Cloudroid Swarm: A QoS-Aware Framework for Multirobot Cooperation Offloading

被引:0
|
作者
Zhai, Yuanzhao [1 ]
Ding, Bo [1 ]
Zhang, Pengfei [1 ]
Luo, Jie [1 ]
机构
[1] Natl Univ Def Technol, Coll Comp, Changsha 410073, Peoples R China
关键词
REAL-TIME; EDGE;
D O I
10.1155/2021/6631111
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Computation offloading has been widely recognized as an effective way to promote the capabilities of resource-constrained mobile devices. Recent years have seen a renewal of the importance of this technology in the emerging field of mobile robots, supporting resource-intensive robot applications. However, cooperating to solve complex tasks in the physical world, which is a significant feature of a robot swarm compared to traditional mobile computing devices, has not received in-depth attention in research concerned with traditional computation offloading. In this study, we propose an approach named cooperation offloading, which offloads the intensive communication among robots as well as the computation for compute-intensive and data-intensive tasks. We analyze the performance gain of cooperation offloading by formalizing multirobot cooperative models; in addition, we study offloading decisions. Based on this approach, we design a cloud robotic framework named Cloudroid Swarm and develop several QoS-aware mechanisms to provide a general solution to cooperation offloading with QoS assurance in multirobot cooperative scenes. We implement Cloudroid Swarm to transparently migrate multirobot applications to cloud servers without any code modification. We evaluate our framework using three different multirobot cooperative applications. Our results show that Cloudroid Swarm can be applied to various robotic applications and real-world environments and bring significant benefits in terms of both network optimization and task performance. Besides, our framework has good scalability and can do support as many as 256 robot entities simultaneously.
引用
收藏
页数:18
相关论文
共 50 条
  • [1] Cloudroid: A Cloud Framework for Transparent and QoS-aware Robotic Computation Outsourcing
    Hu, Ben
    Wang, Huaimin
    Zhang, Pengfei
    Ding, Bo
    Che, Huimin
    [J]. 2017 IEEE 10TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING (CLOUD), 2017, : 114 - 121
  • [2] A Computationally Efficient and QoS-Aware Data Offloading Framework for Biased Fog Networks
    Shukla, Aadi
    Sood, Akshat
    Pandey, Om Jee
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2024, 71 (03) : 1116 - 1120
  • [3] An Ada framework for QoS-aware applications
    Pinho, LM
    Nogueira, L
    Barbosa, R
    [J]. RELIABLE SOFTWARE TECHNOLOGY ADA-EUROPE 2005, PROCEEDINGS, 2005, 3555 : 25 - 38
  • [4] Adaptive Performance Modeling Framework for QoS-Aware Offloading in MEC-Based IIoT Systems
    Bebortta, Sujit
    Senapati, Dilip
    Panigrahi, Chhabi Rani
    Pati, Bibudhendu
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2022, 9 (12): : 10162 - 10171
  • [5] QoS-Aware Cooperative Computation Offloading for Robot Swarms in Cloud Robotics
    Hong, Zicong
    Huang, Huawei
    Guo, Song
    Chen, Wuhui
    Zheng, Zibin
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2019, 68 (04) : 4027 - 4041
  • [6] Design of a QoS-aware framework for industrial CAMX systems
    Delamer, IM
    Lastra, JLM
    Tuokko, R
    [J]. 2004 2ND IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL INFORMATICS: COLLABORATIVE AUTOMATION - ONE KEY FOR INTELLIGENT INDUSTRIAL ENVIRONMENTS, 2004, : 137 - 142
  • [7] A framework to support QoS-aware usage of web services
    Lee, E
    Jung, W
    Lee, W
    Park, Y
    Lee, B
    Kim, H
    Wu, C
    [J]. WEB ENGINEERING, PROCEEDINGS, 2005, 3579 : 318 - 327
  • [8] An Improved Heuristic for QoS-aware Service Composition Framework
    Luo Yuan-sheng
    Yong, Qi
    Shen Lin-feng
    Di, Hou
    Chanyachatchawan, Sapa
    Ying, Chen
    [J]. HPCC 2008: 10TH IEEE INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING AND COMMUNICATIONS, PROCEEDINGS, 2008, : 360 - +
  • [9] An adaptive framework for QoS-aware service selection optimization
    Beran, Peter Paul
    Vinek, Elisabeth
    Schikuta, Erich
    [J]. INTERNATIONAL JOURNAL OF WEB INFORMATION SYSTEMS, 2013, 9 (01) : 32 - +
  • [10] QoS-aware dynamic bandwidth reallocation with deadline assurance for multipath data offloading
    Lin, Chuan-Sheng
    Sou, Sok-Ian
    [J]. COMPUTER NETWORKS, 2019, 153 : 103 - 112