Research on Energy Management Strategy of Fuel Cell Electric Tractor Based on Multi-Algorithm Fusion and Optimization

To solve the serious pollution problems of traditional fuel tractors and the short continuous operation time of pure electric tractors, a hybrid tractor with fuel cell as the primary power source and battery as the auxiliary power source is proposed. A novel energy management strategy was also desig...

Celý popis

Uložené v:
Podrobná bibliografia
Vydané v:Energies (Basel) Ročník 15; číslo 17; s. 6389
Hlavní autori: Yang, Hongtu, Sun, Yan, Xia, Changgao, Zhang, Hongdang
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Basel MDPI AG 01.09.2022
Predmet:
Agricultural production
Algorithms
Consumption
Diesel engines
Efficiency
Electric vehicles
Energy management
Energy management systems
Energy use
Engines
Equipment and supplies
Farm tractors
fuel cell
Fuel cells
Fuzzy logic
fuzzy logic control strategy
Intelligence
Machine learning
Mathematical optimization
Methods
Optimization algorithms
Pollutants
power following strategy
tabu search algorithm
Tractors
China
ISSN:1996-1073, 1996-1073
On-line prístup:Získať plný text
Tagy: Pridať tag
Žiadne tagy, Buďte prvý, kto otaguje tento záznam!
Popis
Shrnutí:To solve the serious pollution problems of traditional fuel tractors and the short continuous operation time of pure electric tractors, a hybrid tractor with fuel cell as the primary power source and battery as the auxiliary power source is proposed. A novel energy management strategy was also designed, which integrates thermostat control strategy, power following strategy, and fuzzy logic control. The energy management strategy utilizes the advantages of different algorithms and realizes the rational distribution of fuel cell and battery output power. The system economy and fuel cell durability are improved by the tabu search algorithm. The simulation results show that the proposed energy management strategy can work well in different SOC states and reduce the fuel cell’s power fluctuations. The tractor is equipped with 960 g of hydrogen, the initial state of charge (SOC) is 90%, and it can operate continuously for 2.65 h.
Bibliografia:ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ISSN:1996-1073
1996-1073
DOI:10.3390/en15176389