• VRP相关知识整理


    一、扩展问题分类:

    ★ the capacitated vehicle routing problem (CVRP) , 即classical VRP

    ★ the vehicle routing problem with time windows (VRPTW) , 带时间窗
        - VRPHTW 硬时间窗   |   VRPSTW 软时间窗   |   VRPTD(VRP with Time Deadlines)带顾客最迟服务时间

    ★ (VRPSD) the Vehicle Routing Problem with Split Deliveries,分割配送

        - the Vehicle Routing Problem with Split Demands,需求分割 [二者实质相同]

    ★ the Multiple Depot Vehicle Routing Problem (MDVRP) , 多车场

    ★ the Period Vehicle Routing Problem (PVRP) , 周期车辆路径问题

    ★ the site-dependent vehicle routing problem (SDVRP) ,

    ★ the open vehicle routing problem (OVRP) ,开放式

    ★ the Vehicle Routing Problem with Backhauls(VRPB), 带回程

    ★ the Vehicle Routing Problem with Pickup and Delivery(VRPPD), 带取送货

        - with Simultaneous Distribution and Collection

    ★ the Vehicle Routing Problem with Multiple Trips(VRPMT), 多车程

    ★ the fleet size and mix vehicle-routing problem (FSMVRP) , 异型车辆

        -  vehicle routing problem with heterogeneous fleet (VRPHE)  [貌似这两个是同一类型]

    ★ the Vehicle Routing Problem with Truck and Trailer(VRPTT), 带拖车

    ★ vehicle routing problem with multiple uses of vehicles (VRPM) , 车辆复用 

    ★ Stochastic VRP(SVRP) 随机车辆路径问题:

        - 随机顾客   |   随机需求   |   随机时间

    ★ Fuzzy Vehicle Routing Problem(FVRP), 模糊车辆路径问题


    **************************************************************
    二、算法分类:

    ★ exact algoritms :  direct tree search , 直接树搜索   |   dynamic programming , 动态规划   |   integer linear programming , 整数线性规划

    ★ Classical Heuristics :

    Saving Heuristic , 节约算法 (Clarke & Wright)   Matching Algorithm
    Sweep Algorithm , 扫描算法 (Gillet & Miller)
    Two-phase Process , 两阶段算法 (Christofides Fisher Jaikumar)

    ① route construction heuristics ,  路径构造算法

    - Savings Heuristic Parallel  |  Sequential  |  Enhancement

    - Insertion Heuristic

    ② route improvement heuristics , 路径改进算法 Thompson & Psaraftis

    - 2-change  |  3-change  |  1-Relocate  |  2-Relocate  |  Swap  |  GENI  |  b-cyclic k-transfer

    ③ composite heuristics (包括上面两类)

    - Greedy Randomized Adaptive Search Procedure (GRASP) ,贪婪随机自适应搜索过程

    Column Generation Algorithm
    adaptive memory algorithms
    Ejection Chain Algorithms

    set covering based algorithms

    Sequential Insertion Heuristic 

    • Hvattum, L.M., A. Løkketangen and G. Laporte. “A Branch-and-Prune heuristic for Stochastic and Dynamic Vehicle Routing Problems”.
    • Hvattum, L.M., A. Løkketangen and G. Laporte. “Solving a Dynamic and Stochastic Vehicle Routing Problem with a Sample Scenario based Hedging Heuristic”. Forthcoming in Transportation Science.

    ★ Metaheuristics (Modern Heuristic) :

    Simulated Annealing 模拟退火

    Tabu Search 禁忌搜索

    Genetic Algoritm 遗传算法    |    Genetic Programming 遗传规划
    Genetic Network Programming 遗传网络规划

    Memetic Algorithm : hybrid genetic algorithms are often referred as memetic algorithms.
    Parallel Genetic Algorithms    |   Genetic Local Search

    Ant Algorithms :    ACO
    ACS, Ant Colony System 蚁群算法

    PSO,Particle Swarm Optimization 粒子群优化算法

    DE,Differential Evolution 差分进化算法
    Evolutionary Programming 进化规划

    ★ Local Search : 属于启发式算法

    variable neighborhood search (VNS) ,变邻域搜索 另:变邻域下降搜索(VND, Descent)
    Evolutionary local search (ELS) ,进化局部搜索
    Iterated Local Search (ILS) ,迭代局部搜索 
    Iterative Improvement,迭代改进
    Large Neighborhood Search (LNS) ,大邻域搜索    |    adaptive large neighborhood search (ALNS) 
    Guided Local Search (GLS) ,引导局部搜索
    Cyclic Transfer Algorithms

    ★ 邻域操作方法:
    2-opt    |    2-opt*    |    Or-opt
    The CROSS exchange

    ****************************************************************
    三、obtained books:

    图书章节:(in VRP->books)
    1. Carlos Cotta.Evolutionary Computation in Combinatorial Optimization.Springer.2007.pdf  
    (P106)Accelerating Local Search in a Memetic Algorithm for the Capacitated Vehicle Routing Problem  
    (P131) A New Metaheuristic for the Vehicle Routing Problem with Split Demands    
    (P152) Edge Assembly Crossover for the Capacitated Vehicle Routing Problem   
    (P176) A Population-Based Local Search for Solving a Bi-objective Vehicle Routing Problem   


    2. Christofides (ed.). Combinatorial optimization (Wiley, 1978)(L)(T)(212s).djvu

        (P159)   The Vehicle Routing Problems


    3. Springer.Combinatorial.Optimization.and.Applications.Second.International.Conference.COCOA.2008.Sep.2008.pdf

        (P296) An Improved Approximation Algorithm for the Capacitated Multicast Tree Routing Problem

    *****************************************************************

    四、resources on the Internet:

    1. The VRP Web 很详尽的网站

    2. Solomon's benchmark 数据集 :56个数据集R1、R2、C1、C2、RC1和RC2是VRPTW问题数值实验的经典数据集。
    R1包含客户点随机分布的12个问题。C1有9个问题,其中的客户点聚类到确定的区域。RC1包含8个问题,它们的客户点混合了聚类和随机分布。

    3. Network and Emerging Optimization

    4. OR-Library of J. E. Beasley :各种优化问题的数据集。

    5. J. E. Beasly 的 publications   

     Google Code上的项目:

    1. vrp-uts-insa2008-5info (Solving the VRP problem with a unified tabu search in JAVA. That project is a last year study project at INSA Toulouse. )

    2. VRPSolver (a wizard-like application which solves a basic VRP using the Savings Heuristic Method invented by Clarke and Wright in 1964. )

    3. Swan-VRP

    4. EVITA-VRP (Project to unify the EVITA(Evolutionary inventory and transportation algorithm) code for VRP book chapter. )

    5. vrpft (Vehicle Routing Problem with Full Truckloads. )


    程序员联合开发网上的程序:

    1. 基于遗传算法的车辆路径优化的 C# 程序

    2. 用C++编写的vrp问题的源码

    3. 一个求解车辆路径问题的粒子群算法的源码,用C++编写

    4. 蚁群算法解决车辆最优路径问题

    5. PSO,通过迭代搜索更新产生更优良的下一代解

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  • 原文地址:https://www.cnblogs.com/shankun/p/Vehicle_Routing_Problem.html
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