Designing a Composite Hydraulic Cylinder Using Genetic Algorithms

The paper points out the growing interest in the use of composite materials for load-bearing parts, including hydraulic components. The non-negligible benefits of using composite materials in mechanical engineering are pointed out. However, applications of new materials sometimes give rise to new challenges. The strength parameters of a new structure, such as a composite cylinder for a hydraulic actuator, depend on its structure, including the number of layers and the fibre angle. This paper presents the application of a genetic algorithm to optimise the process of selecting the structure of a composite cylinder for a hydraulic actuator. The operation of the algorithm and the process of selecting global parameters (hyperparameters) are described. A block diagram of the algorithm for optimising the structure selection process is presented, and the designed structure is verified.

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Publication Details

Journal
Actuators
Published
2025-02-07
DOI
https://doi.org/10.3390/act14020077
Primary Topic
Hydraulic and Pneumatic Systems
Type
article
Field-Weighted Citation Impact
0.00
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article

Designing a Composite Hydraulic Cylinder Using Genetic Algorithms

Michał Stosiak, Mykola Karpenko, Marek Lubecki
Actuators
Hydraulic and Pneumatic Systems
article

Designing a Composite Hydraulic Cylinder Using Genetic Algorithms

Michał Stosiak, Mykola Karpenko, Marek Lubecki
article en

Abstract

The paper points out the growing interest in the use of composite materials for load-bearing parts, including hydraulic components. The non-negligible benefits of using composite materials in mechanical engineering are pointed out. However, applications of new materials sometimes give rise to new challenges. The strength parameters of a new structure, such as a composite cylinder for a hydraulic actuator, depend on its structure, including the number of layers and the fibre angle. This paper presents the application of a genetic algorithm to optimise the process of selecting the structure of a composite cylinder for a hydraulic actuator. The operation of the algorithm and the process of selecting global parameters (hyperparameters) are described. A block diagram of the algorithm for optimising the structure selection process is presented, and the designed structure is verified.

ActuatorsVol. 14(2)
Wrocław University of Science and Technology (PL), Vilnius Gediminas Technical University (LT), AGH University of Krakow (PL)
Openalex Percentile: Top 98%
Hydraulic and Pneumatic Systems
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