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智慧物流与物流优化

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在物联网、大数据、人工智能等优选信息技术背景下,智能与互联是现代物流的主要发展方向,而智慧物流是该发展方向下的产物。本书给出了智慧物流系统的定义,分析了智慧物流的产生、结构、高级特征与智能机理;对物流行业进行总结,分析并定义了十种智慧物流服务模式,包括智能快递柜、普通网络配货、即呼即应配货、社区公共终端、云仓、供应链物流跟踪等,并给出了案例;针对物流系统中生鲜配送、垃圾分类收运、加油站配送、外卖配送、拣货调度、多式联运等七个典型优化决策场景,建立了数学模型并设计启发式算法。本书的运送工具涉及电动汽车、无人车、自主机器人等,算法包括蚁群算法、变邻域搜索算法、自适应大规模邻域搜索算法等。本书理论联系实际,既可供交通运输、物流等领域的教学及科研人员、管理人员和工程技术人员阅读参考,也可供高年级本科生或研究生使用。

第1 章 智慧物流理论 ············································································.001
1.1 物流系统及其发展与演化 .................................................................................. 001
1.1.1 物流系统 ................................................................................................... 001
1.1.2 物流系统的发展与演化 ........................................................................... 002
1.2 智慧物流 .............................................................................................................. 004
1.2.1 智慧物流的产生 ....................................................................................... 004
1.2.2 智能物流与智慧物流 ............................................................................... 005
1.3 智慧物流的决策主题及解决手段 ...................................................................... 018
1.3.1 决策主题 ................................................................................................... 019
1.3.2 解决手段 ................................................................................................... 020
参考文献 ....................................................................................................................... 021
第2 章 智慧物流服务模式 ······································································.022
2.1 现代物流体系的构成 .......................................................................................... 022
2.1.1 物流网络 ................................................................................................... 022
2.1.2 物流作业及其管理 ................................................................................... 022
2.1.3 运营主体 ................................................................................................... 023
2.1.4 物流组织模式 ........................................................................................... 025
2.1.5 物流信息化 ............................................................................................... 025
2.2 现代物流服务模式 .............................................................................................. 026
2.3 智慧物流相关服务模式 ...................................................................................... 027
2.3.1 智慧物流信息网络 ................................................................................... 027
2.3.2 智能快递柜 ............................................................................................... 031
2.3.3 网店专线 ................................................................................................... 032
2.3.4 普通网络配货 ........................................................................................... 033
2.3.5 即呼即应配货 ........................................................................................... 034
2.3.6 社区公共终端物流服务 ........................................................................... 035
2.3.7 公路港物流服务 ....................................................................................... 036
2.3.8 供应链物流跟踪服务 ............................................................................... 037
2.3.9 云仓物流服务 ........................................................................................... 040
2.3.10 外卖配送服务 ......................................................................................... 041
参考文献 ....................................................................................................................... 042
第3 章 基于电动汽车的城市商超生鲜配送问题 ···········································.044
3.1 引言 ...................................................................................................................... 044
3.2 国内外研究现状 .................................................................................................. 045
3.2.1 冷链物流路径优化问题研究现状 ........................................................... 045
3.2.2 电动汽车路径优化问题研究现状 ........................................................... 046
3.3 问题描述和模型建立 .......................................................................................... 048
3.3.1 问题描述 ................................................................................................... 048
3.3.2 模型建立 ................................................................................................... 048
3.4 蚁群算法 .............................................................................................................. 052
3.4.1 概述 ........................................................................................................... 052
3.4.2 转移规则 ................................................................................................... 054
3.4.3 路径构造过程 ........................................................................................... 055
3.4.4 信息素更新策略 ....................................................................................... 056
3.4.5 局部优化策略 ........................................................................................... 057
3.5 实验分析 .............................................................................................................. 057
3.5.1 实验设计 ................................................................................................... 057
3.5.2 实验结果 ................................................................................................... 059
3.6 小结 ...................................................................................................................... 060
参考文献 ....................................................................................................................... 061
第4 章 基于电动汽车的城市生活垃圾分类回收调度问题 ·······························.065
4.1 引言 ...................................................................................................................... 065
4.2 城市生活垃圾分类收运和处理 .......................................................................... 067
4.2.1 生活垃圾分类方式 ................................................................................... 067
4.2.2 生活垃圾分类收集方式 ........................................................................... 068
4.2.3 生活垃圾分类收运模式 ........................................................................... 069
4.2.4 生活垃圾分类处理 ................................................................................... 070
4.3 国内外研究现状 .................................................................................................. 071
4.4 问题描述和模型建立 .......................................................................................... 072
4.4.1 问题描述 ................................................................................................... 072
4.4.2 模型建立 ................................................................................................... 073
