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基于自适应遗传算法的蓄冷箱模式冷链物流路径优化研究
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作者 李玉光 孟维阳 黄永生 《物流技术》 2025年第12期55-65,共11页
本文针对蓄冷箱模式冷链物流路径优化问题,从低碳视角出发,构建了一种综合考虑混合时间窗约束、多温层生鲜品货损及碳排放成本的多目标优化模型。为解决传统遗传算法易陷入局部最优、收敛速度慢等问题,提出一种改进的自适应遗传算法:采... 本文针对蓄冷箱模式冷链物流路径优化问题,从低碳视角出发,构建了一种综合考虑混合时间窗约束、多温层生鲜品货损及碳排放成本的多目标优化模型。为解决传统遗传算法易陷入局部最优、收敛速度慢等问题,提出一种改进的自适应遗传算法:采用贪心算法与随机生成结合的混合初始化策略生成初始种群,经2-opt算法预优化提升解的质量;设计自适应交叉变异概率机制,依据个体适应度动态平衡全局搜索与局部开发能力;选择操作采用随机遍历抽样法维持种群多样性。以某生鲜电商30个客户点的配送案例进行仿真,结果表明:相较于传统遗传算法,自适应遗传算法使配送总成本降低16.41%、行驶里程缩减16.82%、碳排放量下降9.72%,验证了模型与算法在降低冷链物流成本及碳排放中的有效性。在生鲜品冷链配送过程中考虑能源消耗因素能够带来更加经济高效的配送方案,采用改进自适应遗传算法相比传统遗传算法更能有效降低配送总成本、大幅缩短行驶里程,并减少资源消耗。 展开更多
关键词 物流工程 路径优化 自适应遗传算法 生鲜品 多温共配 蓄冷箱 混合时间窗
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The effect of temperature on phase equilibria of polyethylene glycol(PEG8000)-K_(2)SO_(4)-H_(2)O at T=(288.15,298.15,308.15)K 被引量:3
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作者 Shuai Chen Niancu Chen +2 位作者 Hong Zheng Xudong Yu Ying Zeng 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2020年第12期3079-3085,共7页
The phase behavior of potassium sulfate(K_(2)SO_(4))in polyethylene glycol with molecular weight 8000(PEG8000)andwater(H_(2)O)mixed solvent at 288.15,298.15,and 308.15 Kwere determined.According to the results,when th... The phase behavior of potassium sulfate(K_(2)SO_(4))in polyethylene glycol with molecular weight 8000(PEG8000)andwater(H_(2)O)mixed solvent at 288.15,298.15,and 308.15 Kwere determined.According to the results,when the temperature are 288.15 and 298.15 K,there is only a solid-liquid phase equilibrium relationship in the system,and the phase diagrams are both divided into three parts which respectively are the regions of unsaturated homogeneous liquid(L),one liquid and one solid K_(2)SO_(4)(L+S)and one liquid and twosolids K_(2)SO_(4)and PEG8000(L+2S).The solubility of K_(2)SO_(4)in PEG8000-H_(2)O mixed solvent decreased with the addition of the PEG8000 in the solution.Comparing the diagrams of 288.15 and 298.15 K,the sizes of regions of(L)and(L+S)increased and that of(L+2S)decreased with the increase of temperature.While at 308.15 K,solid-liquid and liquid-liquid equilibrium coexist,and there are six parts in the complete phase diagram at 308.15 K,adding the areas of one liquid and one solid K_(2)SO_(4)(L+S),two liquids(2 L),two liquids and one solid K_(2)SO_(4)(2 L+S).The equations developed by Merchuk,Hu,and Jayapalwere used to fit the binodal curves data of the systemat 308.15 K,meanwhile,the experimental tie-line data of the system at 308.15 K were correlated by Othmer-Tobias equation and Bancroft equation. 展开更多
关键词 K2SO4 Phase diagram SOLUBILITY Mixed solvent multitemperature
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