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Journal of Information Engineering and Applications www.iiste.org
ISSN 2224-5782 (print) ISSN 2225-0506 (online)
Vol.3, No.7, 2013
11
UHF band Radio Wave Propagation Mechanism in Forested
Environments for Wireless Communication Systems
Ayekomilogbon Olufemi1
, Famoriji Oluwole2*
and Olasoji Olajide3
1. Engineering Department, Ondo State Radiovision Corporation, P. O. Box. 1336, Akure, Nigeria.
2 and 3. Department of Electrical and Electronics Engineering, Federal University of Technology,
P.M.B.704, Akure, Nigeria
*
E-mail of the corresponding author: famorijijohn@yahoo.co.uk
Abstract
Radio frequency propagation is the mechanism of the transfer of energy or information at radio frequencies from
one point, a transmitter, to another, a receiver. The energy radiated by a transmitter may take several paths
before it is received. The path to be taken by radio wave depends on certain factors, such as: frequency, antenna
type and height, atmospheric conditions and terrain. In this research work, UHF broadcast signal strength
measurements were taken for both wet season (trees in leafs) and dry season (trees relatively out of leaf) in
Akure-Ilara route of Ondo state, Nigeria and the result obtained were validated against the theoretical
estimations. However, in the wet season, there were more attenuation of signal compared to dry season and
signal degradation is a function of leaf density. The lower the leaf density, the better the signal received. It is
thereby required, in wet season more power is expected to be pumped out from the transmitter in order to cover
the targeted areas.
Keywords: Radio wave, Forest, Measurements, Signal strength, UHF, Akure-Ilara
1. Introduction
Achieving optimal performance is a paramount concern in wireless networks [1]. The appearance of the foliage
medium in the path of the communication link as presented in Fig. 1 has found to play a significant role on the
quality of service (QoS) for wireless communications over many years [2]. Discrete scatterers: the randomly
distributed leaves, twigs, branches and tree trunks can cause attenuation, scattering, diffraction, and absorption of
the radiated waves. This will severely constrain the design of modern wireless communication systems. Wireless
communication is
Figure 1: Radio wave Propagation Mechanism
affected by many environmental factors not foreseen by developers, not accounted for by simulators, and not
considered by theoretical models [3, 4]. This is especially true for an arable farming environment in which
growing crops (foliage) and ever-changing weather conditions have an unknown effect on the exact propagation
of the radio waves.
Since the year 1960s, a significant amount of work has been done to investigate the radio wave propagation in
forested environment. Analytical and empirical works on the modeling and characterization of the forested
channel have been carried out. Some useful and significant results and analysis are reported in [5]. It is reported
that the foliage medium can attenuate the propagating radio wave significantly. There are many external factors
that will cause the variation in radio wave propagation and even the complete breakdown of communication link
Journal of Information Engineering and Applications www.iiste.org
ISSN 2224-5782 (print) ISSN 2225-0506 (online)
Vol.3, No.7, 2013
12
in the forest.
In the recent years, the development of wireless sensor networks with low-power wireless transceiver for
scientific and military surveillance applications within the forest environments has attracted a lot of attention.
Analytical [6, 7] and experimental [8, 9] work have been performed. However, there is still a significant amount
of research work that needs to be performed, especially for the empirical work [8, 9] which is site-specific, and
limits the practical application of the existing research work. In order to build a robust system that operates well
in dense foliage environment, the implementation of MIMO and UWB techniques is often examined. These
techniques provide a potential solution to the implementation of a reliable wireless sensor network. However, the
successful employment of these techniques in forest environment requires detail knowledge of the effects of the
foliage medium on the propagating radio waves.
2. Propagation Mechanisms
Propagation mechanisms may generally be attributed to reflection, diffraction and scattering Ostlin et. al. (2003)
[10]. Free space conditions are almost never at hand and the effect of the atmosphere can usually be ignored for
the very high frequency (VHF) and the ultra high frequency (UHF) bands.
