Research Article

Voronoi Latticed Bike Saddle Design Optimization with Data-Driven Design Technique

Volume: 10 Number: 3 December 31, 2024
TR EN

Voronoi Latticed Bike Saddle Design Optimization with Data-Driven Design Technique

Abstract

The study presents an innovative methodology using implicit modeling to optimize the design of racing bicycle saddles, focusing on weight reduction while maintaining structural integrity. Implicit modeling addresses the limitations of traditional CAD modeling by defining geometries through mathematical functions, enabling smaller file sizes and more effective analyses for complex models. The research utilized nTopology software to convert a CAD model of a bicycle seat into an implicit model, followed by structural analysis and optimization of a Voronoi lattice structure within the seat. This approach resulted in a significant weight reduction of 50.65%, decreasing the seat's weight from 130.61 grams to 64.45 grams. The maximum elastic displacement measured was 1.65 mm, with the maximum Von Mises stress value observed at approximately 15 MPa, indicating the design's capability to withstand loads. The study concludes that the use of implicit modeling offers substantial advantages in industrial design, particularly in sectors where weight reduction is critical, such as aerospace and automotive. Future research should focus on further developing implicit modeling techniques and exploring their applications in various industrial contexts.

Keywords

Supporting Institution

DPU BAP

Project Number

2023-27

Thanks

This research was conducted utilizing the workstation provided through the DPU BAP 2023-27 Scientific Research Project. We extend our sincerest gratitude to the nTopology team for their license and support.

References

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  4. [4] nTopology, "8 Benefits of Lightweighting in Manufacturing & Engineering," ntopology.com, 2022. [Online]. Available: https://ntopology.com/blog/8-lightweighting-benefits-in-manufacturing-engineering/. [Accessed: Jan. 30, 2023].
  5. [5] nTopology, "Lightweighting Applications through Smart Engineering Design," ntopology.com, 2022. [Online]. Available: https://ntopology.com/blog/lightweighting-applications/. [Accessed: Jan. 30, 2023].
  6. [6] N. Top, İ. Şahin, and H. Gökçe, "The Mechanical Properties of Functionally Graded Lattice Structures Derived Using Computer-Aided Design for Additive Manufacturing," Applied Sciences, vol. 13, no. 21, pp. 11667, 2023. doi:10.3390/app132111667
  7. [7] Y. Tang, G. Dong, Q. Zhou, and Y. F. Zhao, "Lattice structure design and optimization with additive manufacturing constraints," IEEE Transactions on Automation Science and Engineering, vol. 15, no. 4, pp. 1546-1562, 2017. doi:10.1109/TASE.2017.2685643
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Details

Primary Language

English

Subjects

Optimization Techniques in Mechanical Engineering

Journal Section

Research Article

Publication Date

December 31, 2024

Submission Date

July 23, 2024

Acceptance Date

November 2, 2024

Published in Issue

Year 2024 Volume: 10 Number: 3

APA
Dayanç, A., Canlıdinç, M., & Karakoç, F. (2024). Voronoi Latticed Bike Saddle Design Optimization with Data-Driven Design Technique. Gazi Journal of Engineering Sciences, 10(3), 547-557. https://izlik.org/JA32FW36KX
AMA
1.Dayanç A, Canlıdinç M, Karakoç F. Voronoi Latticed Bike Saddle Design Optimization with Data-Driven Design Technique. GJES. 2024;10(3):547-557. https://izlik.org/JA32FW36KX
Chicago
Dayanç, Ahmet, Melih Canlıdinç, and Feridun Karakoç. 2024. “Voronoi Latticed Bike Saddle Design Optimization With Data-Driven Design Technique”. Gazi Journal of Engineering Sciences 10 (3): 547-57. https://izlik.org/JA32FW36KX.
EndNote
Dayanç A, Canlıdinç M, Karakoç F (December 1, 2024) Voronoi Latticed Bike Saddle Design Optimization with Data-Driven Design Technique. Gazi Journal of Engineering Sciences 10 3 547–557.
IEEE
[1]A. Dayanç, M. Canlıdinç, and F. Karakoç, “Voronoi Latticed Bike Saddle Design Optimization with Data-Driven Design Technique”, GJES, vol. 10, no. 3, pp. 547–557, Dec. 2024, [Online]. Available: https://izlik.org/JA32FW36KX
ISNAD
Dayanç, Ahmet - Canlıdinç, Melih - Karakoç, Feridun. “Voronoi Latticed Bike Saddle Design Optimization With Data-Driven Design Technique”. Gazi Journal of Engineering Sciences 10/3 (December 1, 2024): 547-557. https://izlik.org/JA32FW36KX.
JAMA
1.Dayanç A, Canlıdinç M, Karakoç F. Voronoi Latticed Bike Saddle Design Optimization with Data-Driven Design Technique. GJES. 2024;10:547–557.
MLA
Dayanç, Ahmet, et al. “Voronoi Latticed Bike Saddle Design Optimization With Data-Driven Design Technique”. Gazi Journal of Engineering Sciences, vol. 10, no. 3, Dec. 2024, pp. 547-5, https://izlik.org/JA32FW36KX.
Vancouver
1.Ahmet Dayanç, Melih Canlıdinç, Feridun Karakoç. Voronoi Latticed Bike Saddle Design Optimization with Data-Driven Design Technique. GJES [Internet]. 2024 Dec. 1;10(3):547-5. Available from: https://izlik.org/JA32FW36KX

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