DEEP LEARNING IMPLEMENTATION IN AUTONOMOUS DRIVING CAR SIMULATION BY USING AIRSIM

Machine Learning is one of the aspects in Artificial Intelligence where this aspect makes machines to be able to learn and become smarter like humans. There are various current technologies that apply Machine Learning, one of them is Autonomous Driving technology. This technology aims to help hum...

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Main Author: Gunova, Violla
Format: Theses
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/56942
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:56942
spelling id-itb.:569422021-07-22T19:32:26ZDEEP LEARNING IMPLEMENTATION IN AUTONOMOUS DRIVING CAR SIMULATION BY USING AIRSIM Gunova, Violla Indonesia Theses Machine Learning, Autonomous Driving, AirSim INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/56942 Machine Learning is one of the aspects in Artificial Intelligence where this aspect makes machines to be able to learn and become smarter like humans. There are various current technologies that apply Machine Learning, one of them is Autonomous Driving technology. This technology aims to help human work related to driving. There are several methods in Machine Learning that can be used to build this technology. In order to build this technology without taking a long training-time, Deep Learning and Supervised Learning methods will be used. The output of the establishment of Autonomous Driving technology this time is the car moves according to the trajectory and has short training-time. In order to achieve it, the training will be done by using 1-set of training data which is recorded in order to find the best training parameters at first. After the parameters are obtained, the training will be executed with various-sets of training data using these parameters. The number of set data for training will be added continuously until the initial outputs of establishing this technology are achieved. This technology are done by using the help of AirSim simulator. This must be done to avoid the damage that occurs when the exercise is done in the real world. 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 Machine Learning is one of the aspects in Artificial Intelligence where this aspect makes machines to be able to learn and become smarter like humans. There are various current technologies that apply Machine Learning, one of them is Autonomous Driving technology. This technology aims to help human work related to driving. There are several methods in Machine Learning that can be used to build this technology. In order to build this technology without taking a long training-time, Deep Learning and Supervised Learning methods will be used. The output of the establishment of Autonomous Driving technology this time is the car moves according to the trajectory and has short training-time. In order to achieve it, the training will be done by using 1-set of training data which is recorded in order to find the best training parameters at first. After the parameters are obtained, the training will be executed with various-sets of training data using these parameters. The number of set data for training will be added continuously until the initial outputs of establishing this technology are achieved. This technology are done by using the help of AirSim simulator. This must be done to avoid the damage that occurs when the exercise is done in the real world.
format Theses
author Gunova, Violla
spellingShingle Gunova, Violla
DEEP LEARNING IMPLEMENTATION IN AUTONOMOUS DRIVING CAR SIMULATION BY USING AIRSIM
author_facet Gunova, Violla
author_sort Gunova, Violla
title DEEP LEARNING IMPLEMENTATION IN AUTONOMOUS DRIVING CAR SIMULATION BY USING AIRSIM
title_short DEEP LEARNING IMPLEMENTATION IN AUTONOMOUS DRIVING CAR SIMULATION BY USING AIRSIM
title_full DEEP LEARNING IMPLEMENTATION IN AUTONOMOUS DRIVING CAR SIMULATION BY USING AIRSIM
title_fullStr DEEP LEARNING IMPLEMENTATION IN AUTONOMOUS DRIVING CAR SIMULATION BY USING AIRSIM
title_full_unstemmed DEEP LEARNING IMPLEMENTATION IN AUTONOMOUS DRIVING CAR SIMULATION BY USING AIRSIM
title_sort deep learning implementation in autonomous driving car simulation by using airsim
url https://digilib.itb.ac.id/gdl/view/56942
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