An integrated fuzzy DEA algorithm for efficiency assessment and optimization of wireless communication sectors with ambiguous data

被引:0
|
作者
Ali Azadeh
Seyed Mohammad Asadzadeh
Ali Bukhari
Hamid Reza Izadbakhsh
机构
[1] University of Tehran,Department of Industrial Engineering, Department of Engineering Optimization Research and Center of Excellence for Intelligent
[2] University of Maryland,Based Experimental Mechanics, College of Engineering
[3] Iran University of Science and Technology,Department of Telecommunication, A. James Clark School of Engineering
[4] Young Researchers Club of Azad University and Payame Noor University,Department of Industrial Engineering
关键词
Fuzzy data envelopment analysis; DEA; Wireless communication; Efficiency; Principal component analysis; Assessment; Optimization; Ambiguous data;
D O I
暂无
中图分类号
学科分类号
摘要
This paper presents an integrated algorithm for efficiency assessment of wireless communication sectors with imprecise data. It is based on standard indicators as defined by the International Telecommunication Union (ITU). It uses data envelopment analysis (DEA) and fuzzy data envelopment analysis (FDEA) for efficiency assessment and optimization. The DEA models are verified and validated by principal component analysis and Spearman correlation technique. Eight standard indicators pertaining to wireless communication sector were identified from the ITU database. To present the usability of the algorithm, data for 42 countries with respect to three inputs and five outputs were collected through ITU. The results show weak and strong points of each country identifying inputs or outputs having a major impact on performance. Finally, FDEA is used for the performance assessment of wireless communication industry in seven different regions, namely, Central and South Africa, Central America, Central Asia, East Asia, European Union, Middle East, and North Africa. This is the first study that uses DEA and FDEA for the performance assessment and optimization of the wireless communication sector.
引用
收藏
页码:805 / 819
页数:14
相关论文
共 50 条
  • [21] Wireless Data and Energy Integrated Communication Networks
    YANG Kun
    HU Jie
    ZTE Communications, 2018, 16 (01) : 1 - 1
  • [22] Evaluation of technical efficiency of Hungarian and Croatian livestock sectors using DEA on FADN data
    Kovacs, Krisztian
    Juracak, Josip
    Ocic, Vesna
    Burdiuzha, Anastasiia
    Szucs, Istvan
    JOURNAL OF CENTRAL EUROPEAN AGRICULTURE, 2022, 23 (04): : 909 - 920
  • [23] An Efficiency Optimization Model for 802.11 Wireless Communication Channels
    Potorac, A. D.
    Onofrei, A.
    Balan, D.
    ELEKTRONIKA IR ELEKTROTECHNIKA, 2010, (01) : 67 - 72
  • [24] Data and Energy Integrated Communication Networks for Wireless Big Data
    Yang, Kun
    Yu, Qin
    Leng, Supeng
    Fan, Bo
    Wu, Fan
    IEEE ACCESS, 2016, 4 : 713 - 723
  • [25] Application Efficiency Analysis of the Optimal Measurement Algorithm for Method OFDM Communication Networks Integrated Optimization
    Kozlov, S. V.
    Spirina, E. A.
    2019 SYSTEMS OF SIGNAL SYNCHRONIZATION, GENERATING AND PROCESSING IN TELECOMMUNICATIONS (SYNCHROINFO), 2019,
  • [26] Energy Efficiency Improvement Assessment in Africa: An Integrated Dynamic DEA Approach
    Amowine, Nelson
    Ma, Zhiqiang
    Li, Mingxing
    Zhou, Zhixiang
    Asunka, Benjamin Azembila
    Amowine, James
    ENERGIES, 2019, 12 (20)
  • [27] Nodes Deployment Optimization Algorithm Based on Fuzzy Data Fusion Model in Wireless Sensor Networks
    Li, Na
    Li, Qiangyi
    Li, Qiangnan
    ADVANCED DATA MINING AND APPLICATIONS, ADMA 2019, 2019, 11888 : 750 - 760
  • [28] Fuzzy cost, revenue efficiency assessment and target setting in fuzzy DEA: a fuzzy directional distance function approach
    Gerami, Javad
    Mozaffari, Mohammad Reza
    Wanke, Peter
    Tan, Yong
    JOURNAL OF MODELLING IN MANAGEMENT, 2024, 19 (01) : 240 - 287
  • [29] Energy Efficiency Optimization of Cooperative Communication in Wireless Sensor Networks
    Wang, Shaoqing
    Nie, Jingnan
    EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2010,
  • [30] Energy Efficiency Optimization of Cooperative Communication in Wireless Sensor Networks
    Shaoqing Wang
    Jingnan Nie
    EURASIP Journal on Wireless Communications and Networking, 2010