SlideShare a Scribd company logo
1 of 20
FUZZY LOGIC
CONTROL
Anti-lock Braking System(ABS)
Team members :
Mohamed Khalil
MohamedTaman
Ahmed El-Shal
Mahmoud El-Shaer
NagwaGamal
Anti-Lock Braking System
This system allows the wheels of a motor vehicle to
maintain frictional contact with the road surface according to
the inputs by the driver, while the breaking prevents the
wheels from locking up.”[13] This locking up of wheels occurs
when the rotation of the wheels comes to a halt. The system
is designed in a way that it prevents the wheels to stop
rotating instantly which could cause the vehicle to skid and
the driver could loose control of the vehicle
Objectives of Anti Lock Breaking Systems
■ Reduction in Stopping Distance
■ Vehicle Stability
■ Steerability
Slip Ratio % = [(vehicle speed - wheel speed) / (vehicle speed)] x 100
The Fuzzy Controller
The control objective of the ABS controller is to maintain the wheel slip as
close as possible to the fixed value. The fixed value of the slip has proven to
provide optimal friction between tire and road surface under varying road conditions.
Fuzzy controllers are based on rule bases and membership functions for their
design aspect.
Fuzzy controllers are more robust and easier to implement as compared to classical
control schemes.
The fuzzy controller contain three stages:
■ Fuzzification
■ Inference Mechanism
■ Defuzzification
Fuzzification
■ The process that allows converting crisp (or numeric) values of the
fuzzy controller inputs into a fuzzy input sets.
■ The fuzzification process actually provides a membership grade ()
of a real (or crisp) value as its belongingness to a fuzzy set.
The Fuzzy Inference System Design of the
Controller
Has two inputs
■ Input 1 : error in slip
slip minus the fixed slip ratio of 0.2
■ Input 2 : the rate of change of this slip
the deceleration of the vehicle
■ The purpose of the
controller is to maintain the vehicle slip as close as possible to the value of 0.2
■ vehicle stability is maintained best when the actual
calculated slip is maintained as close as possible to this desired value of 0.2. A
set of
38
fuzzy rules were defined to get the vehicle to operate in the stable range when
braking
action took place
Rules and Inference Mechanism
■ Rules:
is a set of IF-THEN statements including the expert’s
linguistic description that governs the performance of the controller.
■ Inference mechanism:
that is the heart of a fuzzy controller; which
emulates the expert’s decision making in interpreting and applying
knowledge about how best to control the plant.
■ the nomenclature used for the membership functions is as follows:
NB: Negative Big
NS: Negative Small
ZO: Zero
PB: Positive Big
PS: Positive small
■ The rule base:
There were two inputs used namely Slip Error and Rate of change of Error. The
output of the controller is the braking pressure which varies with corresponding
changes in inputs. Five states were considered while forming the rule base
namely
negative small (NS), negative big (NB), positive small (PS), positive big (PB)
and
zero(ZO).
The rules for the fuzzy controller are as
follows:
1. When Slip Error is PB and Rate of change of error is PB then pressure is NB.
2. When Slip Error is PB and Rate of change of error is PS then pressure is NB.
3. When Slip Error is PB and Rate of change of error is ZO then pressure is ZO.
4. When Slip Error is PB and Rate of change of error is NS then pressure is NS.
5. When Slip Error is PB and Rate of change of error is NB then pressure is NS.
6. When Slip Error is PS and Rate of change of error is PB then pressure is NB.
7. When Slip Error is PS and Rate of change of error is PS then pressure is NB.
8. When Slip Error is PS and Rate of change of error is ZO then pressure is NS.
9. When Slip Error is PS and Rate of change of error is NS then pressure is NS.
10. When Slip Error is PS and Rate of change of error is NB then pressure is NS.
11. When Slip Error is ZO and Rate of change of error is PB then pressure is NB.
12. When Slip Error is ZO and Rate of change of error is PS then pressure is NS.
13. When Slip Error is ZO and Rate of change of error is ZO then pressure is ZO.
14. When Slip Error is ZO and Rate of change of error is NS then pressure is ZO.
15. When Slip Error is ZO and Rate of change of error is NB then pressure is PS.
16. When Slip Error is NS and Rate of change of error is PB then pressure is NS.
17. When Slip Error is NS and Rate of change of error is PS then pressure is PS.
18. When Slip Error is NS and Rate of change of error is ZO then pressure is PS.
19. When Slip Error is NS and Rate of change of error is NS then pressure is PB.
20. When Slip Error is NS and Rate of change of error is NB then pressure is PB.
21. When Slip Error is NB and Rate of change of error is PB then pressure is ZO.
22. When Slip Error is NB and Rate of change of error is PS then pressure is PS.
23. When Slip Error is NB and Rate of change of error is ZO then pressure is PB.
24. When Slip Error is NB and Rate of change of error is NS then pressure is PB.
25. When Slip Error is NB and Rate of change of error is NB then pressure is PB

