H. R. Bogena, M. Herbst, J. Huisman, U. Rosenbaum, A. Weuthen et al., Potential of Wireless Sensor Networks for Measuring Soil Water Content Variability, Vadose Zone Journal, vol.9, issue.4, pp.1002-1013, 2010.

S. Pohl, J. Garvelmann, J. Wawerla, and M. Weiler, Potential of a Low-cost Sensor Network to Understand the Spatial and Temporal Dynamics of a Mountain Snow Cover, Water Resources Research, vol.50, issue.3, pp.2533-2550, 2014.

R. Rice and R. C. Bales, Embedded-Sensor Network Design for Snow Cover Measurements around Snow Pillow and Snow Course Sites in the Sierra Nevada of California, Water Resources Research, vol.46, pp.1-13, 2010.

S. Simoni, S. Padoan, D. Nadeau, M. Diebold, A. Porporato et al., Hydrologic Response of an Alpine Watershed: Application of a Meteorological Wireless Sensor Network to Understand Streamflow Generation, Water Resources Research, vol.47, issue.10, pp.1-16, 2011.

Z. Li, N. Wang, A. Franzen, P. Taher, C. Godsey et al., Practical Deployment of an In-Field Soil Property Wireless Sensor Network, Computer Standards & Interfaces, vol.36, issue.2, pp.278-287, 2014.

J. Gutierrez, J. F. Villa-medina, A. Nieto-garibay, and M. A. Porta-gandara, Automated Irrigation System Using a Wireless Sensor Network and GPRS Module, IEEE Transactions on Instrumentation and Measurement, vol.63, issue.1, pp.166-176, 2014.

Z. Zhang, S. Glaser, T. Watteyne, and S. Malek, American River Hydrological Observatory: Monitoring the Sierra Nevada Snowpack, IEEE Internet of Things Journal, 2016.

T. Watteyne, J. Weiss, L. Doherty, and J. Simon, Industrial IEEE802.15.4e Networks: Performance and Trade-offs, IEEE International Conference on Communications (ICC), pp.8-12, 2015.
URL : https://hal.archives-ouvertes.fr/hal-01208430

C. G. Homer, J. A. Dewitz, L. Yang, S. Jin, P. Danielson et al., Completion of the 2011 National Land Cover Database for the Conterminous United States-Representing a Decade of Land Cover Change Information, Photogrammetric Engineering and Remote Sensing, vol.81, issue.5, pp.345-354, 2015.

O. Kurnaz and S. Helhela, Near Ground Propagation Model for Pine Tree Forest Environment, International Journal of Electronics and Communications, vol.68, issue.1, pp.944-950, 2014.

M. A. Weissberger, An Initial Critical Summary of Models for Predicting the Attenuation of Radio Waves by Trees, 1982.

I. T. , Influence of Terrain Irregularities and Vegetation on Tropospheric Propagation, Propagation in Non-Ionised Media, 1986.

M. Hall, Radiowave Propagation Effects on Next-generation Fixed-services Terrestrial Telecommunication Systems, Tech. Rep. ICT COST Action, vol.235, 1996.

X. Guo, X. Yang, M. Chen, M. Li, and Y. Wang, A Model with Leaf Area Index and Apple Size Parameters for 2.4 GHz Radio Propagation in Apple Orchards, Precision Agriculture, vol.16, issue.1, pp.180-200, 2015.

J. A. Azevedo and F. E. Santos, An Empirical Propagation Model for Forest Environments at Tree Trunk Level, IEEE Transactions on Antennas and Propagation, vol.59, issue.6, pp.2357-2367, 2011.

S. Demetri, G. P. Picco, and L. Bruzzone, Estimating Lowpower Radio Signal Attenuation in Forests: A LiDAR-based Approach, International Conference on Distributed Computing in Sensor Systems (DCOSS), pp.10-12, 2015.

. Wiley-blackwell, Antennas and Propagation for Wireless Communication Systems, 2007.

T. Watteyne, S. Lanzisera, A. Mehta, and K. Pister, Mitigating Multipath Fading Through Channel Hopping in Wireless Sensor Networks, International Conference on Communications (ICC), pp.23-27, 2010.

M. Abu-alsheikh, S. Lin, D. Niyato, and H. Tan, Machine Learning in Wireless Sensor Networks: Algorithms, Strategies, and Applications, vol.16, pp.1996-2018, 2014.

J. Friedman, T. Hastie, and R. Tibshirani, The Elements of Statistical Learning

G. Berlin, Springer Series in Statistics, vol.1, 2001.

Y. Freund and R. E. Schapire, A Decision-Theoretic Generalization of On-line Learning and an Application to Boosting, Journal of Computer and System Sciences, vol.55, issue.1, pp.119-139, 1997.

L. Breiman, Random Forests, Machine Learning, vol.45, pp.5-32, 2001.