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IMPLEMENTASI FUZZY LOGIC CONTROL TYPE-2 SEBAGAI SISTEM KENDALI POSISI PADA AUTONOMOUS BUOY

Nugraha, Nandi Prabu - Personal Name;

This research analyzes the application of the Fuzzy Logic Controller (FLC) type-2 for Autonomous vehicle steering control, using input values in the form of error and delta error from the difference between the output produced by the primary controller and the steering angle value obtained from the calculation of the pulse encoder installed on the steering wheel. This data is then processed through ROS (robot perating system). This study compares the performance of type-2 FLCs with 7 members and 5 members, as well as PID controllers in various scenarios. The results show that FLC type-2 with 7 members achieves an average error of 4.97%, better than the 5 member configuration which has an error of 7.71%. In Obstacle avoidance tests, FLC type-2 demonstrated superior accuracy with average errors of 1.54% for human avoidance, 4.28% for one parked car, 1.2% for two cars parked on the left, and 2.13% for two cars parking on the left and one on the right. This compares to PID controllers registering errors of 2.19%, 3.49%, 1.12%, and 3.49% respectively. Full route testing from the front of the Electrical Engineering Department to the Faculty of Engineering and back recorded an average error of 8.87% for FLC type-2 and 12.35% for PID, while the return route error was 4.52% for FLC type-2 and 7.57% for PID. Type-2 FLC with 7 members has proven to be more effective in maintaining accuracy and performance in dynamic driving conditions than PID, although PID has a smoother response to small error values. These findings demonstrate the potential of type-2 FLC in improving steering accuracy and overall performance of Autonomous cars.


Availability
#
Central Library (Reference) T1514812024
T151481
Available but not for loan - Not for Loan
Detail Information
Series Title
-
Call Number
T1514812024
Publisher
Indralaya : Prodi Teknik Elektro, Fakultas Teknik Universitas Sriwijaya., 2024
Collation
xiii, 126 hlm.; ilus.; 29 cm
Language
Indonesia
ISBN/ISSN
-
Classification
623.890 7
Content Type
Text
Media Type
unmediated
Carrier Type
-
Edition
-
Subject(s)
Prodi Teknik Elektro
Autonomous Buoy
Specific Detail Info
-
Statement of Responsibility
KA
Other version/related
TitleEditionLanguage
DESAIN PENGENDALI STEERING PADA AUTONOMOUS VEHICLE MENGGUNAKAN METODE IMPROVED SWERVE DRIVE BERBASIS ALGORITMA PIDid
DESAIN PENGENDALI STEERING PADA AUTONOMOUS VEHICLE MENGGUNAKAN METODE IMPROVE SWERVE DRIVE BERBASIS ALGORITMA FUZZY LOGIC TIPE 2id
PERANCANGAN SISTEM LATERAL CONTROL AUTONOMOUS VEHICLE BERBASIS FUZZY LOGIC CONTROL TYPE-2 UNTUK MENJAGA KESTABILAN LINTASAN-id
File Attachment
  • IMPLEMENTASI FUZZY LOGIC CONTROL TYPE-2 SEBAGAI SISTEM KENDALI POSISI PADA AUTONOMOUS BUOY
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