More Related Content

Recently uploaded

Call Girls Wakad Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Wakad Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Wakad Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Wakad Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
 
Online banking management system project.pdf
Online banking management system project.pdfOnline banking management system project.pdf
Online banking management system project.pdfKamal Acharya
 
VIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 Bookingdharasingh5698
 
Unleashing the Power of the SORA AI lastest leap
Unleashing the Power of the SORA AI lastest leapUnleashing the Power of the SORA AI lastest leap
Unleashing the Power of the SORA AI lastest leapRishantSharmaFr
 
chapter 5.pptx: drainage and irrigation engineering
chapter 5.pptx: drainage and irrigation engineeringchapter 5.pptx: drainage and irrigation engineering
chapter 5.pptx: drainage and irrigation engineeringmulugeta48
 
Thermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.pptThermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.pptDineshKumar4165
 
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlyKubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlysanyuktamishra911
 
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...Call Girls in Nagpur High Profile
 
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Christo Ananth
 
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfKamal Acharya
 
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Call Girls in Nagpur High Profile
 
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756dollysharma2066
 
Thermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VThermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VDineshKumar4165
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...ranjana rawat
 
Intze Overhead Water Tank Design by Working Stress - IS Method.pdf
Intze Overhead Water Tank  Design by Working Stress - IS Method.pdfIntze Overhead Water Tank  Design by Working Stress - IS Method.pdf
Intze Overhead Water Tank Design by Working Stress - IS Method.pdfSuman Jyoti
 
Call Girls In Bangalore ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bangalore ☎ 7737669865 🥵 Book Your One night StandCall Girls In Bangalore ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bangalore ☎ 7737669865 🥵 Book Your One night Standamitlee9823
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes ---  Unit 3.pdfAKTU Computer Networks notes ---  Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdfankushspencer015
 
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Christo Ananth
 
Double rodded leveling 1 pdf activity 01
Double rodded leveling 1 pdf activity 01Double rodded leveling 1 pdf activity 01
Double rodded leveling 1 pdf activity 01KreezheaRecto
 

Recently uploaded (20)

Call Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
Call Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort ServiceCall Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
Call Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
 
Call Girls Wakad Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Wakad Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Wakad Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Wakad Call Me 7737669865 Budget Friendly No Advance Booking
 
Online banking management system project.pdf
Online banking management system project.pdfOnline banking management system project.pdf
Online banking management system project.pdf
 
VIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 Booking
 
Unleashing the Power of the SORA AI lastest leap
Unleashing the Power of the SORA AI lastest leapUnleashing the Power of the SORA AI lastest leap
Unleashing the Power of the SORA AI lastest leap
 
chapter 5.pptx: drainage and irrigation engineering
chapter 5.pptx: drainage and irrigation engineeringchapter 5.pptx: drainage and irrigation engineering
chapter 5.pptx: drainage and irrigation engineering
 
Thermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.pptThermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.ppt
 
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlyKubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghly
 
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
 
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
 
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
 
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
 
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
 
Thermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VThermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - V
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
 
Intze Overhead Water Tank Design by Working Stress - IS Method.pdf
Intze Overhead Water Tank  Design by Working Stress - IS Method.pdfIntze Overhead Water Tank  Design by Working Stress - IS Method.pdf
Intze Overhead Water Tank Design by Working Stress - IS Method.pdf
 
Call Girls In Bangalore ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bangalore ☎ 7737669865 🥵 Book Your One night StandCall Girls In Bangalore ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bangalore ☎ 7737669865 🥵 Book Your One night Stand
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes ---  Unit 3.pdfAKTU Computer Networks notes ---  Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdf
 
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
 
Double rodded leveling 1 pdf activity 01
Double rodded leveling 1 pdf activity 01Double rodded leveling 1 pdf activity 01
Double rodded leveling 1 pdf activity 01
 

Featured

Everything You Need To Know About ChatGPT
Everything You Need To Know About ChatGPTEverything You Need To Know About ChatGPT
Everything You Need To Know About ChatGPTExpeed Software
 
Product Design Trends in 2024 | Teenage Engineerings
Product Design Trends in 2024 | Teenage EngineeringsProduct Design Trends in 2024 | Teenage Engineerings
Product Design Trends in 2024 | Teenage EngineeringsPixeldarts
 
How Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental HealthHow Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental HealthThinkNow
 
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdfAI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdfmarketingartwork
 
PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024Neil Kimberley
 
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)contently
 
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024Albert Qian
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsKurio // The Social Media Age(ncy)
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Search Engine Journal
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summarySpeakerHub
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next Tessa Mero
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentLily Ray
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best PracticesVit Horky
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project managementMindGenius
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...RachelPearson36
 
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Applitools
 

Featured (20)

Everything You Need To Know About ChatGPT
Everything You Need To Know About ChatGPTEverything You Need To Know About ChatGPT
Everything You Need To Know About ChatGPT
 
Product Design Trends in 2024 | Teenage Engineerings
Product Design Trends in 2024 | Teenage EngineeringsProduct Design Trends in 2024 | Teenage Engineerings
Product Design Trends in 2024 | Teenage Engineerings
 
How Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental HealthHow Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental Health
 
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdfAI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
 
Skeleton Culture Code
Skeleton Culture CodeSkeleton Culture Code
Skeleton Culture Code
 
PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024
 
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)
 
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie Insights
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search Intent
 
How to have difficult conversations
How to have difficult conversations How to have difficult conversations
How to have difficult conversations
 
Introduction to Data Science
Introduction to Data ScienceIntroduction to Data Science
Introduction to Data Science
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best Practices
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project management
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
 
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
 

Fuzzy logic control (ABS)

