Predicting RF Path Loss in Forests Using Satellite Measurements of Vegetation Indices

被引:0
|
作者
Jiang, Sujuan [1 ]
Portillo-Quintero, Carlos [2 ]
Sanchez-Azofeifa, Arturo [2 ]
MacGregor, Mike H. [1 ]
机构
[1] Univ Alberta, Dept Comp Sci, Edmonton, AB T6G 2M7, Canada
[2] Univ Alberta, Dept Earth & Atmospher Sci, Edmonton, AB T6G 2M7, Canada
关键词
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We report preliminary results from a novel method that predicts the value of the RF path loss exponent (PLE) from satellite remote-sensing observations. The value of the PLE is required when designing wireless sensor networks for environmental monitoring. The model was produced by correlating field measurements of path loss to Landsat 8 data for three dates in 2013. The correlations are strong (R-2 > 0.87), and exhibit high statistical significance (p < 0.01). As far as we know, this is the first reported work that links remote sensing observations to field predictions of RF loss. The work reported here is preliminary because we were only able to gather field observations for three dates in 2013. Now that we know the approach holds some promise, we plan to extend the work with a much more aggressive field campaign in the spring and summer of 2014.
引用
收藏
页码:592 / 596
页数:5
相关论文
共 50 条
  • [41] EVALUATION OF A SURFACE VEGETATION PARAMETERIZATION USING SATELLITE MEASUREMENTS OF SURFACE-TEMPERATURE
    TACONET, O
    CARLSON, T
    BERNARD, R
    VIDALMADJAR, D
    JOURNAL OF CLIMATE AND APPLIED METEOROLOGY, 1986, 25 (11): : 1752 - 1767
  • [42] Forecasting crop production using satellite-based vegetation health indices in Kansas, USA
    Kogan, Felix
    Salazar, Luis
    Roytman, Leonid
    INTERNATIONAL JOURNAL OF REMOTE SENSING, 2012, 33 (09) : 2798 - 2814
  • [43] Anatomy of the 2018 agricultural drought in the Netherlands using in situ soil moisture and satellite vegetation indices
    Buitink, Joost
    Swank, Anne M.
    van der Ploeg, Martine
    Smith, Naomi E.
    Benninga, Harm-Jan F.
    van der Bolt, Frank
    Carranza, Coleen D. U.
    Koren, Gerbrand
    van der Velde, Rogier
    Teuling, Adriaan J.
    HYDROLOGY AND EARTH SYSTEM SCIENCES, 2020, 24 (12) : 6021 - 6031
  • [44] Potential of using satellite based vegetation indices and biophysical variables for the assessment of the water footprint of crops
    Stancalie, Gh.
    Nertan, A. T.
    Toulios, L.
    Spiliotopoulos, M.
    SECOND INTERNATIONAL CONFERENCE ON REMOTE SENSING AND GEOINFORMATION OF THE ENVIRONMENT (RSCY2014), 2014, 9229
  • [45] ESTIMATION OF ABOVEGROUND BIOMASS IN MANGROVE FORESTS USING VEGETATION INDICES FROM SPOT-5 IMAGE
    Muhd-Ekhzarizal, M. E.
    Mohd-Hasmadi, I
    Hamdan, O.
    Mohamad-Roslan, M. K.
    Noor-Shaila, S.
    JOURNAL OF TROPICAL FOREST SCIENCE, 2018, 30 (02) : 224 - 233
  • [46] Channel Path Loss Prediction Using Satellite Images: A Deep Learning Approach
    Wang, Chenlong
    Ai, Bo
    He, Ruisi
    Yang, Mi
    Zhou, Shun
    Yu, Long
    Zhang, Yuxin
    Qiu, Zhicheng
    Zhong, Zhangdui
    Fan, Jianhua
    IEEE Transactions on Machine Learning in Communications and Networking, 2024, 2 : 1357 - 1368
  • [47] Statistical path loss parameter estimation and positioning using RSS measurements
    Nurminen, Henri
    Talvitie, Jukka
    Ali-Loytty, Simo
    Muller, Philipp
    Lohan, Elena-Simona
    Piche, Robert
    Renfors, Markku
    2012 UBIQUITOUS POSITIONING, INDOOR NAVIGATION, AND LOCATION BASED SERVICE (UPINLBS), 2012,
  • [48] Location estimation using RSS measurements with unknown path loss exponents
    Musa Bora Zeytinci
    Veli Sari
    Frederic Kerem Harmanci
    Emin Anarim
    Mehmet Akar
    EURASIP Journal on Wireless Communications and Networking, 2013
  • [49] Location estimation using RSS measurements with unknown path loss exponents
    Zeytinci, Musa Bora
    Sari, Veli
    Harmanci, Frederic Kerem
    Anarim, Emin
    Akar, Mehmet
    EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2013,
  • [50] Global morphology of convection indices observed using COSMIC GPS RO satellite measurements
    Santhi, Y. Durga
    Ratnam, M. Venkat
    Dhaka, S. K.
    Rao, S. Vijayabhaskara
    ATMOSPHERIC RESEARCH, 2014, 137 : 205 - 215