Study of economic management forecast and optimized resource allocation based on cloud computing and neural network

被引:1
|
作者
He, Pinzhen [1 ]
机构
[1] Univ York, York YO10 5DD, N Yorkshire, England
关键词
Economic management; BP neural network; Cloud computing; Adaptive learning; SUPPLY CHAIN;
D O I
10.1186/s13638-020-01790-6
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
As various factors which affect the development of global market economy become increasingly uncertain, economy and commodity will become more and more fluctuating in economic operation. With its strong nonlinear mapping capacity, artificial neural network has already been applied in many fields, time series analysis, and trend prediction. Cloud computing can interact fast with service provider at the minimum management cost. This paper proposes an economic forecast and optimized resource allocation model based on cloud computing and BP neural network. Its main goal is to break down a complex prediction task into several sub-tasks, effectively reduce the workload of a single computer and enhance the operating efficiency. Simulation results show that the proposed method does not rely on gradient information and has strong optimization calculation ability. At the same time, it can analyze and predict economic management, so as to provide strong decision support for decision makers.
引用
收藏
页数:14
相关论文
共 50 条
  • [1] Study of economic management forecast and optimized resource allocation based on cloud computing and neural network
    Pinzhen He
    EURASIP Journal on Wireless Communications and Networking, 2020
  • [2] Research on Resource Allocation based on RBF Neural Network Under Cloud Computing
    Liu, Feng
    Wang, Peiwei
    Zhang, Weijie
    PROCEEDINGS OF THE 7TH INTERNATIONAL CONFERENCE ON EDUCATION, MANAGEMENT, INFORMATION AND MECHANICAL ENGINEERING (EMIM 2017), 2017, 76 : 702 - 705
  • [3] An autonomous architecture based on reinforcement deep neural network for resource allocation in cloud computing
    Javaheri, Seyed Danial Alizadeh
    Ghaemi, Reza
    Naeen, Hossein Monshizadeh
    COMPUTING, 2024, 106 (02) : 371 - 403
  • [4] An autonomous architecture based on reinforcement deep neural network for resource allocation in cloud computing
    Seyed Danial Alizadeh Javaheri
    Reza Ghaemi
    Hossein Monshizadeh Naeen
    Computing, 2024, 106 : 371 - 403
  • [5] Optimized Resource Allocation Model in Cloud Computing System
    Win, Thu Rein
    Yee, Tin Tin
    Htoon, Ei Chaw
    2019 INTERNATIONAL CONFERENCE ON ADVANCED INFORMATION TECHNOLOGIES (ICAIT), 2019, : 49 - 54
  • [6] Study on Resource Management Based on Cloud Computing
    Fang, Fu Gui
    2016 INTERNATIONAL CONFERENCE ON MECHATRONICS, MANUFACTURING AND MATERIALS ENGINEERING (MMME 2016), 2016, 63
  • [7] Evolutionary Neural Network Based Energy Consumption Forecast for Cloud Computing
    Foo, Yong Wee
    Goh, Cindy
    Lim, Hong Chee
    Zhan, Zhi-Hui
    Li, Yun
    2015 INTERNATIONAL CONFERENCE ON CLOUD COMPUTING RESEARCH AND INNOVATION (ICCCRI), 2015, : 53 - 64
  • [8] Auction based resource allocation in cloud computing
    Wang, Hui
    Tianfield, Huaglory
    Mair, Quentin
    MULTIAGENT AND GRID SYSTEMS, 2014, 10 (01) : 51 - 66
  • [9] Component Based Resource Allocation in Cloud Computing
    Vernekar, Sumeet S.
    Game, Pravin
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INFORMATION SYSTEMS DESIGN AND INTELLIGENT APPLICATIONS 2012 (INDIA 2012), 2012, 132 : 907 - 914
  • [10] Stable and efficient resource management using deep neural network on cloud computing
    Jeong, Byeonghui
    Baek, Seungyeon
    Park, Sihyun
    Jeon, Jueun
    Jeong, Young-Sik
    NEUROCOMPUTING, 2023, 521 : 99 - 112