  • 2. Team members : Mohamed Khalil MohamedTaman Ahmed El-Shal Mahmoud El-Shaer NagwaGamal
  • 3. Anti-Lock Braking System This system allows the wheels of a motor vehicle to maintain frictional contact with the road surface according to the inputs by the driver, while the breaking prevents the wheels from locking up.”[13] This locking up of wheels occurs when the rotation of the wheels comes to a halt. The system is designed in a way that it prevents the wheels to stop rotating instantly which could cause the vehicle to skid and the driver could loose control of the vehicle
  • 4. Objectives of Anti Lock Breaking Systems ■ Reduction in Stopping Distance ■ Vehicle Stability ■ Steerability Slip Ratio % = [(vehicle speed - wheel speed) / (vehicle speed)] x 100
  • 5.
  • 6.
  • 7.
  • 8.
  • 10.
  • 11. The control objective of the ABS controller is to maintain the wheel slip as close as possible to the fixed value. The fixed value of the slip has proven to provide optimal friction between tire and road surface under varying road conditions. Fuzzy controllers are based on rule bases and membership functions for their design aspect. Fuzzy controllers are more robust and easier to implement as compared to classical control schemes.
  • 12. The fuzzy controller contain three stages: ■ Fuzzification ■ Inference Mechanism ■ Defuzzification
  • 13. Fuzzification ■ The process that allows converting crisp (or numeric) values of the fuzzy controller inputs into a fuzzy input sets. ■ The fuzzification process actually provides a membership grade () of a real (or crisp) value as its belongingness to a fuzzy set.
  • 14. The Fuzzy Inference System Design of the Controller Has two inputs ■ Input 1 : error in slip slip minus the fixed slip ratio of 0.2 ■ Input 2 : the rate of change of this slip the deceleration of the vehicle
  • 15. ■ The purpose of the controller is to maintain the vehicle slip as close as possible to the value of 0.2 ■ vehicle stability is maintained best when the actual calculated slip is maintained as close as possible to this desired value of 0.2. A set of 38 fuzzy rules were defined to get the vehicle to operate in the stable range when braking action took place
  • 16. Rules and Inference Mechanism ■ Rules: is a set of IF-THEN statements including the expert’s linguistic description that governs the performance of the controller. ■ Inference mechanism: that is the heart of a fuzzy controller; which emulates the expert’s decision making in interpreting and applying knowledge about how best to control the plant.
  • 17. ■ the nomenclature used for the membership functions is as follows: NB: Negative Big NS: Negative Small ZO: Zero PB: Positive Big PS: Positive small ■ The rule base: There were two inputs used namely Slip Error and Rate of change of Error. The output of the controller is the braking pressure which varies with corresponding changes in inputs. Five states were considered while forming the rule base namely negative small (NS), negative big (NB), positive small (PS), positive big (PB) and zero(ZO).
  • 18. The rules for the fuzzy controller are as follows:
  • 19. 1. When Slip Error is PB and Rate of change of error is PB then pressure is NB. 2. When Slip Error is PB and Rate of change of error is PS then pressure is NB. 3. When Slip Error is PB and Rate of change of error is ZO then pressure is ZO. 4. When Slip Error is PB and Rate of change of error is NS then pressure is NS. 5. When Slip Error is PB and Rate of change of error is NB then pressure is NS. 6. When Slip Error is PS and Rate of change of error is PB then pressure is NB. 7. When Slip Error is PS and Rate of change of error is PS then pressure is NB. 8. When Slip Error is PS and Rate of change of error is ZO then pressure is NS. 9. When Slip Error is PS and Rate of change of error is NS then pressure is NS. 10. When Slip Error is PS and Rate of change of error is NB then pressure is NS. 11. When Slip Error is ZO and Rate of change of error is PB then pressure is NB. 12. When Slip Error is ZO and Rate of change of error is PS then pressure is NS.
  • 20. 13. When Slip Error is ZO and Rate of change of error is ZO then pressure is ZO. 14. When Slip Error is ZO and Rate of change of error is NS then pressure is ZO. 15. When Slip Error is ZO and Rate of change of error is NB then pressure is PS. 16. When Slip Error is NS and Rate of change of error is PB then pressure is NS. 17. When Slip Error is NS and Rate of change of error is PS then pressure is PS. 18. When Slip Error is NS and Rate of change of error is ZO then pressure is PS. 19. When Slip Error is NS and Rate of change of error is NS then pressure is PB. 20. When Slip Error is NS and Rate of change of error is NB then pressure is PB. 21. When Slip Error is NB and Rate of change of error is PB then pressure is ZO. 22. When Slip Error is NB and Rate of change of error is PS then pressure is PS. 23. When Slip Error is NB and Rate of change of error is ZO then pressure is PB. 24. When Slip Error is NB and Rate of change of error is NS then pressure is PB. 25. When Slip Error is NB and Rate of change of error is NB then pressure is PB