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首页> 外文期刊>Journal of visual communication & image representation >Cooperative media control parameter optimization of the integrated mixing and paving machine based on the fuzzy cuckoo search algorithm
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Cooperative media control parameter optimization of the integrated mixing and paving machine based on the fuzzy cuckoo search algorithm

机译:基于杜鹃模糊搜索算法的混合摊铺机协同介质控制参数优化

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First, this paper studies the MOH material mixing and paving equipment technology, and quantifies the correlations between each variable through the data fitting based on massive experimental data. Then, with the operation speed as the design variable and yielding the maximum mixing efficiency, minimum slip ratio and highest measuring accuracy as the three performance optimization objectives, an operation speed optimization model for the integrated mixer and paver has been built. Moreover, the principles and workflows of the cuckoo search are investigated, the population diversity and convergence rate of the cuckoo search are improved by using the fuzzy logic, and subsequently the operation speed optimization model is solved using the modified cuckoo search. At last, a simulation test based on MATLAB is carried out for validation. Research results show that the optimization results based on the modified cuckoo search algorithm excels those of frequently-used optimization algorithms such as the conventional cuckoo search and genetic algorithm. Also, the comparison between the cases of the optimized and standard operation speeds show that the mixing efficiency of the integrated mixing and paving machine can grow by 15.3%; the slip ratio drops by 54.2%; the measuring accuracy rises by 18.2%. (C) 2019 Published by Elsevier Inc.
机译:首先,本文研究了MOH材料混合和摊铺设备技术,并通过基于大量实验数据的数据拟合来量化每个变量之间的相关性。然后,以运行速度为设计变量,以产生最大的混合效率,最小的滑移率和最高的测量精度为三个性能优化目标,建立了混合机和摊铺机的运行速度优化模型。此外,研究了布谷鸟搜索的原理和工作流程,使用模糊逻辑改善了布谷鸟搜索的种群多样性和收敛速度,随后使用改进的布谷鸟搜索求解了运行速度优化模型。最后,进行了基于MATLAB的仿真测试以进行验证。研究结果表明,基于改进的杜鹃搜索算法的优化结果优于常规的杜鹃搜索和遗传算法等常用的优化算法。另外,通过对最佳运行速度和标准运行速度两种情况的比较,可以看出,集成式摊铺机的混合效率可以提高15.3%。滑移率下降54.2%;测量精度提高了18.2%。 (C)2019由Elsevier Inc.发布

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