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Journal : Indonesian Journal of Electronics and Instrumentation Systems

Sistem Klasifikasi Kendaraan Berbasis Pengolahan Citra Digital dengan Metode Multilayer Perceptron Irfan, Muhammad; Ardi Sumbodo, Bakhtiar Alldino; Candradewi, Ika
IJEIS (Indonesian Journal of Electronics and Instrumentation Systems) Vol 7, No 2 (2017): October
Publisher : IndoCEISS in colaboration with Universitas Gadjah Mada, Indonesia.

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22146/ijeis.18260

Abstract

The evolution of video sensors and hardware can be used for developing traffic monitoring system vision based.  It can provide information about vehicle passing by utilizing the camera, so that monitoring can be done automatically. It is needed for the processing systems to provide some information regarding traffic conditions. One such approach is to utilize digital image processing.This research consisted of two phases image processing, namely the process of detection and classification. The process of detection using Haar Cascade Classifier with the training data image form the vehicle and data test form the image state of toll road drawn at random. While, Multilayer Perceptron classification process uses by utilizing the result of the detection process. Vehicle classification is divided into three types, namely car, bus and truck. Then the classification parameters were evaluated by accuracy. The test results vehicle detection indicate the value of accuracy is 92.67. Meanwhile, the classification process is done with phase trial and error to evaluate the parameters that have been determined.  Results of the study show the classification system has an average value of the accuracy is  87.60%.
Co-Authors -, Wahyuddin Abdurrachman Baksir, Abdurrachman Abdurrasyid - Akmal Johan, Akmal Ali Imron Ali Imron, Moh Ali Mokhtar Ambri, Saipul Andi Aco Agus, Andi Aco Andri Andri Aniza Aniza, Aniza Aref Vai, Aref Arga Khariyono Arif Pristianto, Arif Aris, Muhammad Arsali Arsali, Arsali Arsyad, Usman Azhar Affandi Bagus Komang Satriyasa Bakhtiar Alldino Ardi Sumbodo Bangga Dirgantara Adiputra, Bangga Dirgantara Bastian Triatmojo, Bastian Budirman Bachtiar Damanik, Suryadi Dedi Setiabudidaya, Dedi Denny Nugroho Sugianto DESAK MADE WIHANDANI Desriyeni, Desriyeni Dewa Putu Sutjana Dewi Libriana Dhofirul Fadhil Dzil Ikrom Al Hazmi Dhofirul Fadhil Dzil Ikrom Al Hazmi Dimas Sondang Irawan Doddy Panentu Dodi Siregar Dwi Setiyawati Enda Wista Sinuraya Erma Suryani Sahabuddin, Erma Suryani Fadli Syamsuddin, Fadli Fera Lusiana, Fera Frinsyah Virgo, Frinsyah Gentur Handoyo Hardi Wibowo Hastuti, Santi Bery Hawis H. Madduppa I Dewa Ayu Inten Dwi Primayanti I Made Muliarta I Made Niko Winaya I Putu Adiartha Griadhi I Putu Gede Adiatmika I Putu Sutha Nurmawan Ika Candradewi, Ika Ilham, Mhd Iskhaq Iskandar Isril " J. Alex Pangkahila Jehanzeb, Sumaira Jemmy Susanti Jufrizel Jufrizel Kaltum, Umi Ketut Tirtayasa Khan, Shaukat Kotta, Raismin Lailis Syafa’ah, Lailis Luh Putu Ratna Sundari, Luh Putu Ratna Machmud Effendy Maman Somantri Mesran Mesran, Mesran Muhammad Fadly Muhammad Marzuqi Abdullah, Muhammad Marzuqi Muhammad Sudirman Muslimin Muslimin Natalia Natalia Nebuchadnezzar Akbar Nia Kurniati Novi Shintia, Novi Nur Azlina Nurcahyani Dewi Retnowati Nurmulyani, Nurmulyani Nuroji Nuroji Nurvi Alvi Sari Nyoman Adiputra Pradanto Poerwono, Pradanto Rahmi Zulhida, Rahmi Renita Juwita Reza Maulana Rizka Grahara Rizki, Cut Zakia Ronny Mantala, Ronny RUMYENI " Rusli Rusli Sinaga, Agustian Sri Adi Widodo Sri Yuliana SUDARYANTO - Sugijanto - Suginam Suginam, Suginam Suharta, Asep Surahman Surahman Susy Purnawati Suwignyo . SYAHRANI SYAHRANI Syam, Masrum Syofia, Irna Tala, Selfin Triandari, Listya Ulah, Irfan Ulfa, Merinda Wa Ode Zusnita Muizu wahyuni wahyuni Waslaluddin Waslaluddin Wayan Weta Wijaya Mardiansyah, Wijaya Yudi Alhadi, Yudi Zainur, Zainur