2.1 Reflection
Reflection occurs when a propagating electromagnetic radio wave encounters an object, which has large
dimensions compared to the wave length. In practice, radio waves travel through air and encounter objects and
surfaces, such as buildings, other large man-made or natural occurring objects, earth and water. Due to different
impedances between the air and the encountered object, a part of the energy is reflected whilst the remaining part
is refracted into the other medium Parson, (2000) [11]. Typically, the encountered object is not a perfect
conductor and hence signal power will be lost in the reflection. The proportion of energy reflected from and
refracted into the encountered object is dependent on the electric properties of the media, the electromagnetic
wave’s reflection and incident angles (which are the same) and the properties of the electromagnetic wave.
2.2 Diffraction
The term diffraction is used to describe how radio waves bend over or around the edge of an obstruction.
Diffraction occurs when the obstructing object is large compared to the wave length of the radio wave. Often
Huygens–Fresnel principle Stein (1987) and Hagan and. Mehaj (1994) [12, 13], which may be extracted Rojas
(1996) [14] from Maxwell’s equations. Hagan and Demuth (1999) [15] is used to give an insight to the
diffraction phenomenon.
2.3 Scattering
Scattering is related to reflection and is sometimes referred to as diffuse reflection. For example, when a
reflecting planar surface becomes more irregular, scattering will occur with a higher probability. When scattering
occurs, the energy of the radio wave is distributed in all directions. Typically, scattering objects consist of trees,
uneven walls, cars, lamp posts and other small objects.
Mike, 2011 [16] reported; Vegetation and shrubs are forms of clutter. "Clutter" means things spoiling the view
that are not part of the terrain which also get in the way of radio path. Clutter causes loss as it is usually made of
“lossy” materials. Buildings are often thought to be completely opaque; but this is incorrect, because signals do
penetrate buildings especially if there are many windows in an open plan design or if the walls are made of wood.
Tree branches and leaves cause loss and they also scatter EM waves passing through them, resulting in a strong
multipath component which varies with movement of the leaves and branches in the wind. Trees often have
more foliage in the summer than the winter and this leads to seasonal variability in their effect on radio waves
[16].
As trees move in the wind, the signal received through them which contains many multipath components varies
rapidly with time, due to the continuous variations in the absorbed and reflected energy. This is illustrated in
Figure 2 as obtained from Electromagnetic spectrum (2011) [17].
Journal of Information Engineering and Applications www.iiste.org
ISSN 2224-5782 (print) ISSN 2225-0506 (online)
Vol.3, No.7, 2013
13
Figure 2: Incident (I), Transmission (T), Absorption (A) and Reflection (R) of EM waves by tree leaves
(Electromagnetic spectrum, 2011)
3. Methodology
Ilara is a neighbouring town of Akure where the base station is sited. Being a tropical region, the town has a
large share of tall trees. The trees of this dense forest can be categorized into three: The tallest trees are
distinguishable through their individuality and often about 45m in height; next to these are trees between 23m
and 3.6m tall, whose branches extend to one another thereby forming quasi expansive canopy; while the last and
most common species of trees in this area are of hard wood. These trees combine with those in others to form
impenetrable forest [18]. Signal field strength measurements were carried out in two seasons: wet season in the
month of August and dry season in the month of December using a professional TV signal field strength meter
type UNAOHM model EP742A. A Yagi array receiving antennae covering both VHF and UHF frequency bands
was used for measurements. This was mounted on support about eight meters above the ground to prevent
grounding adverse effect on the reception. The Yagi array was coupled through a 50-ohm feeder to a UNAOHM
TV strength meter type EP742A, designed for monitoring and measuring TV broadcast signals (vision and
audio), in the VHF/UHF Bands I, III, IV and V. GPS (Global Positioning Satellite (GERMIN model)) was used
to determine line of sight (LOS) distance between the transmitter and the observation points. Equation 1 as
obtained from Rappaport 2002 was used to determine theoretical estimations. Some of the observation points are
presented in plate 1 and 2.
