Optimized Type-2 Fuzzy Logic Control for Low-Speed Vehicle Pedal Pressing Automation Using Hybrid Spiral Sine Cosine Algorithm
This paper describes the systematic design and experimental analysis of a Fuzzy Logic Controller (FLC) to govern vehicle speed for low-speed driving by adjusting an attached linear actuator that governs the vehicle's pedal. The research investigates two FLC approaches: the standard Type 1 FLC...
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IIUM Press, International Islamic University Malaysia
2025-01-01
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| Series: | International Islamic University Malaysia Engineering Journal |
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| Online Access: | https://journals.iium.edu.my/ejournal/index.php/iiumej/article/view/3436 |
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| author | Azrul Azim Abdullah Hashim Nor Maniha Abdul Ghani Salmiah Ahmad Mohd Ruzaini Hashim Noor Zirwatul Ahlam Naharuddin Addie Irawan |
| author_facet | Azrul Azim Abdullah Hashim Nor Maniha Abdul Ghani Salmiah Ahmad Mohd Ruzaini Hashim Noor Zirwatul Ahlam Naharuddin Addie Irawan |
| author_sort | Azrul Azim Abdullah Hashim |
| collection | DOAJ |
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This paper describes the systematic design and experimental analysis of a Fuzzy Logic Controller (FLC) to govern vehicle speed for low-speed driving by adjusting an attached linear actuator that governs the vehicle's pedal. The research investigates two FLC approaches: the standard Type 1 FLC and the advanced Type 2 FLC, both optimized using the Hybrid Spiral Sine Cosine Algorithm (SSCA). The integrated system linking the actuator to the dynamics model of the vehicle shows improved ability in the manner in which control is done. Physical modeling and simulation were done in Simscape MATLAB, which provides an opportunity for modeling and visual description of the actuator system's relationship with the dynamics of the car. The results presented in this paper prove the fact that the analyzed Type 2 FLC optimized by the SSCA method performs better than the traditional Type 1 FLC in terms of the key metrics, with improvements of 32.4242% in overshoot, 0.364 seconds in settling time, and a reduction of 0.002009 in steady-state error at 2 km/h reference speed. This superior performance highlights the potential of the SSCA-optimized Type 2 FLC to automate pedal pressing for vehicle speed control, effectively replacing repetitive pedal actions and reducing driver fatigue, as this mechanism proves capable of controlling vehicle speed with high precision.
ABSTRAK: Kertas kerja ini menerangkan reka bentuk sistematik dan analisis eksperimen Pengawal Logik Kabur (FLC) untuk mengawal kelajuan kenderaan untuk pemanduan berkelajuan rendah dengan melaraskan penggerak linear yang dipasang yang mengawal pedal kenderaan. Penyelidikan ini menyiasat dua pendekatan FLC: FLC Jenis 1 standard dan FLC Jenis 2 lanjutan, kedua-duanya dioptimumkan menggunakan Algoritma Kosinus Sinus Lingkaran Hibrid (SSCA). Sistem bersepadu yang menghubungkan penggerak kepada model dinamik kenderaan menunjukkan keupayaan yang lebih baik dalam cara kawalan dilakukan. Pemodelan dan simulasi fizikal telah dilakukan dalam Simscape MATLAB di mana ia menyediakan peluang pemodelan dan penerangan visual tentang hubungan sistem penggerak dengan dinamik kereta. Keputusan yang dibentangkan dalam kertas kerja ini membuktikan fakta bahawa FLC Jenis 2 yang dianalisis yang dioptimumkan oleh kaedah SSCA menunjukkan prestasi yang lebih baik daripada FLC Jenis 1 tradisional dari segi metrik utama, dengan peningkatan sebanyak 32.4242% dalam overshoot, 0.364 saat dalam masa penyelesaian, dan pengurangan 0.002009 dalam ralat keadaan mantap pada kelajuan rujukan 2 km/j. Prestasi unggul ini menyerlahkan potensi Type 2 FLC yang dioptimumkan SSCA untuk mengautomasikan penekanan pedal untuk kawalan kelajuan kenderaan, menggantikan tindakan pedal berulang dengan berkesan dan mengurangkan keletihan pemandu, kerana mekanisme ini terbukti mampu mengawal kelajuan kenderaan dengan ketepatan tinggi.
