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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 | Full PDF (325.677 KB) | 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 Alif, Nur Ambri, Saipul Amrul Faruq Andi Aco Agus, Andi Aco Andri Andri Aniza Aniza, Aniza Aref Vai, Aref Arga Khariyono Arif Pristianto, Arif Aris, Muhammad Aris, Muhammad Arsali Arsali, Arsali Arsyad, Usman Azhar Affandi Azizul Hakim, Ermanu 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 Dewa Putu Sutjana Dhofirul Fadhil Dzil Ikrom Al Hazmi Dhofirul Fadhil Dzil Ikrom Al Hazmi Diding Suhardi, Diding Dimas Sondang Irawan Djatmiko, Wisnu Dodi Siregar Dwi Setiyawati Enda Wista Sinuraya Erma Suryani Sahabuddin, Erma Suryani Evi Dwi Wahyuni, Evi Dwi Fadli Syamsuddin, Fadli Fatra, Sintia Ifadatul Aulia Fera Lusiana, Fera Frinsyah Virgo, Frinsyah Gentur Handoyo Hardi Wibowo Hastuti, Santi Bery Hasyim, Muhammad Wasful Hawis H. Madduppa Heny Sulistyaningrum Hery Susanto Hussain, Muhammad Najib I Dewa Ayu Inten Dwi Primayanti I Ketut Suyasa I Made Jawi I Made Krisna Dinata I Made Muliarta I Made Niko Winaya I Nyoman Adiputra I Putu Adiartha Griadhi I Putu Adiartha Griadhi, I Putu Adiartha I Putu Gede Adiatmika Ika Candradewi, Ika Ilham Pakaya, Ilham Ilham, Mhd Irmalita Tahir, Irmalita Iskhaq Iskandar Isril " J Alex Pangkahila J. Alex Pangkahila Jehanzeb, Sumaira Jufrizel Jufrizel Kaltum, Umi Ketut Tirtayasa Khan, Shaukat Kotta, Raismin Kusdinar, Asep Budiman LUH MADE INDAH SRI HANDARI ADIPUTRA Luh Putu Ratna Sundari, Luh Putu Ratna M. Jufri Machmud Effendy Mafrudhoh, Zahrotul Maman Somantri Meisar, Fajar Mesran Mesran, Mesran Miftahul Jannah Muhammad Fadly Muhammad Marzuqi Abdullah, Muhammad Marzuqi Muhammad Sudirman Muslimin Muslimin Najib, Nur Fauzan Nebuchadnezzar Akbar Ni Made Swasti Wulanyani Ni Nyoman Ayu Dewi, Ni Nyoman Ayu Nia Kurniati Ningtyas, Yoga Dwi Windy Kusuma Novi Shintia, Novi Nufikria, Ikrima Nugroho, Herry Prasetyo Nur Azlina Nur Hidayati Nur Kasan, Nur Nurcahyani Dewi Retnowati Nurlita, Octavia Ira Nurmulyani, Nurmulyani Nuroji Nuroji Nursiah, Siti Nyoman Adiputra Pradanto Poerwono, Pradanto Purnomo, Agus Tri Purwanto Purwanto Rahayu, Andi Nilam Rahmanta Ginting Rahmi Zulhida, Rahmi Reza Maulana Rizki, Cut Zakia Ronny Mantala, Ronny Ruliyana, Kiki Dwi RUMYENI " Rusli Rusli Sariaman, Agus Frandes Sinaga, Agustian Sisworo Sisworo, Sisworo Sri Adi Widodo Sri Yuliana Subanji Subanji, Subanji SUDARYANTO - Sugijanto - Suginam Suginam, Suginam Suharta, Asep Sukman, Sukman Suparwati, Komang Tri Adi Surahman Surahman Suryaningrum, Christine Wulandari Susy Purnawati Suwignyo . Suwignyo, Suwignyo Syafa'ah, Lailis Syafaah, Lailis Syah, La Ode Muhammad Gustrin SYAHRANI SYAHRANI Syam, Masrum Syofia, Irna Tala, Selfin Toto Nusantara Triandari, Listya Ulah, Irfan Ulfa, Merinda Wa Ode Zusnita Muizu wahyuni wahyuni Waslaluddin Waslaluddin Wayan Weta Widanti, Herista Novia Wijaya Mardiansyah, Wijaya Yudi Alhadi, Yudi Zainur, Zainur Zia, Ahmad Waliuddin Ady Zulhijaya, Zulhijaya