4.5 蚁群算法 .............................................................................................................. 075
4.5.1 转移规则 ................................................................................................... 076
4.5.2 路径构造过程 ........................................................................................... 076
4.5.3 局部优化算子设计 ................................................................................... 078
4.5.4 信息素更新策略 ....................................................................................... 079
4.6 实验分析 .............................................................................................................. 079
4.6.1 小规模算例实验分析 ............................................................................... 080
4.6.2 大规模算例实验分析 ............................................................................... 081
4.6.3 带隔舱与不带隔舱的实验比较 ............................................................... 084
4.7 小结 ...................................................................................................................... 085
参考文献 ....................................................................................................................... 085
第5 章 基于带隔舱的车辆的成品油二次配送优化问题 ··································.088
5.1 引言 ...................................................................................................................... 088
5.2 国内外研究现状 .................................................................................................. 090
5.3 问题描述与假设 .................................................................................................. 091
5.3.1 问题描述 ................................................................................................... 091
5.3.2 问题假设 ................................................................................................... 092
5.4 数学建模 .............................................................................................................. 093
5.4.1 集合 ........................................................................................................... 093
5.4.2 参数 ........................................................................................................... 094
5.4.3 变量 ........................................................................................................... 096
5.4.4 数学模型 ................................................................................................... 096
5.5 变邻域搜索算法设计 .......................................................................................... 098
5.5.1 初始解生成 ............................................................................................... 100
5.5.2 邻域结构设计 ........................................................................................... 101
5.5.3 算法框架 ................................................................................................... 102
5.6 实验分析 .............................................................................................................. 104
5.6.1 标杆算例实验分析 ................................................................................... 104
5.6.2 实例分析 ................................................................................................... 107
5.7 小结 ...................................................................................................................... 110
参考文献 ....................................................................................................................... 111
第6 章 “货到人”拣货系统中AGV 优化调度问题 ··········································.114
6.1 引言 ...................................................................................................................... 114
6.2 移动机器人履行系统 .......................................................................................... 115
6.2.1 概述 ........................................................................................................... 115
6.2.2 订单拣选方式 ........................................................................................... 117
6.3 研究综述 .............................................................................................................. 119
6.3.1 AGV 调度问题 ......................................................................................... 119
6.3.2 RMFS 订单处理问题 ............................................................................... 121
6.4 问题描述和模型建立 .......................................................................................... 123
6.4.1 问题描述与基本假设 ............................................................................... 123
6.4.2 模型建立 ................................................................................................... 125
6.5 变邻域搜索算法设计 .......................................................................................... 129
6.5.1 初始解生成 ............................................................................................... 130
6.5.2 目标函数计算 ........................................................................................... 131
6.5.3 邻域结构设计 ........................................................................................... 133
6.5.4 邻域搜索策略 ........................................................................................... 135
6.5.5 邻域变换规则及顺序 ............................................................................... 136
6.6 实验分析 .............................................................................................................. 136
6.6.1 算例构建 ................................................................................................... 137
6.6.2 小规模算例实验分析 ............................................................................... 138
6.6.3 大规模算例实验分析 ............................................................................... 139
6.6.4 订单分配的影响分析 ............................................................................... 142
6.7 小结 ...................................................................................................................... 143
参考文献 ....................................................................................................................... 143
第7 章 基于骑手与无人车的外卖配送动态调度问题 ·····································.146
7.1 引言 ...................................................................................................................... 146
7.2 骑手与无人车联合服务的运作模式 .................................................................. 147
7.2.1 无人配送车 ............................................................................................... 148
7.2.2 运作模式 ................................................................................................... 149
7.2.3 模式的特点 ............................................................................................... 150
7.3 国内外研究现状 .................................................................................................. 151
7.3.1 外卖配送问题研究现状 ........................................................................... 151
7.3.2 无人车配送研究现状 ............................................................................... 153
