Empirical Model Optimization Using Nelder-Mead Algorithm for Mobile Communication in Suburban and Rural Area

被引:0
|
作者
Lotfi, Djouane [1 ,2 ]
Houcine, Oudira [1 ,2 ]
机构
[1] Univ Mouhamde Boudiaf, Msila, Algeria
[2] Lab Elect Engn, Msila, Algeria
关键词
NETWORK RECONFIGURATION; SIMPLEX-METHOD; LOSS REDUCTION; PROPAGATION;
D O I
暂无
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
In mobile radio systems, path loss models are necessary for proper planning, interference estimations, frequencies assignments and cell parameters which are basic for network planning process. Empirical models are the most adjustable models that can be suited to different types of environments. In this paper, data collected in Batna, Algeria is used to calculate the path loss for GSM (908-957 MHz). The measured path loss is compared with theoretical path loss estimated by the most widely empirical models "Cost123", "Hata", "SUI" and "Egli". The best model to estimate the measured path loss is optimized using Nelder-Mead algorithm to predict path loss for suburban and rural area. The RMSE between the actual and predicted data is calculated for various path loss models. It turned out that the adjusted COST 231 model outperforms the other studied models. The investigated results can help telecommunication engineers improve their planning and design of microcellular system.
引用
收藏
页数:5
相关论文
共 50 条
  • [21] A novel optimal capacitor placement algorithm using Nelder-Mead PSO
    Kumar, Pradeep
    Singh, Asheesh K.
    Srivastava, Anurag K.
    INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION, 2014, 6 (04) : 290 - 302
  • [22] Optimization of Electromagnetic Filtration Variables Using a Nelder-Mead Simplex Method
    Yildiz, Z.
    Sener, E.
    Yuceer, M.
    JOURNAL OF DISPERSION SCIENCE AND TECHNOLOGY, 2011, 32 (09) : 1230 - 1234
  • [23] Effective hyperparameter optimization using Nelder-Mead method in deep learning
    Ozaki Y.
    Yano M.
    Onishi M.
    Onishi, Masaki (onishi@ni.aist.go.jp), 1600, Springer Science and Business Media Deutschland GmbH (09):
  • [24] A hybrid pigeon inspired optimization algorithm based on Nelder-Mead simplex operations
    Zhong, Yi
    Zhang, Yaping
    Liao, Kaisheng
    Zhang, Zhenghong
    PROCEEDINGS OF THE 39TH CHINESE CONTROL CONFERENCE, 2020, : 1396 - 1401
  • [25] Design Space Exploration to Accelerate Nelder-Mead Algorithm using FPGA
    Nam Khanh Pham
    Singh, Amit Kumar
    Kumar, Akash
    Aung, Khin Mi Mi
    2014 IEEE 22ND ANNUAL INTERNATIONAL SYMPOSIUM ON FIELD-PROGRAMMABLE CUSTOM COMPUTING MACHINES (FCCM 2014), 2014, : 100 - 100
  • [26] KINETICS ANALYSIS OF CONSECUTIVE REACTIONS USING NELDER-MEAD SIMPLEX OPTIMIZATION
    CARLSON, GM
    PROVDER, T
    ACS SYMPOSIUM SERIES, 1986, 313 : 240 - 255
  • [27] Modified Nelder-Mead self organizing migrating algorithm for function optimization and its application
    Agrawal, Seema
    Singh, Dipti
    APPLIED SOFT COMPUTING, 2017, 51 : 341 - 350
  • [28] Band-gap engineering in CIGS solar cells using Nelder-Mead simplex optimization algorithm
    Cernivec, G.
    Krc, J.
    Smole, F.
    Topic, M.
    THIN SOLID FILMS, 2006, 511 : 60 - 65
  • [29] A New Proposal to Hybridize the Nelder-Mead Method to a Differential Evolution Algorithm for Constrained Optimization
    Menchaca-Mendez, Adriana
    Coello Coello, Carlos A.
    2009 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-5, 2009, : 2598 - 2605
  • [30] Parameter estimation of single diode PV module based on Nelder-Mead optimization algorithm
    Mohapatra, Alivarani
    Nayak, Byamakesh
    Mohanty, Kanungo Barada
    WORLD JOURNAL OF ENGINEERING, 2018, 15 (01) : 70 - 81