=
30
( )
(1)
Journal of Information Engineering and Applications www.iiste.org
ISSN 2224-5782 (print) ISSN 2225-0506 (online)
Vol.3, No.7, 2013
14
Plate 1: Observation Point
Plate 2: Point of Observation
4. Results and Discussion
The measured broadcast signal strength was compared to the theoretical signal field strength calculated using
equation 1 and the result is as shown in Figure 3 as a plot of signal field strength against line-of-sight distance
LOS.
Journal of Information Engineering and Applications www.iiste.org
ISSN 2224-5782 (print) ISSN 2225-0506 (online)
Vol.3, No.7, 2013
15
Figure 3: Graph of signal field strength against line-of sight distance
Apart from the losses due to distance “inverse square law”, the tree density which is not uniformly distributed
and with different permittivity is also responsible for the signal degradation. In the neutral atmosphere, delays
are induced by refractivity of gases, hydrometeors, and other particulates, depending on their permittivity and
concentration, and forward scattering from hydrometeors and other particulates. Changes in temperature,
moisture, and pressure in the atmospheric column cause a change in atmospheric density, which in turn causes
variations in the intensity of waves in both the vertical and horizontal. Reflection and diffraction caused by
obstruction and the effect of tree density with foliages in that area. The presence of vegetation produces a
constant loss, independent of distance between communications terminals that are spaced 1 km or more apart.
Since the density of foliage and the heights of trees are not uniformly distributed in the area. The change in the
humidity of forests correspondingly results in a variation in the electrical constants (conductivity and
permittivity) of the forests, and thereby can influence the radio wave propagation.
5. Conclusion
In this paper, radiowave propagation in forested environment was examined both for the two prominent seasons
in Nigeria. Trees often have more foliage in the raining season than the dry season and this leads to seasonal
variability in their effect on radio waves. It is found that, many factors such as antenna heights; depolarization
etc. can affect the radio wave propagation within a forested channel. Results from this research work are useful
for the planning of a reliable communication link in the forest environment.
References
[1] Famoriji, J. O. and Olasoji Y. O. (2013) “Development of a Radiowave Propagation Model for Hilly Areas”
International Journal of Electronics Communication and Computer Engineering, Vol. 4, Issue 2, PP.536-539.
[2] Meng, Y. S., Y. H. Lee, and B. C. Ng, (2009) “Study of propagation loss prediction in forest Environment,"
Progress In Electromagnetic Research B, Vol. 17, 117-133.
[3] D. Ganesan, A. W. D. Estrin, and D. Culler, (2002) “Complex behavior at scale: An experimental study of
low-power wireless sensor networks,” UCLA Computer Science Technical Report UCLA/CSD-TR 02-0013,
Tech. Rep.,
[4] M. B. Jansen, “Telemetronics biometry b.v.” personal communication.
[5] Bertoni, H. L. (2000), Radio Propagation for Modern Wireless Systems, Prentice Hall PTR, New Jersey.
[6]Liao, D. and K. Sarabandi, (2005) “Near-earth wave propagation characteristics of electric dipole in presence
of vegetation or snow layer," IEEE Trans. Antennas Propag., Vol. 53, No. 11, 3747-3756.
[7] Liao, D. and K. Sarabandi, (2007) “Modeling and simulation of near- earth propagation in presence of a
truncated vegetation layer," IEEE Trans. Antennas Propag., Vol. 55, No. 3, 949{957.
[8]. Joshi, G. G., C. B. Dietrich, C. R. Anderson, W. G. Newhall, W. A. Davis, J. Isaacs, and G. Barnett, (2005)
“Near-ground channel measurements over line-of-sight and forested paths," IEE Proc. Microw. Antennas
Propag., Vol. 152, No. 6, 589-596.
[9]. Anderson, C. R., H. I. Volos, W. C. Headley, F. C. B. Muller, 130 Meng, Lee, and Ng and R. M. Buehrer,
(2008) “Low antenna ultra wideband propagation measurements and modeling in a forest environment," Proc.
