A Novel Real-Time Center of Gravity Estimation Method for Wheel Loaders with Front/Rear-Axle-Independent Electric Driving

被引:1
|
作者
Yang, Zhiyu [1 ]
Wang, Jixin [2 ]
Han, Yunwu [3 ]
机构
[1] Chongqing Technol & Business Univ, Chongqing Key Lab Mfg Equipment Mech Design & Con, Chongqing 400067, Peoples R China
[2] Jilin Univ, Sch Mech & Aerosp Engn, Changchun 130025, Peoples R China
[3] Jiangsu Vocat Coll Elect & Informat, Sch Intelligent Transportat, Huaian 223003, Peoples R China
关键词
KALMAN FILTER; VEHICLES; EKF; CONTROLLER; POSITION; UKF;
D O I
10.1155/2021/6621060
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Estimation of the center of gravity (CG) is the basis for intelligent control of the front-and-rear-axis-independent electric driving wheel loaders (FREWLs). This paper presents a novel real-time method for estimating the CG of FREWLs, which is suitable for driving and spading conditions on bwnpy roads. A FREWL dynamical model is proposed to set up the state-space model. The CG estimator is used to estimate the longitudinal tire force using the state-space model and the improved square-root unscented Kalman filter (ISR-UKF) algorithm. The simulation and experimental results indicate that this method is suitable for FREWL dynamics and operational characteristics, and the estimated value of CG basically converges to the reference value. Finally, the probable reasons for error occurring in two experiments and the practical challenges of this method are discussed. The research in this paper establishes a partial theoretical basis for intelligent control of construction machinery.
引用
收藏
页数:11
相关论文
共 50 条
  • [41] A Novel Real-time Estimation Method for Fault Current of Inverter-Interfaced Distributed Generations T Connecting in Feeder
    Han Bowen
    Wang Gang
    Li Haifeng
    Cai Yingqian
    Zhong Qing
    2016 CHINA INTERNATIONAL CONFERENCE ON ELECTRICITY DISTRIBUTION (CICED), 2016,
  • [42] A novel safety anticipation estimation method for the aerial lithium-ion battery pack based on the real-time detection and filtering
    Wang, Shunli
    Fernandez, Carlos
    Chen, Mingjie
    Wang, Lu
    Su, Jie
    JOURNAL OF CLEANER PRODUCTION, 2018, 185 : 187 - 197
  • [43] A novel real-time energy management strategy for plug-in hybrid electric vehicles based on equivalence factor dynamic optimization method
    Deng, Tao
    Tang, Peng
    Luo, JunLin
    INTERNATIONAL JOURNAL OF ENERGY RESEARCH, 2021, 45 (01) : 626 - 641
  • [44] A Novel Data Assimilation-Based Real-Time State Estimation Method for Gas Influx Profiling During Riser Gas Events
    Wei, Chen
    Tabjula, Jagadeeshwar L.
    Sharma, Jyotsna
    Chen, Yuanhang
    JOURNAL OF ENERGY RESOURCES TECHNOLOGY-TRANSACTIONS OF THE ASME, 2023, 145 (09):
  • [45] A Novel Real-Time State-of-Health and State-of-Charge Co-Estimation Method for LiFePO4 Battery
    乔荣学
    张明建
    刘屹东
    任文举
    林原
    潘锋
    Chinese Physics Letters, 2016, 33 (07) : 186 - 189
  • [46] A Novel Real-Time State-of-Health and State-of-Charge Co-Estimation Method for LiFePO4 Battery
    Qiao, Rong-Xue
    Zhang, Ming-Jian
    Liu, Yi-Dong
    Ren, Wen-Ju
    Lin, Yuan
    Pan, Feng
    CHINESE PHYSICS LETTERS, 2016, 33 (07)
  • [47] Real-time Inverse Model Estimation by a Recursive Least Squares Method for Disturbance Observer-based Control Systems: Balancing Control of a Single-wheel Robot
    Lee, Sang-Deok
    Jung, Seul
    INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS, 2019, 17 (08) : 1911 - 1920
  • [48] Real-time Inverse Model Estimation by a Recursive Least Squares Method for Disturbance Observer-based Control Systems: Balancing Control of a Single-wheel Robot
    Sang-Deok Lee
    Seul Jung
    International Journal of Control, Automation and Systems, 2019, 17 : 1911 - 1920
  • [49] A real-time multi-objective optimization method in energy efficiency for plug-in hybrid electric vehicles considering dynamic electrochemical characteristics of battery and driving conditions
    Hu, Jianjun
    Zhu, Pengxing
    Wu, Zijia
    Tian, Jiaxin
    JOURNAL OF ENERGY STORAGE, 2024, 84
  • [50] A novel method for real-time prediction of the shelf life of pork at different storage temperatures using front-face fluorescence excitation-emission matrices
    Liu, Huan
    Zhu, Wenying
    Luo, Na
    Ji, Zengtao
    Yang, Xinting
    FOOD CHEMISTRY, 2023, 398