The invention provides a crowd sensing task allocation method and related equipment thereof, and the method comprises the steps: obtaining the historical track data of a plurality of target participants in a crowd sensing platform, judging the moving mode of each target participant, and calculating the coverage rate and uncertainty of each target participant; vehicle track comparison is carried out on any two target participants, and the uncertainty of the coverage rate between the two target participants is calculated; according to the self coverage rate, the uncertainty and the uncertainty of the coverage rate among the target participants, combining the plurality of target participants to obtain a combination result, calculating the overall coverage rate, the uncertainty and the range of the uncertainty of the combination result, and setting a regulation factor based on the range of the uncertainty; obtaining a combination weight matrix according to the regulation factors and determining an optimal combination scheme of the target participants; obtaining a task allocation result according to the optimal combination scheme; and the task coverage rate is improved while the influence of uncertainty on the task coverage rate is reduced.

    本发明提供了一种群智感知任务分配方法及其相关设备,包括:在群智感知平台中获取多个目标参与者的历史轨迹数据并判断每个目标参与者的移动模式,计算每个目标参与者的自身覆盖率以及不确定性;分别针对任意两个目标参与者进行车辆轨迹比对,计算两个目标参与者之间覆盖率的不确定性;根据自身覆盖率、不确定性以及目标参与者之间覆盖率的不确定性,将多个目标参与者进行组合得到组合结果,并计算组合结果的整体覆盖率、不确定性以及不确定性的范围,基于不确定性的范围设置调控因子;根据调控因子得到组合权重矩阵并确定目标参与者的最优组合方案;根据最优组合方案得到任务分配结果;在降低不确定性对任务覆盖率的影响的同时提高任务覆盖率。


    Access

    Download


    Export, share and cite



    Title :

    Swarm sensing task allocation method and related equipment thereof


    Additional title:

    一种群智感知任务分配方法及其相关设备


    Contributors:
    LIU JIAQI (author) / XU HUCHENG (author) / LI DENG (author) / ZENG ZHIWEN (author)

    Publication date :

    2023-09-01


    Type of media :

    Patent


    Type of material :

    Electronic Resource


    Language :

    Chinese


    Classification :

    IPC:    H04W WIRELESS COMMUNICATION NETWORKS , Drahtlose Kommunikationsnetze / G06Q Datenverarbeitungssysteme oder -verfahren, besonders angepasst an verwaltungstechnische, geschäftliche, finanzielle oder betriebswirtschaftliche Zwecke, sowie an geschäftsbezogene Überwachungs- oder Voraussagezwecke , DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES / G08G Anlagen zur Steuerung, Regelung oder Überwachung des Verkehrs , TRAFFIC CONTROL SYSTEMS



    Multiple UAV Task Allocation Using Particle Swarm Optimization

    Sujit, P / George, Joel / Beard, Randy | AIAA | 2008


    Self-Organizing Method on Mission-Level Task Allocation of Large-Scale Remote Sensing Satellite Swarm

    Yang Jiang / Yuan Gao / Longjiang Yu et al. | DOAJ | 2022

    Free access

    Distributed bees algorithm for task allocation in swarm of robots

    Jevtić, Aleksandar / Gutiérrez Martín, Álvaro / Andina de la Fuente, Diego et al. | BASE | 2012

    Free access

    A Mission Planning and Task Allocation Framework For Multi-UAV Swarm Coordination

    Autenrieb, Johannes / Strawa, Natalia / Shin, Hyo-Sang et al. | IEEE | 2019


    On-Orbit Servicing Task Allocation for Spacecrafts Using Discrete Particle Swarm Optimization Algorithm

    Zhang, Qi Xin ;Sun, Fu Chun ;Ye, Wen | Trans Tech Publications | 2011