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
signalfieldstrength(mV/m)
LOS (km)
Theoretical
estimations
Dry season
Raining season
Journal of Information Engineering and Applications www.iiste.org
ISSN 2224-5782 (print) ISSN 2225-0506 (online)
Vol.3, No.7, 2013
16
IEEE Wireless Commun. Networking Conf., 1229{1234, Las Vegas, USA.
[10] E. ¨Ostlin, H-J. Zepernick, and H. Suzuki, (2003) “Evaluation of the new semi terrain based propagation
model Recommendation ITU-R P.1546,” IEEE Semiannual Vehicular Technology Conference, vol. 1, pp. 114-
118, Orlando, USA.
[11] J. D. Parsons, (2000) “The Mobile Radio Propagation Channel,” John Wiley & Sons Ltd, Chichester,
England.
[12] S. Stein, (1987) “Fading channel issues in system engineering,” IEEE Journal on Selected Areas in
Communications, vol. 5, no. 2, pp. 68-89.
[13] M. T. Hagan and M. B. Mehaj, (1994) “Training feed forward networks with the Marquardt algorithm,”
IEEE Transactions on Neural Networks, vol. 5, no. 6, pp. 989-993.
[14] R. Rojas, (1996) “Neural Networks a Systematic Introduction,” Springer-Verlag, Berlin.
[15] M. T. Hagan and H. B. Demuth, (1999) “Neural networks for control,” Proceedings of the American
Control Conference, pp. 1642-1656, San Diego, USA.
[16] Mike W. (2007). Propagation tutorial – rain and other hydrometeors. Retrieved February 3, 2011 from
http://www.mike-willis.com/Tutorial/PF10.htm.
[17] Electromagnetic spectrum. (2011). Retrieved June 2, 2011 from
http://hosting.soonet.ca/eliris/remotesensing/bl130lec3.html
[18] Famoriji, J. O. and Olasoji, Y. O (2013). “Effects of Hilly Terrain on UHF band Radio Frequency
Propagation” International Journal of Science and Technology, Vol. 2 Issue 4.
This academic article was published by The International Institute for Science,
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Uhf band radio wave propagation mechanism in forested environments for wireless communication systems

  • 1. Journal of Information Engineering and Applications www.iiste.org ISSN 2224-5782 (print) ISSN 2225-0506 (online) Vol.3, No.7, 2013 11 UHF band Radio Wave Propagation Mechanism in Forested Environments for Wireless Communication Systems Ayekomilogbon Olufemi1 , Famoriji Oluwole2* and Olasoji Olajide3 1. Engineering Department, Ondo State Radiovision Corporation, P. O. Box. 1336, Akure, Nigeria. 2 and 3. Department of Electrical and Electronics Engineering, Federal University of Technology, P.M.B.704, Akure, Nigeria * E-mail of the corresponding author: famorijijohn@yahoo.co.uk Abstract Radio frequency propagation is the mechanism of the transfer of energy or information at radio frequencies from one point, a transmitter, to another, a receiver. The energy radiated by a transmitter may take several paths before it is received. The path to be taken by radio wave depends on certain factors, such as: frequency, antenna type and height, atmospheric conditions and terrain. In this research work, UHF broadcast signal strength measurements were taken for both wet season (trees in leafs) and dry season (trees relatively out of leaf) in Akure-Ilara route of Ondo state, Nigeria and the result obtained were validated against the theoretical estimations. However, in the wet season, there were more attenuation of signal compared to dry season and signal degradation is a function of leaf density. The lower the leaf density, the better the signal received. It is thereby required, in wet season more power is expected to be pumped out from the transmitter in order to cover the targeted areas. Keywords: Radio wave, Forest, Measurements, Signal strength, UHF, Akure-Ilara 1. Introduction Achieving optimal performance is a paramount concern in wireless networks [1]. The appearance of the foliage medium in the path of the communication link as presented in Fig. 1 has found to play a significant role on the quality of service (QoS) for wireless communications over many years [2]. Discrete scatterers: the randomly distributed leaves, twigs, branches and tree trunks can cause attenuation, scattering, diffraction, and absorption of the radiated waves. This will severely constrain the design of modern wireless communication systems. Wireless communication is Figure 1: Radio wave Propagation Mechanism affected by many environmental factors not foreseen by developers, not accounted for by simulators, and not considered by theoretical models [3, 4]. This is especially true for an arable farming environment in which growing crops (foliage) and ever-changing weather conditions have an unknown effect on the exact propagation of the radio waves. Since the year 1960s, a significant amount of work has been done to investigate the radio wave propagation in forested environment. Analytical and empirical works on the modeling and characterization of the forested channel have been carried out. Some useful and significant results and analysis are reported in [5]. It is reported that the foliage medium can attenuate the propagating radio wave significantly. There are many external factors that will cause the variation in radio wave propagation and even the complete breakdown of communication link
