Research on HMCVT Efficiency Model Based on the Improved SA Algorithm
Research on the efficiency characteristic of the hydromechanical continuous variable transmission (HMCVT) in tractors is key to obtaining optimal transmission, developing control strategies, and assessing efficiency. To ease and improve the accuracy of obtaining the efficiency completely based on te...
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doaj-d5a857be0629422e96837851587b18be2020-11-24T21:16:08ZengHindawi LimitedMathematical Problems in Engineering1024-123X1563-51472019-01-01201910.1155/2019/28569082856908Research on HMCVT Efficiency Model Based on the Improved SA AlgorithmZhun Cheng0Zhixiong Lu1Fang Dai2College of Engineering, Nanjing Agricultural University, Nanjing 210031, ChinaCollege of Engineering, Nanjing Agricultural University, Nanjing 210031, ChinaCollege of Engineering, Nanjing Agricultural University, Nanjing 210031, ChinaResearch on the efficiency characteristic of the hydromechanical continuous variable transmission (HMCVT) in tractors is key to obtaining optimal transmission, developing control strategies, and assessing efficiency. To ease and improve the accuracy of obtaining the efficiency completely based on test measurements or theoretical calculation, this study proposes a method for building the HMCVT efficiency model. The method is based on an improved simulated annealing (SA) algorithm according to a small amount of test data. The study uses 8 groups of transmission efficiency values under different operating conditions obtained from bench tests. By theoretical analysis of the HMCVT, this study divides the total transmission efficiency into (i) the transmission efficiency from the output power of the power source to the confluence mechanism, (ii) the transmission efficiency of the confluence mechanism, and (iii) the transmission efficiency of the output part after confluence. The formulas for the three parts of transmission efficiencies are then derived. This study improves the SA algorithm and uses it to identify the three key parameters of hydraulic systems of the transmission efficiency calculation model. Research results indicate that the efficiency model built using the proposed method exhibits high accuracy with an error of about 1.90%. The improved SA algorithm can rapidly complete key parameter identification with an error of about 2.16%; when the displacement ratio is 0, the efficiency values at the same stage are approximately equal under different operating conditions. The HMCVT efficiency model can be built rapidly and effectively with only five groups of efficiency measurement tests.http://dx.doi.org/10.1155/2019/2856908 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Zhun Cheng Zhixiong Lu Fang Dai |
spellingShingle |
Zhun Cheng Zhixiong Lu Fang Dai Research on HMCVT Efficiency Model Based on the Improved SA Algorithm Mathematical Problems in Engineering |
author_facet |
Zhun Cheng Zhixiong Lu Fang Dai |
author_sort |
Zhun Cheng |
title |
Research on HMCVT Efficiency Model Based on the Improved SA Algorithm |
title_short |
Research on HMCVT Efficiency Model Based on the Improved SA Algorithm |
title_full |
Research on HMCVT Efficiency Model Based on the Improved SA Algorithm |
title_fullStr |
Research on HMCVT Efficiency Model Based on the Improved SA Algorithm |
title_full_unstemmed |
Research on HMCVT Efficiency Model Based on the Improved SA Algorithm |
title_sort |
research on hmcvt efficiency model based on the improved sa algorithm |
publisher |
Hindawi Limited |
series |
Mathematical Problems in Engineering |
issn |
1024-123X 1563-5147 |
publishDate |
2019-01-01 |
description |
Research on the efficiency characteristic of the hydromechanical continuous variable transmission (HMCVT) in tractors is key to obtaining optimal transmission, developing control strategies, and assessing efficiency. To ease and improve the accuracy of obtaining the efficiency completely based on test measurements or theoretical calculation, this study proposes a method for building the HMCVT efficiency model. The method is based on an improved simulated annealing (SA) algorithm according to a small amount of test data. The study uses 8 groups of transmission efficiency values under different operating conditions obtained from bench tests. By theoretical analysis of the HMCVT, this study divides the total transmission efficiency into (i) the transmission efficiency from the output power of the power source to the confluence mechanism, (ii) the transmission efficiency of the confluence mechanism, and (iii) the transmission efficiency of the output part after confluence. The formulas for the three parts of transmission efficiencies are then derived. This study improves the SA algorithm and uses it to identify the three key parameters of hydraulic systems of the transmission efficiency calculation model. Research results indicate that the efficiency model built using the proposed method exhibits high accuracy with an error of about 1.90%. The improved SA algorithm can rapidly complete key parameter identification with an error of about 2.16%; when the displacement ratio is 0, the efficiency values at the same stage are approximately equal under different operating conditions. The HMCVT efficiency model can be built rapidly and effectively with only five groups of efficiency measurement tests. |
url |
http://dx.doi.org/10.1155/2019/2856908 |
work_keys_str_mv |
AT zhuncheng researchonhmcvtefficiencymodelbasedontheimprovedsaalgorithm AT zhixionglu researchonhmcvtefficiencymodelbasedontheimprovedsaalgorithm AT fangdai researchonhmcvtefficiencymodelbasedontheimprovedsaalgorithm |
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1726016846833909760 |