Fuzzy logic based automatic slip control system for agricultural tractors. (June 2021)
- Record Type:
- Journal Article
- Title:
- Fuzzy logic based automatic slip control system for agricultural tractors. (June 2021)
- Main Title:
- Fuzzy logic based automatic slip control system for agricultural tractors
- Authors:
- Soylu, Serhat
Çarman, Kazım - Abstract:
- Highlights: Fuzzy based automatic control system save fuel for the tillage activities. System automatically adjusts the tillage depth depending on wheel slip. System optimizes the amount of wheel slip, traction force and fuel consumption. System minimizes operator fatigue and increases working efficiency. System records wheel slip, draft force, fuel consumption, tillage depth. Abstract: In this study, a fuzzy-based automatic slip control system was developed for agricultural tractors. The developed system continuously measures the amount of slip that occurs during the tillage activities and automatically changes the operation depth of tillage equipment according to the amount of increase in the slip value. The amount of slip occurring on the driving wheels was applied as a separate input to the designed fuzzy control system (FCS) and at the fuzzy rule base, it was decided how much the depth of tillage would be reduced. The system was mounted on an agricultural tractor and trials were carried out in actual field conditions. The results of the tillage trials performed with the developed FCS were compared separately with the results of the tillage trials performed with an operator control (OC) without using any automatic control system. As a result of the trials, compared to the operator control, it was determined that in the tillage activities carried out with FCS, there were 42% decreases in slip values, 30% decreases in draft force values, 44% decreases in fuel consumptionHighlights: Fuzzy based automatic control system save fuel for the tillage activities. System automatically adjusts the tillage depth depending on wheel slip. System optimizes the amount of wheel slip, traction force and fuel consumption. System minimizes operator fatigue and increases working efficiency. System records wheel slip, draft force, fuel consumption, tillage depth. Abstract: In this study, a fuzzy-based automatic slip control system was developed for agricultural tractors. The developed system continuously measures the amount of slip that occurs during the tillage activities and automatically changes the operation depth of tillage equipment according to the amount of increase in the slip value. The amount of slip occurring on the driving wheels was applied as a separate input to the designed fuzzy control system (FCS) and at the fuzzy rule base, it was decided how much the depth of tillage would be reduced. The system was mounted on an agricultural tractor and trials were carried out in actual field conditions. The results of the tillage trials performed with the developed FCS were compared separately with the results of the tillage trials performed with an operator control (OC) without using any automatic control system. As a result of the trials, compared to the operator control, it was determined that in the tillage activities carried out with FCS, there were 42% decreases in slip values, 30% decreases in draft force values, 44% decreases in fuel consumption values and 5% increases in field work performance values. It was also observed that there were 10% changes in tillage depth. … (more)
- Is Part Of:
- Journal of terramechanics. Volume 95(2021)
- Journal:
- Journal of terramechanics
- Issue:
- Volume 95(2021)
- Issue Display:
- Volume 95, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 95
- Issue:
- 2021
- Issue Sort Value:
- 2021-0095-2021-0000
- Page Start:
- 25
- Page End:
- 32
- Publication Date:
- 2021-06
- Subjects:
- Agricultural machinery -- Automatic control system -- Fuel efficiency -- Fuzzy -- Wheel slip
Trafficability -- Periodicals
Praticabilité (Routes) -- Périodiques
Trafficability
Periodicals
629.222 - Journal URLs:
- http://www.sciencedirect.com/science/journal/00224898 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.jterra.2021.03.001 ↗
- Languages:
- English
- ISSNs:
- 0022-4898
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5069.030000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 16283.xml