  • 2. Journal of Information Engineering and Applications www.iiste.org ISSN 2224-5782 (print) ISSN 2225-0506 (online) Vol.3, No.7, 2013 12 in the forest. In the recent years, the development of wireless sensor networks with low-power wireless transceiver for scientific and military surveillance applications within the forest environments has attracted a lot of attention. Analytical [6, 7] and experimental [8, 9] work have been performed. However, there is still a significant amount of research work that needs to be performed, especially for the empirical work [8, 9] which is site-specific, and limits the practical application of the existing research work. In order to build a robust system that operates well in dense foliage environment, the implementation of MIMO and UWB techniques is often examined. These techniques provide a potential solution to the implementation of a reliable wireless sensor network. However, the successful employment of these techniques in forest environment requires detail knowledge of the effects of the foliage medium on the propagating radio waves. 2. Propagation Mechanisms Propagation mechanisms may generally be attributed to reflection, diffraction and scattering Ostlin et. al. (2003) [10]. Free space conditions are almost never at hand and the effect of the atmosphere can usually be ignored for the very high frequency (VHF) and the ultra high frequency (UHF) bands. 2.1 Reflection Reflection occurs when a propagating electromagnetic radio wave encounters an object, which has large dimensions compared to the wave length. In practice, radio waves travel through air and encounter objects and surfaces, such as buildings, other large man-made or natural occurring objects, earth and water. Due to different impedances between the air and the encountered object, a part of the energy is reflected whilst the remaining part is refracted into the other medium Parson, (2000) [11]. Typically, the encountered object is not a perfect conductor and hence signal power will be lost in the reflection. The proportion of energy reflected from and refracted into the encountered object is dependent on the electric properties of the media, the electromagnetic wave’s reflection and incident angles (which are the same) and the properties of the electromagnetic wave. 2.2 Diffraction The term diffraction is used to describe how radio waves bend over or around the edge of an obstruction. Diffraction occurs when the obstructing object is large compared to the wave length of the radio wave. Often Huygens–Fresnel principle Stein (1987) and Hagan and. Mehaj (1994) [12, 13], which may be extracted Rojas (1996) [14] from Maxwell’s equations. Hagan and Demuth (1999) [15] is used to give an insight to the diffraction phenomenon. 2.3 Scattering Scattering is related to reflection and is sometimes referred to as diffuse reflection. For example, when a reflecting planar surface becomes more irregular, scattering will occur with a higher probability. When scattering occurs, the energy of the radio wave is distributed in all directions. Typically, scattering objects consist of trees, uneven walls, cars, lamp posts and other small objects. Mike, 2011 [16] reported; Vegetation and shrubs are forms of clutter. "Clutter" means things spoiling the view that are not part of the terrain which also get in the way of radio path. Clutter causes loss as it is usually made of “lossy” materials. Buildings are often thought to be completely opaque; but this is incorrect, because signals do penetrate buildings especially if there are many windows in an open plan design or if the walls are made of wood. Tree branches and leaves cause loss and they also scatter EM waves passing through them, resulting in a strong multipath component which varies with movement of the leaves and branches in the wind. Trees often have more foliage in the summer than the winter and this leads to seasonal variability in their effect on radio waves [16]. As trees move in the wind, the signal received through them which contains many multipath components varies rapidly with time, due to the continuous variations in the absorbed and reflected energy. This is illustrated in Figure 2 as obtained from Electromagnetic spectrum (2011) [17].
