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All Journal Jurnal INKOM Indonesia Symposium on Computing Indonesian Journal on Computing (Indo-JC) JOIN (Jurnal Online Informatika) Jurnal Teknik Informatika (JUTIF) eProceedings of Engineering Jurnal Abdimas LOGIC: Jurnal Penelitian Informatika
Tjokorda Agung Budi Wirayuda
Universitas Telkom
Computer Science & IT Control & Systems Engineering Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering Social Sciences

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Journal : Jurnal INKOM

 1 
Alternative of Pothole Area Measurement Based-on Video using Threshold-based Marking and GLCM Idestio, Barsyah Dwi; Wirayuda, Tjokorda Agung Budi
INKOM Journal Vol 7, No 2 (2013)
Publisher : Pusat Penelitian Informatika - LIPI

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (1603.033 KB) | DOI: 10.14203/j.inkom.235

Abstract

One  obstacle  that  causes  the  slow  progress  of  road repairment  is  the  measurement  of  the  pothole  area.  In  this  process, calculation of area in each pothole is done. Measurement process nowadays is manually performed by using a conventional tool (such as roll meter) with the help of human entirely. This research objective is to develop the system for detecting and measuring pothole area, by implementing the threshold-base marking and GLCM method in asphalt surface video. The system consists of two stages starting with candidate pothole detection using threshold-based marking then continued by classification process based on feature vector obtained through the GLCM. The results show that the accuracy rate of 91.67% system with a time of 0.08 seconds to process each frame.keywords: Pothole, Image detection, GLCMSalah satu kendala yang menyebabkan lambatnya perbaikan jalan yaitu pada proses pengukuran kerusakan jalan. Pada proses ini, dilakukan penghitungan luas tiap-tiap kerusakan. Proses pengukuran saat ini dilakukan secara manual menggunakan alat ukur sederhana (roll meter) dengan bantuan tenaga manusia sepenuhnya. Pada penelitian ini dikembangkan suatu sistem deteksi dan pengukuran kerusakan jalan khususnya lubang, berbasis data video, dengan menerapkan threshold-based marking dan GLCM. Sistem terdiri atas 2 tahapan, dimulai dengan mendeteksi kemungkinan area lubang  menggunakan threshold-based marking dilanjutkan dengan klasifikasi berdasarkan vektor ciri yang diperoleh melalui GLCM. Hasil pengujian menunjukkan bahwa tingkat akurasi sistem sebesar 91.67% dengan waktu proses 0,08 detik untuk setiap frame.kata kunci: Lubang jalan, Deteksi citra, GLCM
Alternative of Pothole Area Measurement Based-on Video using Threshold-based Marking and GLCM Barsyah Dwi Idestio; Tjokorda Agung Budi Wirayuda
INKOM Journal Vol 7, No 2 (2013)
Publisher : Pusat Penelitian Informatika - LIPI

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.14203/j.inkom.235

Abstract

Road as one transport infrastructure has become the lifeblood of society which has an important role in development of state and nation. Indonesia today has around 3.800 kilometers of damaged roads, or about 10 percent of the total length of nation roads. One obstacle that causes the slow progress of road repairment is the measurement of the pothole area. In this process, calculation of area in each pothole is done. Measurement process nowadays is manually done by using a conventional tool (such as roll meter) with the help of human entirely. This research is trying to develop the system for detecting and measuring pothole area, by implementing the threshold-base marking and GLCM method in asphalt surface video.Based on Christian Koch and Loannis Brilakis, threshold-based method is able to do the segmentation and marking the possibility of pothole in asphalt surface video frame. Based on Mark Nixon and Aguado Alberto, gray level co-occurrence matrix has a good performance to extracting the texture in order to distinguish the texture of pothole and normal surface. Combination of both methods could be an alternative for measurement of pothole area in the process of road repairment in Indonesia.
Co-Authors Adi Saputra Amna Rizky Anditya Arifianto Andri Arindiah Andrian Wijayana Arya Beta Putra Pratama Bambang Ari Wahyudi Bandy Cipta Nur Ramadhan Barsyah Dwi Idestio Bedy Purnama Bobby Yuliandra Brilian Aringga Prabowo Dian Masmawati Fahmi Rahmanthaha Nurdinsyah Fani Nuraini Febriyanti Sthevanie Febryanti Sthevanie Fitri Amalia Hadi Gugy Lucky Khamdani Gunawan Gunawan Gustav Nugraha Hafidz Al Djohari Hertog Nugroho Idestio, Barsyah Dwi Indwiarti Iqbal Saviola Syah bill haq Jondri Jondri Juwindar Honesty Simanjuntak Kurniawan Nur Ramadhani Muhammad Miftah Muslim Zulfikar Muhammad Mirza Muhammad Shafhi Kasyfillah Muhammad Zulfiqar Shafar Muslim Sidiq Natha, Si Gede Ngurah Chandra Adi Nurrahman, Yusuf Abidin Prasti Eko Yunanto Pratama, Arya Beta Putra Putu Harry Gunawan Retno Novi Retno Novi Reza Aulia Sadewa Rifki Wijaya Risky Diatama Rita Rismala Siti Sa'adah Sthevanie, Febriyanti Untari Novia Wisesty Yustar Pramudana