IMPLEMENTASI SISTEM KLASIFIKASI MOBIL PADA SISTEM PENGATURAN LAMPU LALU LINTAS TERDISTRIBUSI BERBASISKAN JARINGAN SYARAF TIRUAN

  • Arief Ramadhan
  • Muhammad Fajar
  • M. Eka Suryana
  • Big Zaman
DOI: https://doi.org/10.21609/jiki.v4i2.165
Keywords: backpropagation, FLVQ, FLVQ-PSO, jaringan syaraf tiruan, lampu lalu lintas, artificial neural networks, , traffic lights

Abstract

Sistem Pengaturan Lampu Lalu Lintas Terdistribusi adalah sebuah sistem lampu lalu lintas yang ditujukan untuk memenuhi kebutuhan akan kinerja pengaturan lampu lalu lintas yang cerdas dengan pengambilan data secara real-time. Sistem ini dapat melakukan penjadwalan dan pengaturan jaringan banyakpersimpangan secarareal-time yang tidak bisa dilakukan oleh sistem pengaturan lampu lalu lintas konvensional. Penerapan klasifikasi di dalam sistem ini digunakan untuk meningkatkan akurasi dari pengenalan mobil. Proses klasifikasi diimplementasikan menggunakan tiga algoritma Jaringan Syaraf Tiruan, yakni Backpropagation, FLVQ, dan FLVQ-PSO. Berdasarkan hasil ujicoba, dapat ditunjukkan bahwa algoritma Backpropagationmemiliki performa akurasi yang lebih baik dibandingkan dua algoritma JST yang lainnya. Distributed Traffic Light Control System is a traffic light system intended to meet the need for setting the performance of intelligent traffic lights with real-time data capturing. The system can perform scheduling and network settings of multi-junction in real time that can not be done by a conventional traffic light settings system. Application of classification within this system is used to improve the accuracy of the car recognition. Classification process is implemented using three neural network algorithms, namely Backpropagation, FLVQ, and FLVQ-PSO. Based on the test results, it can be shown that the Backpropagation algorithm performs better accuracy than the other two algorithms.
Published
2012-05-30
How to Cite
Ramadhan, A., Fajar, M., Suryana, M. E., & Zaman, B. (2012). IMPLEMENTASI SISTEM KLASIFIKASI MOBIL PADA SISTEM PENGATURAN LAMPU LALU LINTAS TERDISTRIBUSI BERBASISKAN JARINGAN SYARAF TIRUAN. Jurnal Ilmu Komputer Dan Informasi, 4(2), 66-73. https://doi.org/10.21609/jiki.v4i2.165
Issue
Vol. 4 No. 2 (2011): Jurnal Ilmu Komputer dan Informasi (Journal of Computer Science and Information)
Section
Articles

Authors who publish with this journal agree to the following terms:

  1. Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution License that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
  2. Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgement of its initial publication in this journal.
  3. Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (See The Effect of Open Access).