A lightweight design scheme for a heavy-duty planetary gear three-stage transmission system based on the SQP algorithm and the response surface method

Abstract Within a certain range of total transmission ratios, the heavy-duty planetary gear multi-stage transmission system faces challenges such as difficulty in coordinating transmission ratios, balancing lightweight design with load-carrying capacity, and low space utilization. To address these issues, this study proposes an optimized design for a heavy-duty planetary gear three-stage transmission system, with the volume of the gearing system as the optimization objective. Firstly, based on the sequential quadratic programming algorithm, eight kinds of transmission ratio preferential assignments are made for the heavy-duty planetary gear three-stage transmission system. By analyzing the results of the volume optimization, the preliminary transmission scheme for the heavy-duty planetary gear three-stage transmission system, in which the ratios of the first two stages are both reduced and the ratio of the tertiary stage is increased, is preferred. Secondly, on this basis, and in combination with the response surface method, the second-order response model for the relationship between the transmission ratios of all stages of the heavy-duty planetary gear three-stage transmission system and the total volume of the system is established. The reasonableness of the initial selection scheme is verified by solving the response surface objective function, and the optimal allocation result is obtained. This result is allocated as follows: The primary transmission ratio is 1.5635, the secondary transmission ratio is 5.7158, and the tertiary transmission ratio is 4.8800. The volume under this allocation is 5.32573 × 10 8 mm 3 , which decreases by 7.75% compared to the maximum volume of 5.77307 × 10 8 mm 3 among all lightweighting schemes. The lightweight design of the heavy-duty planetary gear three-stage transmission system is realized. The results of the study provide helpful references for the lightweight design and optimization of transmission systems, the coordinated distribution of transmission ratios, and the improvement of space utilization in transmission systems.

Authors

Institutions

Publication Details

Journal
Engineering Research Express
Published
2025-03-31
DOI
https://doi.org/10.1088/2631-8695/adc781
Primary Topic
Gear and Bearing Dynamics Analysis
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A lightweight design scheme for a heavy-duty planetary gear three-stage transmission system based on the SQP algorithm and the response surface method

Chuang Jiang, Jianjun Yang, Jun Li, Xin Wen et al.
Engineering Research Express
Gear and Bearing Dynamics Analysis
article

A lightweight design scheme for a heavy-duty planetary gear three-stage transmission system based on the SQP algorithm and the response surface method

Chuang Jiang, Jianjun Yang, Jun Li, Xin Wen, Yanbo Ren, Huijie Zhang
article en

Abstract

Abstract Within a certain range of total transmission ratios, the heavy-duty planetary gear multi-stage transmission system faces challenges such as difficulty in coordinating transmission ratios, balancing lightweight design with load-carrying capacity, and low space utilization. To address these issues, this study proposes an optimized design for a heavy-duty planetary gear three-stage transmission system, with the volume of the gearing system as the optimization objective. Firstly, based on the sequential quadratic programming algorithm, eight kinds of transmission ratio preferential assignments are made for the heavy-duty planetary gear three-stage transmission system. By analyzing the results of the volume optimization, the preliminary transmission scheme for the heavy-duty planetary gear three-stage transmission system, in which the ratios of the first two stages are both reduced and the ratio of the tertiary stage is increased, is preferred. Secondly, on this basis, and in combination with the response surface method, the second-order response model for the relationship between the transmission ratios of all stages of the heavy-duty planetary gear three-stage transmission system and the total volume of the system is established. The reasonableness of the initial selection scheme is verified by solving the response surface objective function, and the optimal allocation result is obtained. This result is allocated as follows: The primary transmission ratio is 1.5635, the secondary transmission ratio is 5.7158, and the tertiary transmission ratio is 4.8800. The volume under this allocation is 5.32573 × 10 8 mm 3 , which decreases by 7.75% compared to the maximum volume of 5.77307 × 10 8 mm 3 among all lightweighting schemes. The lightweight design of the heavy-duty planetary gear three-stage transmission system is realized. The results of the study provide helpful references for the lightweight design and optimization of transmission systems, the coordinated distribution of transmission ratios, and the improvement of space utilization in transmission systems.

Engineering Research ExpressVol. 7(2)
Henan University of Science and Technology (CN), CITIC Group (China) (CN)
National Natural Science Foundation of China
Openalex Percentile: Top 94%
Gear and Bearing Dynamics Analysis
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.