meyshiva Aulia Reta, Reci Tiana Rifai Rifai Rifai, Andri I. Rohani, Munzilah Md Roisman A. Harefa Ronny Durrotun Nasihien, Ronny Durrotun Salma Karimah Saputra, Tohmas Sari, Yusra A. Sari, Yusra Aulia Sembada, Abdi Septiyani, Yusan Nurul Setiawan, Muhammad I. Setiawan, Muhammad Ikhsan Subagyo, Indriawan Sudrajat, Asep Sudrajat, Kukuh Mahi Sugeng Sugeng Sumarno, Agung Sumiyati Sumiyati Sumiyati Suprapti Suprapti Suprapti Syafiq Human Maulana Syafwandi Syafwandi Syafwandi Syafwandi, Syafwandi Syamsiah Badruddin Tabrani, Alhavid Toruan, Erni Sari Lumban Umar, Usmanul Hayadi Valiant, Rizqi Vendhy Vendhy Vidayanti, Desiana Viranti Fahra Salsabila Wahyu Mulyo Utomo Wan Zahidah Musa Widodo Budi Dermawan Widodo Budi Dermawan Widodo Budi Dermawan Widodo Budi Dermawan Widodo Budi Dermawan Widodo Budi Dermawan Widodo Budi Dermawan Wincent Wincent Wirdianto, Agus Yanti, Dwi Sri Yusman Firdaus, Hendy Yusra Aulia Sari Zaenal Arifin Zaenal Arifin Zaffan Farhana Zainal Zainal Arifin Zainal, Zaffan Farhana Zhang, Guohui Zolkepli, Muhammad F. Zolkepli, Muhammad Farhan