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| format | Article |
| id | doaj-art-0d9dd5b6b80443d0828d53bd7bb04aa8 |
| institution | Kabale University |
| issn | 1511-788X 2289-7860 |
| language | English |
| publishDate | 2025-01-01 |
| publisher | IIUM Press, International Islamic University Malaysia |
| record_format | Article |
| series | International Islamic University Malaysia Engineering Journal |
| spelling | doaj-art-0d9dd5b6b80443d0828d53bd7bb04aa82025-01-10T12:40:37ZengIIUM Press, International Islamic University MalaysiaInternational Islamic University Malaysia Engineering Journal1511-788X2289-78602025-01-0126110.31436/iiumej.v26i1.3436Optimized Type-2 Fuzzy Logic Control for Low-Speed Vehicle Pedal Pressing Automation Using Hybrid Spiral Sine Cosine AlgorithmAzrul Azim Abdullah Hashim0Nor Maniha Abdul Ghani1https://orcid.org/0000-0001-5568-4663Salmiah Ahmad2https://orcid.org/0000-0003-3345-1812Mohd Ruzaini Hashim3https://orcid.org/0000-0001-8228-3865Noor Zirwatul Ahlam Naharuddin4https://orcid.org/0000-0001-9751-6879Addie Irawan5https://orcid.org/0000-0001-5844-8666Universiti Malaysia Pahang Al-Sultan AbdullahUniversiti Malaysia Pahang Al-Sultan Abdullah University of Doha for Science and Technology Technical University of Malaysia Malacca Universiti Malaysia Pahang Al-Sultan AbdullahUniversiti Malaysia Pahang Al-Sultan Abdullah This paper describes the systematic design and experimental analysis of a Fuzzy Logic Controller (FLC) to govern vehicle speed for low-speed driving by adjusting an attached linear actuator that governs the vehicle's pedal. The research investigates two FLC approaches: the standard Type 1 FLC and the advanced Type 2 FLC, both optimized using the Hybrid Spiral Sine Cosine Algorithm (SSCA). The integrated system linking the actuator to the dynamics model of the vehicle shows improved ability in the manner in which control is done. Physical modeling and simulation were done in Simscape MATLAB, which provides an opportunity for modeling and visual description of the actuator system's relationship with the dynamics of the car. The results presented in this paper prove the fact that the analyzed Type 2 FLC optimized by the SSCA method performs better than the traditional Type 1 FLC in terms of the key metrics, with improvements of 32.4242% in overshoot, 0.364 seconds in settling time, and a reduction of 0.002009 in steady-state error at 2 km/h reference speed. This superior performance highlights the potential of the SSCA-optimized Type 2 FLC to automate pedal pressing for vehicle speed control, effectively replacing repetitive pedal actions and reducing driver fatigue, as this mechanism proves capable of controlling vehicle speed with high precision. ABSTRAK: Kertas kerja ini menerangkan reka bentuk sistematik dan analisis eksperimen Pengawal Logik Kabur (FLC) untuk mengawal kelajuan kenderaan untuk pemanduan berkelajuan rendah dengan melaraskan penggerak linear yang dipasang yang mengawal pedal kenderaan. Penyelidikan ini menyiasat dua pendekatan FLC: FLC Jenis 1 standard dan FLC Jenis 2 lanjutan, kedua-duanya dioptimumkan menggunakan Algoritma Kosinus Sinus Lingkaran Hibrid (SSCA). Sistem bersepadu yang menghubungkan penggerak kepada model dinamik kenderaan menunjukkan keupayaan yang lebih baik dalam cara kawalan dilakukan. Pemodelan dan simulasi fizikal telah dilakukan dalam Simscape MATLAB di mana ia menyediakan peluang pemodelan dan penerangan visual tentang hubungan sistem penggerak dengan dinamik kereta. Keputusan yang dibentangkan dalam kertas kerja ini membuktikan fakta bahawa FLC Jenis 2 yang dianalisis yang dioptimumkan oleh kaedah SSCA menunjukkan prestasi yang lebih baik daripada FLC Jenis 1 tradisional dari segi metrik utama, dengan peningkatan sebanyak 32.4242% dalam overshoot, 0.364 saat dalam masa penyelesaian, dan pengurangan 0.002009 dalam ralat keadaan mantap pada kelajuan rujukan 2 km/j. Prestasi unggul ini menyerlahkan potensi Type 2 FLC yang dioptimumkan SSCA untuk mengautomasikan penekanan pedal untuk kawalan kelajuan kenderaan, menggantikan tindakan pedal berulang dengan berkesan dan mengurangkan keletihan pemandu, kerana mekanisme ini terbukti mampu mengawal kelajuan kenderaan dengan ketepatan tinggi. https://journals.iium.edu.my/ejournal/index.php/iiumej/article/view/3436Fuzzy Logic Controller Type 2Hybrid Spiral Sine CosineAutomate Pedal PressingVehicle Speed Control |
| spellingShingle | Azrul Azim Abdullah Hashim Nor Maniha Abdul Ghani Salmiah Ahmad Mohd Ruzaini Hashim Noor Zirwatul Ahlam Naharuddin Addie Irawan Optimized Type-2 Fuzzy Logic Control for Low-Speed Vehicle Pedal Pressing Automation Using Hybrid Spiral Sine Cosine Algorithm International Islamic University Malaysia Engineering Journal Fuzzy Logic Controller Type 2 Hybrid Spiral Sine Cosine Automate Pedal Pressing Vehicle Speed Control |
| title | Optimized Type-2 Fuzzy Logic Control for Low-Speed Vehicle Pedal Pressing Automation Using Hybrid Spiral Sine Cosine Algorithm |
| title_full | Optimized Type-2 Fuzzy Logic Control for Low-Speed Vehicle Pedal Pressing Automation Using Hybrid Spiral Sine Cosine Algorithm |
| title_fullStr | Optimized Type-2 Fuzzy Logic Control for Low-Speed Vehicle Pedal Pressing Automation Using Hybrid Spiral Sine Cosine Algorithm |
| title_full_unstemmed | Optimized Type-2 Fuzzy Logic Control for Low-Speed Vehicle Pedal Pressing Automation Using Hybrid Spiral Sine Cosine Algorithm |
| title_short | Optimized Type-2 Fuzzy Logic Control for Low-Speed Vehicle Pedal Pressing Automation Using Hybrid Spiral Sine Cosine Algorithm |
| title_sort | optimized type 2 fuzzy logic control for low speed vehicle pedal pressing automation using hybrid spiral sine cosine algorithm |
| topic | Fuzzy Logic Controller Type 2 Hybrid Spiral Sine Cosine Automate Pedal Pressing Vehicle Speed Control |
| url | https://journals.iium.edu.my/ejournal/index.php/iiumej/article/view/3436 |
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