STUDY VEHICLE ARRIVAL TIME PREDICTION FOR DEVELOPMENT PASSENGER INFORMATION DISPLAY SYSTEM

Indonesia is a developing country with enormous potential to become a developed country and one of the characteristics of a developed country is proper public transportation. However, public transportation is currently still lacking in public interest, one example is the bus. There are several facto...

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Main Author: Fauzan, Muhammad
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/41446
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:41446
spelling id-itb.:414462019-08-15T11:44:44ZSTUDY VEHICLE ARRIVAL TIME PREDICTION FOR DEVELOPMENT PASSENGER INFORMATION DISPLAY SYSTEM Fauzan, Muhammad Indonesia Final Project Adaptive Neuro Fuzzy Inference System, Kalman filter, Radial Basis Function Neural Network, Passenger Information Display System, Particle Swarm Optimization INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/41446 Indonesia is a developing country with enormous potential to become a developed country and one of the characteristics of a developed country is proper public transportation. However, public transportation is currently still lacking in public interest, one example is the bus. There are several factors that make buses less desirable. The most common complaint is that passengers do not know the position of the nearest bus and how long the bus will arrive at the bus stop. In this study an interface system will be made for bus passengers at the bus stop that can determine the position of the nearest bus and how long the bus will arrive at the bus stop. This interface system is known as the Passanger Information Display System (PIDS). The bus will be equipped with a GPS sensor to estimate position and also be used as input for predicting arrival time. After that, modeling will be carried out to get a model of the prediction of bus arrival time by using several methods approaches, namely Radial Basis Function Neural Network and Adaptive Neuro Fuzzy Inference System with training using Hybrid Learning and Particle Swarm Optimization. To improve the predicted arrival time of the bus, the Kalman filter algorithm is added to estimate the arrival time at any time. Passanger Information Display System (PIDS) can provide information about the current position and accurate estimation of bus arrival time, so that it can provide benefits to prospective bus passengers at a bus stop to streamline the waiting time at the bus stop. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description Indonesia is a developing country with enormous potential to become a developed country and one of the characteristics of a developed country is proper public transportation. However, public transportation is currently still lacking in public interest, one example is the bus. There are several factors that make buses less desirable. The most common complaint is that passengers do not know the position of the nearest bus and how long the bus will arrive at the bus stop. In this study an interface system will be made for bus passengers at the bus stop that can determine the position of the nearest bus and how long the bus will arrive at the bus stop. This interface system is known as the Passanger Information Display System (PIDS). The bus will be equipped with a GPS sensor to estimate position and also be used as input for predicting arrival time. After that, modeling will be carried out to get a model of the prediction of bus arrival time by using several methods approaches, namely Radial Basis Function Neural Network and Adaptive Neuro Fuzzy Inference System with training using Hybrid Learning and Particle Swarm Optimization. To improve the predicted arrival time of the bus, the Kalman filter algorithm is added to estimate the arrival time at any time. Passanger Information Display System (PIDS) can provide information about the current position and accurate estimation of bus arrival time, so that it can provide benefits to prospective bus passengers at a bus stop to streamline the waiting time at the bus stop.
format Final Project
author Fauzan, Muhammad
spellingShingle Fauzan, Muhammad
STUDY VEHICLE ARRIVAL TIME PREDICTION FOR DEVELOPMENT PASSENGER INFORMATION DISPLAY SYSTEM
author_facet Fauzan, Muhammad
author_sort Fauzan, Muhammad
title STUDY VEHICLE ARRIVAL TIME PREDICTION FOR DEVELOPMENT PASSENGER INFORMATION DISPLAY SYSTEM
title_short STUDY VEHICLE ARRIVAL TIME PREDICTION FOR DEVELOPMENT PASSENGER INFORMATION DISPLAY SYSTEM
title_full STUDY VEHICLE ARRIVAL TIME PREDICTION FOR DEVELOPMENT PASSENGER INFORMATION DISPLAY SYSTEM
title_fullStr STUDY VEHICLE ARRIVAL TIME PREDICTION FOR DEVELOPMENT PASSENGER INFORMATION DISPLAY SYSTEM
title_full_unstemmed STUDY VEHICLE ARRIVAL TIME PREDICTION FOR DEVELOPMENT PASSENGER INFORMATION DISPLAY SYSTEM
title_sort study vehicle arrival time prediction for development passenger information display system
url https://digilib.itb.ac.id/gdl/view/41446
_version_ 1822925991357448192