Nested Optimization of Oil-Circulating Hydro-Pneumatic Energy Storage System for Hybrid Mining Trucks
In order to recover and utilize the potential energy of mining trucks efficiently, this paper proposes a nested optimization method of a novel energy storage system. By analyzing the multi-objective optimization problem of the oil-circulating hydro-pneumatic energy storage system, a nested optimizat...
| Main Authors: | , , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2021-12-01
|
| Series: | Machines |
| Subjects: | |
| Online Access: | https://www.mdpi.com/2075-1702/10/1/22 |
| _version_ | 1827664745774186496 |
|---|---|
| author | Tong Yi Chun Jin Lulu Gao Jichao Hong Yanbo Liu |
| author_facet | Tong Yi Chun Jin Lulu Gao Jichao Hong Yanbo Liu |
| author_sort | Tong Yi |
| collection | DOAJ |
| description | In order to recover and utilize the potential energy of mining trucks efficiently, this paper proposes a nested optimization method of a novel energy storage system. By analyzing the multi-objective optimization problem of the oil-circulating hydro-pneumatic energy storage system, a nested optimization method based on the advanced adaptive Metamodel-based global optimization algorithm is carried out. Research shows that this method only requires a short time to solve the complex nonlinear hybrid optimization problem and achieves better results. The optimized energy storage system has higher system efficiency, energy density, and volume utilization rate, thus obtaining a smaller system volume and weight. Verified by the bench experiment of its powertrain, the hydro-pneumatic hybrid mining truck with the optimized energy storage system significantly reduces its fuel consumption and CO<sub>2</sub> emission. Thus, it lays the foundation for the practical application of hydro-pneumatic hybrid mining trucks. |
| first_indexed | 2024-03-10T01:06:12Z |
| format | Article |
| id | doaj.art-26857c219caa4626bd8bb15a09773a4d |
| institution | Directory Open Access Journal |
| issn | 2075-1702 |
| language | English |
| last_indexed | 2024-03-10T01:06:12Z |
| publishDate | 2021-12-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Machines |
| spelling | doaj.art-26857c219caa4626bd8bb15a09773a4d2023-11-23T14:26:12ZengMDPI AGMachines2075-17022021-12-011012210.3390/machines10010022Nested Optimization of Oil-Circulating Hydro-Pneumatic Energy Storage System for Hybrid Mining TrucksTong Yi0Chun Jin1Lulu Gao2Jichao Hong3Yanbo Liu4School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, ChinaSchool of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, ChinaSchool of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, ChinaSchool of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, ChinaBuilding Safety Appraisal Station of Haidian District, Beijing 100083, ChinaIn order to recover and utilize the potential energy of mining trucks efficiently, this paper proposes a nested optimization method of a novel energy storage system. By analyzing the multi-objective optimization problem of the oil-circulating hydro-pneumatic energy storage system, a nested optimization method based on the advanced adaptive Metamodel-based global optimization algorithm is carried out. Research shows that this method only requires a short time to solve the complex nonlinear hybrid optimization problem and achieves better results. The optimized energy storage system has higher system efficiency, energy density, and volume utilization rate, thus obtaining a smaller system volume and weight. Verified by the bench experiment of its powertrain, the hydro-pneumatic hybrid mining truck with the optimized energy storage system significantly reduces its fuel consumption and CO<sub>2</sub> emission. Thus, it lays the foundation for the practical application of hydro-pneumatic hybrid mining trucks.https://www.mdpi.com/2075-1702/10/1/22hybrid mining truckhydro-pneumatic layoutenergy storage system (EES)oil-circulating layoutMetamodel-based algorithmmulti-objective optimization |
| spellingShingle | Tong Yi Chun Jin Lulu Gao Jichao Hong Yanbo Liu Nested Optimization of Oil-Circulating Hydro-Pneumatic Energy Storage System for Hybrid Mining Trucks Machines hybrid mining truck hydro-pneumatic layout energy storage system (EES) oil-circulating layout Metamodel-based algorithm multi-objective optimization |
| title | Nested Optimization of Oil-Circulating Hydro-Pneumatic Energy Storage System for Hybrid Mining Trucks |
| title_full | Nested Optimization of Oil-Circulating Hydro-Pneumatic Energy Storage System for Hybrid Mining Trucks |
| title_fullStr | Nested Optimization of Oil-Circulating Hydro-Pneumatic Energy Storage System for Hybrid Mining Trucks |
| title_full_unstemmed | Nested Optimization of Oil-Circulating Hydro-Pneumatic Energy Storage System for Hybrid Mining Trucks |
| title_short | Nested Optimization of Oil-Circulating Hydro-Pneumatic Energy Storage System for Hybrid Mining Trucks |
| title_sort | nested optimization of oil circulating hydro pneumatic energy storage system for hybrid mining trucks |
| topic | hybrid mining truck hydro-pneumatic layout energy storage system (EES) oil-circulating layout Metamodel-based algorithm multi-objective optimization |
| url | https://www.mdpi.com/2075-1702/10/1/22 |
| work_keys_str_mv | AT tongyi nestedoptimizationofoilcirculatinghydropneumaticenergystoragesystemforhybridminingtrucks AT chunjin nestedoptimizationofoilcirculatinghydropneumaticenergystoragesystemforhybridminingtrucks AT lulugao nestedoptimizationofoilcirculatinghydropneumaticenergystoragesystemforhybridminingtrucks AT jichaohong nestedoptimizationofoilcirculatinghydropneumaticenergystoragesystemforhybridminingtrucks AT yanboliu nestedoptimizationofoilcirculatinghydropneumaticenergystoragesystemforhybridminingtrucks |