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Effect of Genetic Parameters in Tour Scheduling and Recommender Services for Electric Vehicles

机译:遗传参数对电动汽车行程安排和推荐服务的影响

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摘要

This paper assesses the performance of a tour scheduling and recommender service for electric vehicles, aiming at verifying its effectiveness and practicality as a real-life application. The tour service, targeting at electric vehicles suffering from short driving range, generates a time-efficient tour and charging schedule. It combines two computing models, one for user-specified essential tour spots as the traveling salesman problem and the other for service-recommended optional spots as the orienteering problem. As it is designed based on genetic algorithms, this paper intensively measures the effect of the population size and the number of iterations to waiting time, tour length, and the number of visitable spots included in the final schedule. The experiment result, obtained through a prototype implementations, shows that our scheme can stably find an efficient tour schedule having a converged fitness value both on average and overloaded set of user selection.
机译:本文评估了电动汽车旅行计划和推荐服务的性能,旨在验证其作为实际应用的有效性和实用性。这项针对短途行驶的电动汽车的旅行服务会产生省时的旅行和充电时间表。它结合了两种计算模型,一种用于用户指定的必不可少的景点,作为旅行商问题,另一种用于服务推荐的可选景点,作为定向运动问题。由于它是基于遗传算法进行设计的,因此本文集中研究了人口规模和迭代次数对等待时间,游览时间和最终行程中包含的可访问景点数量的影响。通过原型实现获得的实验结果表明,我们的方案可以稳定地找到一种有效的旅行计划,该计划的平均选择值和重载用户选择集均具有收敛的适应性值。

著录项

  • 来源
    《Grid and pervasive computing》|2013年|556-562|共7页
  • 会议地点 Seoul(KR)
  • 作者单位

    Dept. of Computer Science and Statistics, Jeju National University, 690-756, Jeju Do, Republic of Korea;

    Dept. of Computer Science and Statistics, Jeju National University, 690-756, Jeju Do, Republic of Korea;

    Dept. of Computer Science and Statistics, Jeju National University, 690-756, Jeju Do, Republic of Korea;

    Dept. of Computer Science and Statistics, Jeju National University, 690-756, Jeju Do, Republic of Korea;

    Dept. of Computer Science and Statistics, Jeju National University, 690-756, Jeju Do, Republic of Korea;

    Dept. of Computer Science and Statistics, Jeju National University, 690-756, Jeju Do, Republic of Korea;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Electric vehicle; tour scheduler; genetic algorithm; waiting time; visitable node;

    机译:电动汽车;行程安排;遗传算法等待的时间;可访问节点;

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