  • 3. Journal of Information Engineering and Applications www.iiste.org ISSN 2224-5782 (print) ISSN 2225-0506 (online) Vol.3, No.7, 2013 13 Figure 2: Incident (I), Transmission (T), Absorption (A) and Reflection (R) of EM waves by tree leaves (Electromagnetic spectrum, 2011) 3. Methodology Ilara is a neighbouring town of Akure where the base station is sited. Being a tropical region, the town has a large share of tall trees. The trees of this dense forest can be categorized into three: The tallest trees are distinguishable through their individuality and often about 45m in height; next to these are trees between 23m and 3.6m tall, whose branches extend to one another thereby forming quasi expansive canopy; while the last and most common species of trees in this area are of hard wood. These trees combine with those in others to form impenetrable forest [18]. Signal field strength measurements were carried out in two seasons: wet season in the month of August and dry season in the month of December using a professional TV signal field strength meter type UNAOHM model EP742A. A Yagi array receiving antennae covering both VHF and UHF frequency bands was used for measurements. This was mounted on support about eight meters above the ground to prevent grounding adverse effect on the reception. The Yagi array was coupled through a 50-ohm feeder to a UNAOHM TV strength meter type EP742A, designed for monitoring and measuring TV broadcast signals (vision and audio), in the VHF/UHF Bands I, III, IV and V. GPS (Global Positioning Satellite (GERMIN model)) was used to determine line of sight (LOS) distance between the transmitter and the observation points. Equation 1 as obtained from Rappaport 2002 was used to determine theoretical estimations. Some of the observation points are presented in plate 1 and 2. = 30 ( ) (1)
  • 4. Journal of Information Engineering and Applications www.iiste.org ISSN 2224-5782 (print) ISSN 2225-0506 (online) Vol.3, No.7, 2013 14 Plate 1: Observation Point Plate 2: Point of Observation 4. Results and Discussion The measured broadcast signal strength was compared to the theoretical signal field strength calculated using equation 1 and the result is as shown in Figure 3 as a plot of signal field strength against line-of-sight distance LOS.
  • 5. Journal of Information Engineering and Applications www.iiste.org ISSN 2224-5782 (print) ISSN 2225-0506 (online) Vol.3, No.7, 2013 15 Figure 3: Graph of signal field strength against line-of sight distance Apart from the losses due to distance “inverse square law”, the tree density which is not uniformly distributed and with different permittivity is also responsible for the signal degradation. In the neutral atmosphere, delays are induced by refractivity of gases, hydrometeors, and other particulates, depending on their permittivity and concentration, and forward scattering from hydrometeors and other particulates. Changes in temperature, moisture, and pressure in the atmospheric column cause a change in atmospheric density, which in turn causes variations in the intensity of waves in both the vertical and horizontal. Reflection and diffraction caused by obstruction and the effect of tree density with foliages in that area. The presence of vegetation produces a constant loss, independent of distance between communications terminals that are spaced 1 km or more apart. Since the density of foliage and the heights of trees are not uniformly distributed in the area. The change in the humidity of forests correspondingly results in a variation in the electrical constants (conductivity and permittivity) of the forests, and thereby can influence the radio wave propagation. 