Looking for breakthrough ideas for innovation challenges? Try Patsnap Eureka!

A Vehicle Routing Problem Planning Method with Hard Time Window Based on Fireworks Algorithm

A technology of vehicle routing problem and hard time window, applied in the field of vehicle routing optimization based on fireworks algorithm, can solve the problems of insufficient and redundant path fireworks utilization, achieve fast convergence speed, increase population diversity, and reduce redundant paths the effect of

Active Publication Date: 2021-06-15
SHANGHAI MARITIME UNIVERSITY
View PDF5 Cites 0 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] A vehicle routing problem planning method with a hard time window based on the fireworks algorithm of the present invention aims at the above-mentioned problems in solving the vehicle routing problem with a hard time window by the fireworks algorithm, that is, redundant paths are easily generated during the initial path generation process As well as the problem of insufficient utilization of other fireworks with better fitness values ​​in the population, an improved fireworks algorithm is proposed

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • A Vehicle Routing Problem Planning Method with Hard Time Window Based on Fireworks Algorithm
  • A Vehicle Routing Problem Planning Method with Hard Time Window Based on Fireworks Algorithm
  • A Vehicle Routing Problem Planning Method with Hard Time Window Based on Fireworks Algorithm

Examples

Experimental program
Comparison scheme
Effect test

Embodiment Construction

[0023] The method of the present invention will be described in further detail below in conjunction with the accompanying drawings and embodiments.

[0024] First, the vehicle routing problem with a hard time window is abstracted into a mathematical model, and a mixed integer programming model is established:

[0025] (1) The customer service type is pick-up or delivery;

[0026] (2) The demand of each customer point and the service time at that point are given in advance;

[0027] (3) Each customer point can only be visited once;

[0028] (4) The coordinates of the parking lot and the customer to be served are given in advance;

[0029] (5) A group of vehicles of the same type with the same maximum load capacity complete the service to the customer point;

[0030] (6) The vehicle cannot exceed the maximum load capacity when serving at the customer point;

[0031] (7) Each vehicle can only serve a single path.

[0032] (8) The service of each customer must be carried out ...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

PUM

No PUM Login to View More

Abstract

The invention relates to a vehicle route problem planning method with a hard time window based on the fireworks algorithm. Two initial populations are respectively constructed according to different rules, so that the search space after the explosion of the fireworks is larger, and more can be searched in the solution space. The feasible solution of the initial stage has a fast convergence speed; secondly, the construction of the initial solution is divided into four stages, that is, the minimum number of vehicles is partitioned according to different rules, the initial path is generated, and the constraint test is performed on the generated path. The client points are adjusted to generate an initial feasible solution. Effectively reduce the generation of redundant paths. Increase the cross operation between sparks of different populations in the parallel optimization process of dual populations. In each generation of fireworks, the fireworks to be exploded in one population and the optimal fireworks of another population are randomly selected to perform the explosion operation, which makes full use of other fireworks with better fitness values ​​in each generation and increases the diversity of the population.

Description

technical field [0001] The invention relates to the field of vehicle route planning, in particular to a vehicle route optimization method based on fireworks algorithm. Background technique [0002] Vehicle routing problem is one of the most important and widely studied combinatorial optimization problems, which belongs to NP-hard problem. Research at the present stage pays more and more attention to the complexity of the delivery process, and develops a large number of multi-constraint vehicle routing problems. Among them, the vehicle routing problem with a hard time window needs to consider the number of vehicles delivered, the timeliness of service, and the driving distance of the vehicle at the same time. In particular, it is required that each task must be completed within a specified time window. Therefore, how to design an algorithm to obtain a better path becomes difficult. [0003] The development of swarm intelligence provides ideas for solving path planning probl...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

Application Information

Patent Timeline
no application Login to View More
Patent Type & Authority Patents(China)
IPC IPC(8): G01C21/34
CPCG01C21/3446
Inventor 周红朱瑾王佳卜人杰郭昆仑沈磊
Owner SHANGHAI MARITIME UNIVERSITY
Who we serve
  • R&D Engineer
  • R&D Manager
  • IP Professional
Why Patsnap Eureka
  • Industry Leading Data Capabilities
  • Powerful AI technology
  • Patent DNA Extraction
Social media
Patsnap Eureka Blog
Learn More
PatSnap group products