Research on the Optimization of Cigarette Distribution Route Based on Improved NSGA-II

2025-99-0437

12/10/2025

Authors
Abstract
Content
To address the rigid single-route adjustment problem in China's tobacco logistics, this work proposes an Improved NSGA-II and applies it to optimize cigarette distribution routes. First, a bi-objective model is established that comprehensively considers transportation costs and risks. Second, the algorithm is enhanced by introducing a multi-modal initialization strategy and adaptively adjusting crossover and mutation rates based on population entropy. Finally, validation through simulated data demonstrates that the Improved NSGA-II significantly enhances solution quality and diversity compared to traditional NSGA-II, highlighting its critical significance in the planning of cigarette distribution route.
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Citation
Li, W., Sun, Q., Li, J., Lu, R., et al., "Research on the Optimization of Cigarette Distribution Route Based on Improved NSGA-II," 2025 International Conference on Intelligent Transportation and Future Mobility (ITFM2025), Guilin, China, April 11, 2025, https://doi.org/10.4271/2025-99-0437.
Additional Details
Publisher
Published
12/10/2025
Product Code
2025-99-0437
Content Type
Technical Paper
Language
English