5. Conclusion In this paper, radiowave propagation in forested environment was examined both for the two prominent seasons in Nigeria. Trees often have more foliage in the raining season than the dry season and this leads to seasonal variability in their effect on radio waves. It is found that, many factors such as antenna heights; depolarization etc. can affect the radio wave propagation within a forested channel. Results from this research work are useful for the planning of a reliable communication link in the forest environment. References [1] Famoriji, J. O. and Olasoji Y. O. (2013) “Development of a Radiowave Propagation Model for Hilly Areas” International Journal of Electronics Communication and Computer Engineering, Vol. 4, Issue 2, PP.536-539. [2] Meng, Y. S., Y. H. Lee, and B. C. Ng, (2009) “Study of propagation loss prediction in forest Environment," Progress In Electromagnetic Research B, Vol. 17, 117-133. [3] D. Ganesan, A. W. D. Estrin, and D. Culler, (2002) “Complex behavior at scale: An experimental study of low-power wireless sensor networks,” UCLA Computer Science Technical Report UCLA/CSD-TR 02-0013, Tech. Rep., [4] M. B. Jansen, “Telemetronics biometry b.v.” personal communication. [5] Bertoni, H. L. (2000), Radio Propagation for Modern Wireless Systems, Prentice Hall PTR, New Jersey. [6]Liao, D. and K. Sarabandi, (2005) “Near-earth wave propagation characteristics of electric dipole in presence of vegetation or snow layer," IEEE Trans. Antennas Propag., Vol. 53, No. 11, 3747-3756. [7] Liao, D. and K. Sarabandi, (2007) “Modeling and simulation of near- earth propagation in presence of a truncated vegetation layer," IEEE Trans. Antennas Propag., Vol. 55, No. 3, 949{957. [8]. Joshi, G. G., C. B. Dietrich, C. R. Anderson, W. G. Newhall, W. A. Davis, J. Isaacs, and G. Barnett, (2005) “Near-ground channel measurements over line-of-sight and forested paths," IEE Proc. Microw. Antennas Propag., Vol. 152, No. 6, 589-596. [9]. Anderson, C. R., H. I. Volos, W. C. Headley, F. C. B. Muller, 130 Meng, Lee, and Ng and R. M. Buehrer, (2008) “Low antenna ultra wideband propagation measurements and modeling in a forest environment," Proc. 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 signalfieldstrength(mV/m) LOS (km) Theoretical estimations Dry season Raining season
  • 6. Journal of Information Engineering and Applications www.iiste.org ISSN 2224-5782 (print) ISSN 2225-0506 (online) Vol.3, No.7, 2013 16 IEEE Wireless Commun. Networking Conf., 1229{1234, Las Vegas, USA. [10] E. ¨Ostlin, H-J. Zepernick, and H. Suzuki, (2003) “Evaluation of the new semi terrain based propagation model Recommendation ITU-R P.1546,” IEEE Semiannual Vehicular Technology Conference, vol. 1, pp. 114- 118, Orlando, USA. [11] J. D. Parsons, (2000) “The Mobile Radio Propagation Channel,” John Wiley & Sons Ltd, Chichester, England. [12] S. Stein, (1987) “Fading channel issues in system engineering,” IEEE Journal on Selected Areas in Communications, vol. 5, no. 2, pp. 68-89. [13] M. T. Hagan and M. B. Mehaj, (1994) “Training feed forward networks with the Marquardt algorithm,” IEEE Transactions on Neural Networks, vol. 5, no. 6, pp. 989-993. [14] R. Rojas, (1996) “Neural Networks a Systematic Introduction,” Springer-Verlag, Berlin. [15] M. T. Hagan and H. B. Demuth, (1999) “Neural networks for control,” Proceedings of the American Control Conference, pp. 1642-1656, San Diego, USA. [16] Mike W. (2007). Propagation tutorial – rain and other hydrometeors. Retrieved February 3, 2011 from http://www.mike-willis.com/Tutorial/PF10.htm. [17] Electromagnetic spectrum. (2011). Retrieved June 2, 2011 from http://hosting.soonet.ca/eliris/remotesensing/bl130lec3.html [18] Famoriji, J. O. and Olasoji, Y. O (2013). “Effects of Hilly Terrain on UHF band Radio Frequency Propagation” International Journal of Science and Technology, Vol. 2 Issue 4.
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