7.3.3 研究评述 ................................................................................................... 153
7.4 问题描述和模型建立 .......................................................................................... 154
7.4.1 问题描述 ................................................................................................... 154
7.4.2 模型建立 ................................................................................................... 156
7.4.3 目标函数 ................................................................................................... 159
7.4.4 约束条件 ................................................................................................... 160
7.5 自适应大规模邻域搜索算法设计 ...................................................................... 163
7.5.1 概述 ........................................................................................................... 163
7.5.2 算法总体框架 ........................................................................................... 165
7.5.3 构造初始解 ............................................................................................... 166
7.5.4 移除算子 ................................................................................................... 167
7.5.5 插入算子 ................................................................................................... 170
7.5.6 换电站优化 ............................................................................................... 172
7.5.7 算子的权重 ............................................................................................... 172
7.5.8 模拟退火接受准则 ................................................................................... 173
7.6 实验分析 .............................................................................................................. 173
7.6.1 算法参数设置 ........................................................................................... 174
7.6.2 小规模算例实验分析 ............................................................................... 175
7.6.3 大规模算例实验分析 ............................................................................... 178
7.6.4 调度方案 ................................................................................................... 181
7.7 小结 ...................................................................................................................... 182
参考文献 ....................................................................................................................... 183
第8 章 快递的多运输方式组合路径优化问题 ··············································.185
8.1 引言 ...................................................................................................................... 185
8.2 国内外研究现状 .................................................................................................. 186
8.3 多运输方式组合模型 .......................................................................................... 187
8.3.1 固定节点顺序的运输模型 ....................................................................... 187
8.3.2 不固定节点顺序的运输模型 ................................................................... 188
8.4 问题描述和模型建立 .......................................................................................... 190
8.4.1 问题描述 ................................................................................................... 190
8.4.2 数学模型 ................................................................................................... 190
8.5 混合蚁群算法 ...................................................................................................... 192
8.5.1 算法介绍 ................................................................................................... 192
8.5.2 路径构造过程 ........................................................................................... 194
8.5.3 信息素更新策略 ....................................................................................... 195
8.5.4 局部优化算子 ........................................................................................... 195
8.6 MSAU 算法设计 ................................................................................................. 197
8.7 实验分析 .............................................................................................................. 198
8.7.1 算例设置 ................................................................................................... 198
8.7.2 实验结果分析 ........................................................................................... 199
8.8 小结 ...................................................................................................................... 202
参考文献 ....................................................................................................................... 202
第9 章 多周期随机库存运输联合优化问题 ·················································.204
9.1 引言 ...................................................................................................................... 204
9.1.1 问题的提出 ............................................................................................... 204
9.1.2 问题的描述 ............................................................................................... 205
9.2 国内外研究现状 .................................................................................................. 206
9.3 模型建立及分析 .................................................................................................. 209
9.3.1 符号说明 ................................................................................................... 209
9.3.2 库存问题的模型及求解方法 ................................................................... 210
9.3.3 系统模型的建立及分析 ........................................................................... 214
9.4 算法设计 .............................................................................................................. 216
9.4.1 运输费用分解法的提出 ........................................................................... 216
9.4.2 基于TCPP 思想的问题求解思路 ............................................................ 217
9.4.3 库存子问题模型及求解 ........................................................................... 218
9.4.4 路径子问题(PT)模型及求解 ............................................................... 220
9.4.5 算法步骤 ................................................................................................... 222
9.5 实验及分析 .......................................................................................................... 224
9.5.1 实例1 ........................................................................................................ 224
9.5.2 实例2 ........................................................................................................ 228
9.6 小结 ...................................................................................................................... 229
参考文献 ....................................................................................................................... 229

商品参数
基本信息
出版社 电子工业出版社
ISBN 9787121460302
条码 9787121460302
编者 刘志硕
译者 --
出版年月 2023-07-01 00:00:00.0
开本 其他
装帧 平装
页数 244
字数
版次 1
印次 1
纸张
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