Genetic CoCoA plus plus : Genetic Algorithm based Congestion Control in CoAP

被引:0
|
作者
Yadav, Rajesh Kumar [1 ]
Singh, Navpreet [1 ]
Piyush, Prince [1 ]
机构
[1] Delhi Technol Univ, Dept Comp Sci & Engn, Delhi, India
关键词
CoAP; congestion control; IoT Network; COOJA; Contiki;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
CoAP is the protocol used in various IoT device communications. Congestion in the network is a reason for packet loss during the transmission. Packet loss can be reduced via reducing congestion in the network. CoAP uses a simple binary exponential backoff factor which does not consider the dynamic nature of the network. A major enhancement for congestion control in the IoT network is achieved via CoCoA which somehow considers the network dynamics a little bit. New enhancements over this protocol are made overtime but those enhancements are based on the static observation of RTT. In this paper, a dynamic approach based on the observation of the network for a fixed interval of time, and based on the genetic algorithm is discussed. This approach also does not store previous states of the network for congestion control and RTO estimation. We worked on this approach and a significant decrease in RTO and PFR is observed via this approach.
引用
收藏
页码:808 / 813
页数:6
相关论文
共 50 条
  • [21] A Hybrid Genetic XK-means plus plus Clustering Algorithm with Empty Cluster Reassignment
    Hua, Chun
    2021 13TH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTATIONAL INTELLIGENCE (ICACI), 2021, : 253 - 258
  • [22] CGP plus plus : A Modern C plus plus Implementation of Cartesian Genetic Programming
    Kalkreuth, Roman
    Back, Thomas
    PROCEEDINGS OF THE 2024 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, GECCO 2024, 2024, : 13 - 22
  • [23] Nonlinear Neural Network Congestion Control Based on Genetic Algorithm for TCP/IP Networks
    Rouhani, Modjtaba
    Tanhatalab, Mohammad Rasoul
    Shokohi-Rostami, Ali
    2010 SECOND INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE, COMMUNICATION SYSTEMS AND NETWORKS (CICSYN), 2010, : 1 - 6
  • [24] Cost control of the transmission congestion management in electricity systems based on niche genetic algorithm
    Jiang, Nan
    Liu, Ting
    Liu, Bin
    Jing, Yuanwei
    Journal of Computational Information Systems, 2013, 9 (13): : 5149 - 5156
  • [25] NONLINEAR NEURAL NETWORK CONGESTION CONTROL BASED GENETIC ALGORITHM FOR TCP/IP NETWORKS
    Tanhatalab, Mohammad Rasoul
    Rouhani, Modjtaba
    Rostami, Ali Shokouhi
    ELECTRICAL AND CONTROL TECHNOLOGIES, 2010, : 107 - +
  • [26] ExpressPass plus plus : Credit-Effecient Congestion Control for Data Centers
    Zhou, Zejia
    Dong, Dezun
    Huang, Shan
    Wei, Zihao
    2019 IEEE INTL CONF ON PARALLEL & DISTRIBUTED PROCESSING WITH APPLICATIONS, BIG DATA & CLOUD COMPUTING, SUSTAINABLE COMPUTING & COMMUNICATIONS, SOCIAL COMPUTING & NETWORKING (ISPA/BDCLOUD/SOCIALCOM/SUSTAINCOM 2019), 2019, : 46 - 52
  • [27] mlCoCoA: a machine learning-based congestion control for CoAP
    Demir, Alper Kamil
    Abut, Fatih
    TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2020, 28 (05) : 2863 - 2882
  • [28] Distance-based congestion control mechanism for CoAP in IoT
    Bansal, Sharu
    Kumar, Dilip
    IET COMMUNICATIONS, 2020, 14 (19) : 3512 - 3520
  • [29] A C plus plus framework for geometric semantic genetic programming
    Castelli, Mauro
    Silva, Sara
    Vanneschi, Leonardo
    GENETIC PROGRAMMING AND EVOLVABLE MACHINES, 2015, 16 (01) : 73 - 81
  • [30] GA plus DDPG plus HER: Genetic Algorithm-Based Function Optimizer in Deep Reinforcement Learning for Robotic Manipulation Tasks
    Sehgal, Adarsh
    Ward, Nicholas
    La, Hung Manh
    Papachristos, Christos
    Louis, Sushil
    2022 SIXTH IEEE INTERNATIONAL CONFERENCE ON ROBOTIC COMPUTING, IRC, 2022, : 85 - 86